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REVIEW article

Front. Microbiol., 29 September 2022
Sec. Microbiotechnology

Rhodococcus strains as a good biotool for neutralizing pharmaceutical pollutants and obtaining therapeutically valuable products: Through the past into the future

  • Perm Federal Research Center of the Ural Branch of the Russian Academy of Sciences, Perm, Russia

Active pharmaceutical ingredients present a substantial risk when they reach the environment and drinking water sources. As a new type of dangerous pollutants with high chemical resistance and pronounced biological effects, they accumulate everywhere, often in significant concentrations (μg/L) in ecological environments, food chains, organs of farm animals and humans, and cause an intense response from the aquatic and soil microbiota. Rhodococcus spp. (Actinomycetia class), which occupy a dominant position in polluted ecosystems, stand out among other microorganisms with the greatest variety of degradable pollutants and participate in natural attenuation, are considered as active agents with high transforming and degrading impacts on pharmaceutical compounds. Many representatives of rhodococci are promising as unique sources of specific transforming enzymes, quorum quenching tools, natural products and novel antimicrobials, biosurfactants and nanostructures. The review presents the latest knowledge and current trends regarding the use of Rhodococcus spp. in the processes of pharmaceutical pollutants’ biodegradation, as well as in the fields of biocatalysis and biotechnology for the production of targeted pharmaceutical products. The current literature sources presented in the review can be helpful in future research programs aimed at promoting Rhodococcus spp. as potential biodegraders and biotransformers to control pharmaceutical pollution in the environment.

Introduction

Active pharmaceutical ingredients are recognized contaminants of emerging concern and are ubiquitously found in aquatic and terrestrial environments. These molecules, not naturally occurring chemicals with highly stable chemical structures and pronounced biological activities, belong to a group of potentially dangerous mutagens. The problem of pharmaceutical pollution is becoming of a comprehensive planetary nature, posing a threat to the environment and human health (aus der Beek et al., 2016; Domingo-Echaburu et al., 2021; Wilkinson et al., 2022).

Pharmaceutical pollution occurs throughout the entire life cycle of an individual pharmaceutical compound, from its development and synthesis to consumption and disposal. It is known that, among other chemical industries, the pharmaceutical industry has the highest Environmental Impact Factor, reflecting the environmental impact of manufacturing processes (Sun et al., 2018). According to Kümmerer (2010), the synthesis of 1 kg of an active pharmaceutical ingredient generates 50–100 kg of waste. The control of drug pollution should be carried out at all stages, namely research & development, consumption, and disposal of pharmaceuticals. Modern drug discovery and development should not only exclude aggressive conditions and reagents and provide a minimum yield of by-products at each stage, but also predict the possible environmental fate of the drug being developed and its metabolites. This is the pivotal thesis of green and sustainable pharmacy (Kümmerer, 2010; Daughton and Ruhoy, 2014; Leder et al., 2015).

Along with the pharmaceutical industry, direct consumers of medicinal drugs are the source of environmental pollution by pharmaceutical residues. A real “drug boom,” widespread chronic illnesses, population aging, and prescription of drugs for preventative purposes, all contribute to an extraordinary rise in the human consumption of pharmaceuticals. According to the statistics obtained, half of all manufactured medicines are prescribed, distributed, sold, and improperly disposed of (Thomas and World Health Organization, 2017). Active pharmaceutical ingredients released into the environment have negative effects on invertebrates and vertebrates, microbiota and plants; they bioaccumulate within the food chain, disturb the structure and functioning of ecosystems (Oaks et al., 2004; Grenni et al., 2018; Mezzelani et al., 2018; Richmond et al., 2018; Giménez and Nunes, 2019; Aguilar-Romero et al., 2020; Drzymała and Kalka, 2020; Duarte et al., 2020; Grabarczyk et al., 2020; Wijaya et al., 2020; Markovic et al., 2021; Mulkiewicz et al., 2021; Rohonczy et al., 2021; You et al., 2021; Daniel et al., 2022).

These global environmental challenges make the transition to a bioeconomy—a biotechnology-based economy relying on renewable biological raw materials—inevitable (Marvik and Philp, 2020). The search for sustainable and environmentally friendly biomanufacturing has led to a surge in enzyme technologies, biocatalysis, and biodegradation approaches. Effective biocatalytic systems based on bacteria for obtaining valuable materials and pharmaceutical products are being actively developed as well as innovative biotechnology solutions for wastewater treatment and bioremediation of polluted territories are being implemented. The use of the enzymatic potential of microorganisms can significantly reduce energy consumption and environmental burden (Anteneh and Franco, 2019). It is also important that biological methods in addressing the problem of pharmaceutical pollution can be applied at opposite poles—both in the process of synthesis of pharmaceutically active compounds and in the process of degradation of pharmaceutical products.

Among the microorganisms capable of sensitive responses to adverse changes in their habitats, a special place is occupied by members of the actinomycete line of prokaryotic evolution—polyextremotolerant bacteria of the genus Rhodococcus Zopf 1891 (Approved Lists 1980; domain “Bacteria,” phylum Actinomycetota, class Actinomycetia, order Mycobacteriales, family Nocardiaceae; https://lpsn.dsmz.de/genus/rhodococcus).

Ecological geography and the range of possible habitats for rhodococci are unprecedentedly diverse. They are widely distributed in aquatic and terrestrial ecosystems across the world, including the Arctic and Antarctic (Zhang et al., 2015; Goordial et al., 2016). Rhodococci are isolated from clean and polluted soils, fresh surface water, groundwater and stratal water, domestic and industrial wastewater, mineral water, marine bottom sediments, rhizosphere and phyllosphere of plants, vertebrates and invertebrates, snow, air, and core samples (Bej et al., 2000; Ruberto et al., 2005; Li et al., 2012; Paterson et al., 2019; Sangal et al., 2019; Ivshina et al., 2021a; Martinez Alvarez et al., 2022). Most members of the genus Rhodococcus are free-living saprotrophs. Only two species have been identified as opportunistic pathogens—an animal and human pathogen R. equi (“R. hoagie”) and a phytopathogen R. fascians.

The widespread distribution of Rhodococcus spp. is ensured by their high tolerance to environmental stresses such as extreme temperatures, salinization, high concentrations of toxic metal(loid)s, desiccation, high/low pH, reactive oxygen species, and radiation exposure (Cappelletti et al., 2016; Presentato et al., 2018a; Firrincieli et al., 2019; Pátek et al., 2021). Understanding the complex mechanisms protecting rhodococci from environmental stresses as well as more detailed interpretation of the results of various stress responses that provide Rhodococcus resistance against many chemical compounds may open up new perspectives and result in a wide variety of their biotechnological applications in the near future.

Rhodococcus spp. are capable of oxidation and complete degradation of a wide range of organic compounds, recalcitrant pollutants and toxic compounds, pesticides, emerging pollutants, endocrine disruptors, explosives, flame retardants, plasticizers, defoliants, and plastics, including microplastics. Additionally, they have potential for fuel biodesulfurization, lipid synthesis, and biofuel production (Coleman et al., 2002; Gilan and Sivan, 2013; Auta et al., 2018; Presentato et al., 2018b; Pang et al., 2020; Alvarez et al., 2021; Hirschler et al., 2021; Keasling et al., 2021; Yu et al., 2021; Baek et al., 2022; Kamaraj et al., 2022). The biochemical potential of rhodococci is intensively studied due to their catabolic flexibility, unique enzymatic capabilities, broad substrate specificity and an effective set of survival strategies (Larkin et al., 2010; Cappelletti et al., 2019; de Carvalho, 2019; Kuyukina and Ivshina, 2019a). Features of rhodococci such as ecological generalization, autoaggregation, morphological differentiation, and altruistic cell death (when exposed to various stresses, the bacterial community might cause certain members of the population to die in order to favor the survival of the colony) provide their successful competitiveness and high survival in disturbed ecosystems (Hamamura et al., 2006; Ivshina et al., 2021a).

The genomic potential of actinomycetes, including rhodococci, is vastly superior to well-known chemical space. In other words, actinomycetes are capable of producing many more biologically valuable molecules than have been discovered so far (van Bergeijk et al., 2020). Rhodococci are characterized by a large genome (up to 12.7 Mb, which is more typical for R. opacus and R. wratislaviensis) containing information about numerous catabolic pathways for various chemical compounds; a significant degree of gene redundancy, which ensures functional stability of the genome; ring and linear plasmids, which represent an additional pool of DNA that can evolve and be easily transferred (Larkin et al., 2006, 2010; Haußmann et al., 2013; di Canito et al., 2018; Cappelletti et al., 2019). The above properties raise rhodococci to the rank of unique and promising biotechnology tools.

Several reviews have partially emphasized the biosynthetic capacities and potential for Rhodococcus-based biocatalysts to produce pharmaceutically valuable compounds (Anteneh and Franco, 2019; Busch et al., 2019; Cappelletti et al., 2020). Here, for the first time, we focus on rhodococci as potent agents in addressing the issue of pharmaceutical pollution, which is acute both during the development and production of an active pharmaceutical ingredient and during medicine consumption and pharma waste disposal. The purpose of this work was to provide a brief review and critical analysis of the recent data on the production of promising pharmaceutical products and the neutralization of pharmaceutical micro-pollutants using Rhodococcus-based biocatalysts.

Biocatalysis of active pharmaceutical ingredients

Biocatalysis is a process by which enzymes or whole-cell systems carry out chemical transformations of organic molecules. Biocatalytic processes are effective, performed in mild conditions without forming toxic products, and, in some cases, cannot be replaced by traditional catalytic processes. Isolated and immobilized enzymes, cell lysates, and whole-cell systems can be used as biocatalysts (Woodley, 2008; Jiang and Fang, 2020). Biocatalysis is an attractive technology for the pharmaceutical industry. Biocatalysts provide excellent regio-, chemo-, stereo-, and enantioselectivity as well as improved product separation, lower costs, fewer side effects, less use of protective groups, and a better environmental impact(Lin and Tao, 2017; Devine et al., 2018; Sun et al., 2018). In addition, enzyme and whole-cell biocatalysts allow for challenging reactions. For example, biocatalysts can perform selective hydroxylation of inactivated carbon atoms—an extremely difficult challenge in terms of traditional chemistry (Narayan et al., 2015; de Carvalho, 2017; Dong et al., 2018).

Rhodococci are actively used in biocatalysis of pharmaceutical precursors and in novel drug development. Versatile Rhodococcus biocatalysts provide a wide range of chemical-enzymatic reactions while being an environmentally friendly approach (Anteneh and Franco, 2019; Busch et al., 2019; Cappelletti et al., 2020). Below, we consider specific examples of biocatalysis of pharmaceutically significant compounds using whole cells, individual enzymes, and heterologous expression systems.

Whole-cell biocatalysts in organic biotransformations

Whole-cell biocatalysts provide several advantages. Firstly, the spectrum of compounds metabolized by whole cells is much wider than that by isolated enzymes. Therefore, using whole-cell biocatalysts, it is possible to synthesize a wide range of drugs from different therapeutic groups. Secondly, synthesis of valuable products by whole cells requires fewer steps (Tao and Xu, 2009; Sheldon and Woodley, 2018). Thirdly, whole-cell biocatalysts make it easy to implement enzymatic cascades spanning multiple reactions (Lin and Tao, 2017). Fourthly, whole-cell catalysts are less expensive than purified enzymes (Sakkos et al., 2019).

The use of rhodococci in bio-based techniques originated in the late 1990s and early 2000s and was associated with the synthesis of complex single-stereoisomer drugs (Devine et al., 2018). Most chiral drugs are racemic mixtures, in which one enantiomer is usually therapeutically active while the other is toxic. Therefore, it is crucial to obtain substances with a predominant active enantiomer (Anteneh and Franco, 2019). One of the effective ways to directly obtain enantiomeric pharmaceuticals is to use specific enzymatic systems as biocatalysts of regio- and stereoselective transformations. For example, racemic naproxen amide was hydrolyzed by immobilized R. erythropolis MP 50 cells with the formation of S-naproxen, a nonsteroidal anti-inflammatory drug that has a more pronounced therapeutic effect compared to R-naproxen (Effenberger et al., 1997; Figure 1). Another study describes the deracemization of ibuprofen. Rhodococcus sp. strain AJ270 transformed ibuprofen amide and four related 2-phenylpropionamides into S-(+)-ibuprofen with a high enantiomeric excess (90–94% ee; Snell and Colby, 1999). Moreover, the authors found that the main enzymes involved in this reaction were amidases.

FIGURE 1
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Figure 1. Enantiomeric hydrolysis of racemic amides to nonsteroidal anti-inflammatory drugs by rhodococci (Hirrlinger et al., 1996; Effenberger et al., 1997; Snell and Colby, 1999).

Because of the need for therapeutics to treat conditions such as infectious diseases, diabetes, cancer, and mental disorders, the development of new highly effective drugs and their precursors is of particular interest. Rhodococcus sp. strain B 264-1 (MB 5655) and strain I-24 (MA 7205) transformed indene into cis-(1S,2R)-indandiol and trans-(1R,2R)-indandiol with 98–99% ee (Chartrain et al., 1998; Figure 2A). Indanediol is a precursor of indinavir—a medicine prescribed for HIV treatment. Further, continuous flow cultivation of the strain I-24 resulted in the evolution of a mutant Rhodococcus sp. KY1 with better bioconversion capabilities, including a twofold increase in trans(1R,2R)-indandiol production (Stafford et al., 2001). The key intermediate for synthesis of atazanavir—another HIV medication—tert-butyl ((2S,3R)-4-chloro-3-hydroxy-1-phenylbutane-2-yl)carbamate was obtained using R. erythropolis SC 13854 with 95% yield and 99% ee (Patel et al., 2003; Figure 2B).

FIGURE 2
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Figure 2. Bioproduction of precursors of HIV medicines indinavir (A) and atazanavir (B) by rhodococci (Chartrain et al., 1998; Stafford et al., 2001; Patel et al., 2003).

In addition to antiretroviral medicines, there were originally studies on the biosynthesis of drugs for the treatment of cancer and cardiovascular diseases. An interesting example illustrated the hydrolysis of (R)1,4-dibenzodioxane-2-carbonitrile to 2S-1,4-benzodioxane-2-carboxamide and 2R-1,4-benzodioxane-2-carboxylic acid by R. erythropolis AJ270 (Liu et al., 2006). 2R-1,4-benzodioxane-2-carboxylic acid is used to produce a hypotensive and vasodilating drug doxazosin (Figure 3A). In another study, R. globerulus SC 16305 produced (S)-2-chloro-1-(3-chlorophenyl)ethanol (71.8% ee), which is used in the synthesis of an IGF-1 receptor inhibitor as an anticancer therapy (Hanson et al., 2005; Figure 3B).

FIGURE 3
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Figure 3. Biocatalysis of 2R-1,4-benzodioxane-2-carboxylic acid (A), (S)-2-chloro-1-(3-chlorophenyl) ethanol (B), S-(-)-2-[6-benzyloxy-2,5,7,8-tetramethylchroman-2-yl] ethanol (C), (S)-3,5-bis(trifluoromethyl)phenyl ethanol (D), α-methyl-D-serine (E), and esomeprazole (F) by whole-cell Rhodococcus spp. (Hanson et al., 2005; Liu et al., 2006; Petukhova et al., 2017; Chen et al., 2020; Hibi et al., 2021; Zhang et al., 2021b).

There has been increasing interest in using biocatalysis to develop drugs for the treatment of mental illnesses. The enantiomeric transformation of S-(-)-2-[6-benzyloxy-2,5,7,8-tetramethylchroman-2-yl] ethanol from a racemic mixture was achieved using a whole-cell biocatalyst based on Rhodococcus sp. 77-32 (Figure 3C; Petukhova et al., 2017). The resulting enantiomer can be used in the preparation of α-tocols exhibiting cytoprotective and antioxidant properties and reducing neuroinflammation in the brain (Muscaritoli, 2021). According to Chen et al. (2020), R. erythropolis XS1012 transformed 3,5-bis(trifluoromethyl) acetophenone into (S)-3,5-bistrifluoromethylphenyl ethanol, which is a key pharmaceutical intermediate of the neurokinin-1 receptor antagonist with antidepressant and anxiolytic properties (Figure 3D). In another study, R. wratislaviensis C31-06 transformed α-aminoisobutyric acid into α-methyl-D-serine (Hibi et al., 2021; Figure 3E). The latter may be a potential therapeutic agent and/or biomarker for some mental disorders (MacKay et al., 2019). Proteomic analysis revealed the involvement of a three-component monooxygenase consisting of an amido hydroxylase component (AibH1H2) and an electron transfer component (AibF and AibG).

To enhance the target product synthesis in complex multi-stage biochemical transformations of the initial substrates, immobilized biocatalysts are used. Rhodococcus-based biocatalysts immobilized on various carriers can be repeatedly applied across a wide range of temperatures, pH values, and pressures. For example, alginate-immobilized R. rhodochrous ATCC 4276 cells in a biphasic system (chloroform-water) transformed omeprazole thioether into esomeprazole with 94.8% yield and > 99% ee. It is a popular proton-pump inhibitor used in the treatment of gastrointestinal ulcers (Zhang et al., 2021b; Figure 3F).

Another interesting area for biocatalysts is the conversion of animal- and plant-derived medicines. Chitosan is a linear polysaccharide that has antitumor, immunoenhancing, antifungal, antimicrobial, antioxidant, and wound healing activities and is widely used in biomedicine and the pharmaceutical industry (Shariatinia, 2019). The basic method to obtain chitosan is by treating crustacean-derived chitin with thermo-alkaline, which is environmentally unsafe. An alternative option is the enzymatic transformation of chitin. For example, Ma et al. (2020) isolated Rhodococcus equi F6, which transformed chitin into chitosan. The main transformation enzyme was chitin deacetylase (Figure 4A).

FIGURE 4
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Figure 4. Rhodococcus bioconversion of animal – (A) and plant-derived (B,C) compounds (Grishko et al., 2013; Ma et al., 2020; Anissi et al., 2021).

Plant metabolites are abundant sources of bioactive compounds that have a variety of positive impacts on human health. However, the extraction and isolation of these chemicals are laborious, time-consuming and energy-intensive. A great alternative to this is microbial biocatalysis. Here are two examples to illustrate this. Betulone is an oxo-derived betulin—plant pentacyclic triterpenoid—that exhibits antitumor, anti-inflammatory, antiparasitic, anticancer, and anti-HIV properties (Bębenek et al., 2018; Kolobova et al., 2019; Darme et al., 2022). The screening of collection strains showed that growing and resting R. rhodochrous IEGM 66 cells were capable of efficient transformation of up to 3 g/L of the triterpenoid betulin into betulone with a yield of 40–75% (Grishko et al., 2013; Figure 4B).

Hydroxytyrosol, o-diphenol, found in olive trees, has antithrombotic, antioxidant, antiviral, and anticancer activities. Extraction of the compound from plants is difficult; therefore, it is advantageous to use bacterial biocatalysts. The wild type or the plasmid-harboring R. pyridinivorans strain 3HYL transformed tyrosol into hydroxytyrosol at concentrations of 16.4 ± 0.23 mmol/L and 23.01 ± 2.37 mmol/L, respectively (Anissi et al., 2021; Figure 4C).

Although relatively simple and frequently used, whole-cell processes have a significant disadvantage since the target catalytic reaction is influenced by other metabolic reactions, leading to other by-products that affect the separation and purification of target products (Şahin, 2019; Han et al., 2021). This can be avoided by using isolated enzymes.

Enzyme biocatalysts for chemical transformations of organic compounds

In biotechnology, enzymes draw attention due to their high activity, non-toxicity, and biodegradability. Furthermore, since enzymatic biocatalysts are characterized by exceptional selectivity, substrate specificity, and activity under mild conditions, there is no need for protection and deprotection of functional groups and chiral centers in molecules (Woodley, 2008). Application of enzymatic biocatalysts is challenged because of a narrow range of metabolized substrates, limited stability under extreme environmental conditions, as well as low yields of target products (up to 50%) in one reaction cycle. However, the use of asymmetric enzymes may lead to a 100% yield.

Rhodococci are a source of a variety of economically important enzymes. Recently, Busch et al. (2019) conducted a comprehensive review of the most promising enzymes of rhodococci involved in fine organic synthesis. The information about Rhodococcus-derived enzymes (isolated and heterologously expressed) used for the synthesis of therapeutically valuable compounds is summarized in Table 1.

TABLE 1
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Table 1. Pharmaceutically important enzymes produced in Rhodococcus spp.

There are three main classes of enzymes involved in pharmacologically important reactions: oxidoreductases, hydrolases, and lyases. Among oxidoreductases, alcohol dehydrogenases are of special interest. They carry out a reversible reduction of ketones to alcohols. These enzymes mediate highly efficient syntheses of chiral aromatic alcohols, which are important building blocks in the pharmaceutical industry. For instance, alcohol dehydrogenase RhADH from Rhodococcus sp. R6 catalyzed the reaction of asymmetric reduction of aromatic ketones to chiral aromatic alcohols. Thus, 2-hydroxyacetophenone was successfully converted to (R)-(-)-1-phenyl-1,2-ethanediol (99% ee), an important pharmaceutical precursor (Han et al., 2021). The zinc-dependent alcohol dehydrogenase from R. erythropolis DSM 43297 (ReADH) converted ethyl 2-oxo-4-phenylbutyrate to ethyl 2-hydroxy-4-phenylbutanoate, an important intermediate for anti-hypertension drugs such as enalaprilat and lisinopril (Dhoke et al., 2020).

To improve the efficiency of biocatalytic reactions, it is advisable to use cascade enzyme systems. An enzyme cascade consists of several enzymes where the product of one enzyme serves as the substrate for the next. Thus, phenylethanols from ethylbenzene and its derivatives were synthesized using a bienzymatic cascade (Xu et al., 2022). Peroxygenase from the agaricomycete Agrocybe aegerita was used to oxidize ethylbenzene and its derivatives to ketones, which were further reduced to (R)- or (S)-phenylethanols using (R)-selective alcohol dehydrogenase from Lactobacillus kefir or (S)-selective alcohol dehydrogenase from R. ruber, respectively. Another example is the use of a bienzyme–coupled catalytic system composed of Rhodococcus sp. R6 alcohol dehydrogenase RhADH and Candida parapsilosis C5 formate dehydrogenase (Han et al., 2021). This enzyme complex catalyzed the asymmetric reduction of 2’-hydroxyacetophenone to (R)-(-)-1-phenyl-1,2-ethanediol with 99% ee.

Other important building blocks in the synthesis of pharmaceutical compounds are nitrogen-containing heterocycles (Naicker et al., 2015; Yang, 2015). Putrescine oxidase from R. erythropolis (Re-PuO) catalyzed the oxidation of diamines cadaverine and putrescine to N-heterocycle 1-piperideine, a building block in small-molecule active pharmaceuticals (Anyanwu et al., 2021).

Heterologous transformation of organic compounds

The rapid development of recombinant DNA technologies has led to the shift from native cells to recombinant cell factories that include heterologous enzymes and/or synthetic, orthologous pathways for the synthesis of important industrial compounds (Ladkau et al., 2014). Heterologous transformation is the engineering of conversion of organic chemicals in a technically convenient surrogate host (relative to the native producer) through the application of genetics and molecular biology (Figure 5A). Escherichia coli is the most widely used microbial platform for cell factories due to its well-studied genome, a powerful set of molecular biological tools for metabolic engineering and highly developed fermentation processes with inexpensive raw materials (Lin and Tao, 2017).

FIGURE 5
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Figure 5. Heterologous biosynthesis of pharmaceutical precursors. Schematic representation of heterologous expression system (A); biosynthesis of (S)-2-chloro-1-(3,4-difluorophenyl) ethanol (B), ethyl (S)-4-chloro-3-hydroxybutanoate (C), 3-cyanopyridine and 2-furonitrile (D), and 2-chloronicotinic acid (E) (Xu et al., 2016; Choi et al., 2019; Hu et al., 2020; Dai et al., 2022b).

Dehydrogenase (named Rhky-ADH) was identified from R. kyotonensis and expressed in E. coli (Figure 5B). Using such a whole-cell biocatalyst, transformation of 2-chloro-1-(3,4-difluorophenyl) ethanone to (S)-2-chloro-1-(3,4-difluorophenyl) ethanol with more than 99% ee and 99% conversion was achieved (see Table 1). This compound is used for the synthesis of an antiplatelet agent ticagrelor (Hu et al., 2020). 12α-Hydroxysteroid dehydrogenase (12α-HSDH) from R. ruber expressed in E. coli had the potential to convert cheap and readily available cholic acid to 12-oxochenodeoxycholic acid (71–85% yields), which is a key precursor for chemoenzymatic synthesis of a therapeutic bile acid ursodeoxycholic acid (Shi et al., 2019). Rhodococcus phenylalanine dehydrogenase (pheDH) was engineered by directed evolution and expressed in E. coli for the highly enantioselective reductive amination of phenylacetone and 4-phenyl-2-butanone, giving (R)-amphetamine and (R)-1-methyl-3-phenylpropylamine in >98% ee, respectively (Ye et al., 2015). (R)-amphetamine is a precursor of a bronchodilator (R,R)-formoterol and a prostate drug tamsulosin; (R)-1-methyl-3-phenylpropylamine is a precursor of an antihypertensive dilevalol.

Analysis of the R. pyridinivorans genome identified an NADPH-dependent carbonyl reductase (RpCR) capable of asymmetric reduction of ethyl 4-chloro-3-oxobutanoate (Xu et al., 2016). RpCR was expressed in E. coli BL21(DE3) to produce ethyl (S)-4-chloro-3-hydroxybutanoate (>99% ee) without the addition of an external cofactor, resulting in a 91% molar isolation yield (Figure 5C). This compound is a universal and important chiral intermediate to produce chiral drugs, including cholesterol-lowering 3-hydroxy-3-methyl-glutaryl-CoA reductase inhibitors (statins).

The gene encoding aldoxime dehydratase from Rhodococcus sp. YH3-3 was expressed in E. soli in order to achieve an effective conversion of E-pyridine-3-aldoxime into the pharmaceutical precursor 3-cyanopyridine (Figure 5D; Choi et al., 2019). 2-Chloronicotinic acid is an important precursor for the production of the antidepressant mirtazapine and the antiviral agent nevirapine. A mutant of nitrilase (RzNIT/W167G) from R. zopfii was expressed in E. coli for the heterologous synthesis of 2-chloronicotinic acid from 2-chloronicotinonitrile (Dai et al., 2022a,b). Accumulation of 2-chloronicotinic acid was 318.5 mM with a yield of 91% for 50 h, which is by far the highest level of biosynthesis of this compound catalyzed by nitrilase (Figure 5E). Rucká et al. (2014) investigated a cluster of genes encoding nitrile hydratase and amidase from R. erythropolis A4. These enzymes can be used for effective hydrolysis of cyanohydrins to form pharmaceutically important 2-hydroxy amides and 2-hydroxy acids.

A few studies reported on Rhodococcus spp. as hosts for the recombinant production of pharmaceutical precursors. For example, genes encoding carbonyl reductase from the methylotrophic yeast Ogataea minuta (OCR_V166A) and NADP+-dependent secondary alcohol dehydrogenase from the Gram-positive bacterium Thermoanaerobacter ethanolicus (TeADH) were co-expressed in R. opacus B-4, and the recombinant cells were used as lipophilic whole-cell biocatalysts to convert trifluoroacetophenone to α-(trifluoromethyl)benzyl alcohol (Honda et al., 2019). Yamamura (2019) designed a Rhodococcus expression system based on R. erythropolis JCM3191, which converted pyridoxine to pyridoxamine (a type of vitamin B6) through pyridoxal. For this purpose, genes encoding pyridoxine 4-oxidase and pyridoxamine-pyruvate aminotransferase from the proteobacterium Mesorhizobium loti were expressed in JCM391. Another study reported the efficient biocatalytic synthesis of 25-hydroxyvitamin D3 and 1α,25-dihydroxyvitamin, important hydroxylated derivatives to treat vitamin D3 deficiency (Yasutake et al., 2013). R. erythropolis JCM 3201 containing a mutant of vitamin D3 hydroxylase (Vdh T107A) from another actinomycete, Pseudonocardia autotrophica, was used as a biocatalyst.

To match biocatalytic technologies with modern scales and industry requirements, the development of effective toolkits for engineering Rhodococcus strainsis an urgent issue. Although rhodococci natively have powerful technological advantages, the productivity of wild-type strains under standard laboratory conditions leaves much to be desired. Factors such as high (61–71%) GC content, a thick cell wall and difficult-to-isolate genetic material, low transformation and recombination efficiencies prevent the production of stable and highly productive Rhodococcus biocatalysts. To overcome these obstacles, gene transfer techniques and genome editing tools (for instance, the CRISPR/Cas9 and CRISPRI systems) have been recently developed (DeLorenzo et al., 2021; Liang and Yu, 2021). Yamamura (2018a) performed genetic manipulations of R. erythropolis MAK154 for homologous expression (overexpression of autologous genes) of aminoalcohol dehydrogenase genes (aadh) that produce double chiral compounds—important building blocks for pharmaceuticals. He constructed Rhodococcus expression vectors derived from the RhodococcusE. coli shuttle vector pRET1102 and different promoters to increase the expression of aadh. This vector was successfully transformed into many actinomycete strains (Yamamura, 2018a,b).

Currently, studies are underway using machine learning to search for genes encoding pharmaceutically useful enzymes. Thus, for example, the computational prediction tool Tome enabled the identification of a thermostable benzaldehyde lyase (ReBAL) from R. erythropolis R138 (Peng et al., 2021). To expand the substrate spectrum of the enzyme, the authors used site-directed mutagenesis in the binding site of the gene encoding for ReBAL to form two variants of ReBALmat and ReBALwid.

Biocatalysis of steroids

Steroids are a group of terpenoid lipids widely distributed in nature (Fernández-Cabezón et al., 2018; Guevara et al., 2019b). They are perhydro-1,2-cyclopentanophenanthrene derivatives and include sterols, bile acids, steroid hormones, cardenolides, sapogenins, saponins, and vitamin D derivatives (Olivera and Luengo, 2019). Steroids are active ingredients of many medications, including anti-inflammatory, immunosuppressive, anti-allergic, anti-cancer, diuretic, anabolic, contraceptive, anti-androgenic, and pregestational agents (Costa et al., 2020; Felpeto-Santero et al., 2021). Traditional methods of obtaining steroids by extraction from plants and animals or organic synthesis are inefficient, multi-stage, labor-consuming, and environmentally unsafe (Olivera and Luengo, 2019). Microbiological transformation of steroids from low-cost precursors with the formation of key pharmaceutical intermediates, such as androst-4-en-3,17-dione (AD) and androst-1,4-diene-3,17-dione (ADD), is a successful biocatalytic technology used in the pharmaceutical industry.

Along with metabolites formed during steroid bioconversion, novel catalytic properties of microorganisms towards steroids are constantly being found. Rhodococci are able to carry out different reactions of steroid modifications: side-chain degradation, hydroxylations (e.g., at positions 9α, 16α, 7α, and 11β), insertion of C-C-double bonds (e.g., ∆1 and ∆4), hydrogenation and isomerization of double bonds (e.g., ∆5 → ∆4), carbonyl group oxidation/reduction (e.g., at positions 17 and 20), hydrolysis of steroid esters (e.g., 21-deacetylation; Donova, 2017). This is possible, firstly, due to the thick lipophilic cell wall of rhodococci, which facilitates hydrophobic steroid compounds to easily penetrate into the cell for further enzymatic transformation, and secondly, due to the presence of special transformation and degradation enzymes that carry out a sequential cascade of reactions.

Biocatalytic transformations begin with the oxidation of steroids to stenones by a cholesterol oxidase (ChOx; Baldanta et al., 2021; Figure 6). ChOx is an extracellular flavin-dependent bifunctional oxidoreductase catalyzing the oxidation of a Δ5-ene-3β-hydroxysterol to Δ5-ene-3β-ketosteroid and the isomerization of the latter to yield Δ4-ene-3β-ketosteroid (Fernández de las Heras et al., 2011, 2014).

FIGURE 6
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Figure 6. Aerobic sterol degradation in rhodococci and other actinomycetes. It starts with sterol being converted to stenone, which is catalyzed by a cholesterol oxidase (ChOx) or a hydroxysteroid dehydrogenase (HsD). Further, side chain degradation occurs with ω-methyl oxidation by cytochrome P450 monooxygenases (CYP 142, CYP 125) and β-oxidation-like reactions which lead to the formation of propionyl-CoA and acetyl-CoA (central metabolites). The steroid nucleus degradation involves oxygen-dependent rupture and subsequent hydrolytic cleavage of rings A and B following the 9,10-seco pathway due to 3-ketosteroid-dehydrogenase (KstD) and 3-ketosteroid 9α-hydroxylase (KsH). AD – 4-androstene-3,17-dione; ADD – androsta-1,4-diene-3,17-dione; 9OH-AD –9α-hydroxy-4-androstene-3,17-dione; 9OH-ADD – 9 α -hydroxyandrosta-1,4-diene-3,17-dione; 3-HSA – 3-hydroxy-9,10-secoandrosta-1,3,5(10)-triene-9,17-dione; 3,4-DHSA – 3,4-dihydroxy-9,10-secoandrosta-1,3,5(10)-triene-9,17-dione; 4,9-DSHA – 4,5,9,10-diseco-3-hydroxy-5-9-17-trioxoandrosta-1(10),2-diene-4-oic acid; HIP – 3aα-H-4α (3′-propanoate)-7a-β-methylhexahydro-1,5-indanedione; OPCA – oxypentadienecarboxylic acid (Haußmann et al., 2013; Kreit, 2017; Baldanta et al., 2021).

The breakdown of the steroid ring results from an oxygen-dependent process and subsequent hydrolytic cleavage of rings A and B by a 9,10-secopathway for which the key players are ketosteroid dehydrogenases (KstDs) and a ketosteroid hydroxylase (KSH). KstDs are FAD-dependent enzymes that catalyze the introduction of a double bond between the C1 and C2 atoms in the A ring of 3-ketosteroid substrates (Rohman and Dijkstra, 2019). Different isoforms of KstDs have been found to display different substrate ranges and have different roles that may be strain-dependent (Fernández de las Heras et al., 2012). KSH initiates cleavage of the steroid polycyclic ring by C9a-hydroxylation (Petrusma et al., 2014). KSH is a two-component enzyme consisting of terminal oxygenase (KshA), which performs substrate hydroxylation, and ferredoxin reductase (KshB), which provides electron transfer (van der Geize et al., 2008; Guevara et al., 2017). KSH catalyzes the hydroxylation reaction of AD and ADD to form 9α-hydroxy-AD and 9α-hydroxy-ADD (van der Geize et al., 2002; Petrusma et al., 2009).

There is a significant number of reports on biotransformation of steroids by Rhodococcus spp. (Carpova et al., 2011; Nogovitsina et al., 2011; Petrusma et al., 2014; Guevara et al., 2017; Rohman and Dijkstra, 2019; Zappaterra et al., 2021). As model strains for studying the steroid metabolism, R. erythropolis SQ1, R. ruber Chol-4, R. jostii RHA-1, R. rhodochrous DSM43269 were described (van der Geize et al., 2002, 2008; Fernández de las Heras et al., 2009, 2012, 2014; Petrusma et al., 2009, 2014; Yam et al., 2010; Mohn et al., 2012; van Oosterwijk et al., 2012; Costa et al., 2013;; Haußmann et al., 2013; Guevara et al., 2017, 2019a; Chen et al., 2020; Baldanta et al., 2021; Zappaterra et al., 2021). In most studies, cholesterol, less commonly β-sitosterol, campesterol, cortisone, and cholate, are used as an initial substrate (Kreit, 2017).

Thus, the identified steroid catabolic capacity of Rhodococcus spp. allows using them as model organisms for studying aromatic molecules and steroid biodegradation as well as a biotechnological tool for obtaining steroid pharmaceuticals (Guevara et al., 2019a).

Production of valuable natural products

In natural habitats, rhodococci produce a huge number of compounds highly valued in the drug discovery and development process (Bosello et al., 2011; Cappelletti et al., 2020; Esposito et al., 2021). In a recent review, Cappelletti et al. (2020) discussed the potential of rhodococci for the production of valuable substances including biosurfactants, bioflocculants, carotenoids, triacylglycerols, polyhydroxyalkanoates, fatty acids, siderophores, antimicrobials, and metal(loid)-based nanostructures. These compounds have significant applications in medicinal and organic chemistry, industry, and pharmaceutical manufacturing. Moreover, synthesis of these compounds ensures the successful competitiveness of rhodococci and comfortable microbial surroundings in their habitats (Ivshina et al., 2021a). Because Rhodococcus spp. can produce useful bioactive molecules, they can coexist in mutualistic relationships with other micro- and macroorganisms, providing nutrition to the latter and receiving benefits in return. On the other hand, the synthesis of antimicrobial agents inhibits the growth of certain microorganisms, including pathogenic bacteria. Against the background of antibiotic and multidrug resistance, this property of rhodococci is of great interest to the pharmaceutical industry and is a powerful impetus to the development and discovery of alternative antimicrobial molecules (Sharma et al., 2022; Figure 7).

FIGURE 7

The search for natural products has traditionally been accompanied by high-throughput screening under laboratory conditions. In particular, the antimicrobial compounds lariatins A and B were found in the culture medium of Rhodococcus sp. K01-B0171 using a fermentation-based approach (Iwatsuki et al., 2006). These substances are cyclic peptides with pronounced antimicrobial activity against Mycobacterium smegmatis, the causative agent of tuberculosis. R. fascians 307CO produced aminoglycosides rhodostreptomycin A and B (Kurosawa et al., 2008). The detected antibiotics showed antimicrobial activity against Streptomyces pandanus, Escherichia coli, Staphylococcus aureus, Bacillus subtilis, and Helicobacter pylori. Interestingly, the ability of strain 307CO to synthesize antibiotics was mediated by horizontal gene transfer from S. padanus. However, novel rhodostreptomycins A and B differ greatly in structure from other antibiotics produced by Streptomyces spp.

Shim (2016) described metabolites produced by the R. rhodochrous strain belonging to diketopiperazines—the smallest cyclopeptides, which consist of two amino acids. Five diketopiperazines with antimicrobial activities as well as protective effects against post-ischemic myocardial dysfunction have been identified and described. Ward et al. (2018) identified a metabolite produced by Rhodococcus sp. MTM3W5.2 inhibiting the growth of R. equi. The authors proposed a type I polyketide synthase as the main gene involved in the synthesis of this antimicrobial agent.

Rhodococci are capable of synthesizing quinolone antibiotics aurachines. Kitagawa and Tamura (2008) isolated aurachin RE from R. erythropolis SCM 6824, demonstrating pronounced (0.01–0.1 μg/mL) antimicrobial activity against Gram-positive bacteria Arthrobacter atrocyaneus, Corynebacterium glutamicum, Nocardia pseudosporangifera, Streptomyces griseus, and Rhodococcus erythropolis. Later, from Rhodococcus sp. Acta 2,259, two new aurachins, D and Q, were isolated, showing moderate activity against Gram-positive bacteria, especially Staphylococcus epidermidis, Bacillus subtilis, and Propionibacterium acnes (Nachtigall et al., 2010).

In addition to antibacterial compounds, rhodococci produce antifungal substances. For example, Chiba et al. (1999) identified five tetrapeptides—rhodopeptins Cl, C2, C3, C4 and B5—produced by Rhodococcus sp. Mer-N1033 and are active against Candida albicans and Cryptococcus neoformans.

Culture conditions commonly used in laboratories for microbial growth are typically not optimized for expression of biosynthetic gene clusters which may require induction by unknown signals that originate in the complex natural environments that microbes inhabit (Pan et al., 2019). One of the strategies to overcome this barrier is the one strain many compounds (OSMAC) approach, implying that a single strain can produce different molecules when grown under different environmental conditions (Bode et al., 2002; Pan et al., 2019). Variating the cultivation parameters such as medium composition, pH, temperature, oxygen concentration, metal ions, etc. allows “switching on” the silent or cryptic biosynthetic gene clusters. This approach is especially in demand when exploring natural products from marine actinomycetes. For example, Esposito et al. (2021) identified more than 30 novel glycolipids, particularly succinic saccharide esters with uncommon functional groups (e.g., phenylacetic acid) from Rhodococcus sp. I2R. These molecules belong to biosurfactants, which are amphiphilic surface-active compounds containing trehalose (Kuyukina and Ivshina, 2019b; Supplementary Figure 1). Rhodococcus biosurfactants may exhibit immune-stimulating, antitumor, and antiviral activities (Kuyukina et al., 2015). So, the identified biosurfactants have antiviral activities against the herpes virus as well as human coronaviruses (HCoV-OC43), and that is undoubtedly of great value in the current situation of the COVID-19 pandemic. In addition, the identified glycolipids have strong antiproliferative activity in the PC3 prostate cancer line (Esposito et al., 2021).

Nowadays, genome sequencing and mining are the latest approaches to search for new bioactive molecules. Computational tools (antiSMASH, PRISM, MIBiG, etc.) have been developed to identify biosynthetic gene clusters and predict the structure of natural products (van Bergeijk et al., 2020). These approaches enabled the identification of a significant number of genes arranged in biosynthetic gene clusters, even in strains that seemed to have been thoroughly studied (van Bergeijk et al., 2020). Analysis of the complete genome of Rhodococcus sp. NIOT_ASA1-1 isolated from the marine ascidian Phallusia nigra revealed genes encoding the non-ribosomal peptide synthetase and putative polyketide synthase (Meena et al., 2021). High-quality comparative genome mining allowed the identification of a number of biosynthetic gene clusters in Rhodococcus sp. H-CA8f involved in producing corynecins (N-acyl derivatives of D-threo-p-nitrophenylserinol compounds structurally similar to the antibiotic chloramphenicol), which exhibit antimicrobial properties (Undabarrena et al., 2021).

Currently, bacteria from rare or challenging (i.e., nutritional imbalance, waterlogging, hypoxia and anoxia, pollution, salinity, heat, and cold) conditions attract particular interest in searching for biosynthetic genes and novel natural products, which avoids the replication of already known molecules. Stress-tolerant Rhodococcus spp. thriving in deserts, permafrost, cave ecosystems, the deep sea, animal and human microbiota are of interest (Ceniceros et al., 2017; Jia et al., 2020a; Meena et al., 2021; Wang et al., 2021; Zamora-Quintero et al., 2022). Thus, polycyclic pluramycin-class polyketides, rausuquinone and hydramycin, were isolated from a deep sea-derived Rhodococcus sp. RD015140 (Harunari et al., 2022). Rausuquinone has antimicrobial activity (25–100 μg/mL) against Gram-positive pathogenic bacteria (Bacillus subtilis, Kocuria rhizophila, and Staphylococcus aureus).

The human-associated microbiome represents a source of promising therapeutic molecules (Chu et al., 2016). Rhodococcus-produced bacteriocins can be implemented as a potential microbiome-editing tool for precise therapy and prevention of infections (Heilbronner et al., 2021). Bioinformatics prediction from the primary sequence of the gut microbiota followed by chemical synthesis enabled identification of biosynthetic gene clusters found in the genomes of R. equi and R. erythropolis responsible for biosynthesis of novel antibiotics named humimycins A and B, which were active against pathogenic Staphylococcus and Streptococcus species (Chu et al., 2016).

Microbial pigments are also beneficial candidates for medical use, which are less toxic than their synthetic analogues. Rhodococcus spp. produce various carotenoid pigments that cause the fawn, yellow-orange, and red color of colonies (Jones and Goodfellow, 2015). The main function of pigments is to protect cells from reactive oxygen species produced by UV radiation and toxic substances (Cappelletti et al., 2020). The pigments extracted from a soil bacterium, Rhodococcus sp. SC1, showed antimicrobial activity (MIC 64–256 μg/mL) and antibiofilm-forming (complete inhibition at 32–64 μg/mL) activity against Gram-negative bacteria (Pseudomonas aeruginosa and Escherichia coli; Çobanoğlu and Yazıcı, 2021).

Another current trend is the use of rhodococci in eco-friendly nano-therapeutics (Alam et al., 2021). Rhodococcus spp. are able to bioconvert toxic metal(loid)s generating nanostructures with biomedical, electronic, and environmental applications (Presentato et al., 2018b,c, 2019, 2020). For instance, R. rhodochrous MOSEL-ME29 produced silver nanoparticles which displayed in vitro significant anticancer, antileishmanial, and antiviral activities and were non-toxic to cell cultures. In another study, an R. kroppenstedtii strain from mangrove soils synthesized gold and silver nanoparticles with antibacterial action against the pathogens—Vibrio harveyi and P. aeruginosa (Kulkarni et al., 2022). In addition, biogenic synthesis of nanoparticles can enhance bioavailability and biodegradation of low concentrations of emerging pollutants (Annamalai and Vasudevan, 2020).

Quorum-quenching

Quorum quenching (QQ) is an enzyme-dependent alteration or inhibition mechanism of quorum sensing and advantageous antimicrobial treatment (Rémy et al., 2018; Turan and Engin, 2018; Paluch et al., 2020; Zhou et al., 2020). Quorum sensing is cell-to-cell communication through sending and receiving signal molecules called autoinducers and plays a vital role in biofilm formation, pathogenesis and virulence, and antibiotic resistance (Nain et al., 2020). Acetyl-homoserine lactones (AHL) act as auto-inducers in ubiquitous Gram-negative pathogens. In the natural environment, QQ has great evolutionary and ecological significance as a mechanism of interspecific antagonism (Prazdnova et al., 2022). QQ acts by (i) degradation of autoinducers, (ii) blockage of autoinducers’ production, and (iii) interference with autoinducers and their receptors (Grandclément et al., 2016; Turan and Engin, 2018; Paluch et al., 2020). The main AHL-degrading enzymes are lactonases and acylases. Lactonases catalyze the opening of the lactone ring, whereas acylases remove the acyl chain from the homoserine lactone moiety (Billot et al., 2020).

The use of QQ ensures the microbial balance and prevents the development of bacterial resistance (Barbey et al., 2018). It is known that members of Rhodococcus spp. are capable of counteracting biofilm formation through QQ (Uroz et al., 2008; Kwasiborski et al., 2015; Barbey et al., 2018; Kalia et al., 2019; Chane et al., 2020; Bourigault et al., 2021). Rhodococci are of particular interest because they can produce both AHL-degrading enzymes and AHL-modifying enzymes (oxidoreductases), providing an effective QQ against a wide range of AHL (Figure 8). In addition, rhodococci simultaneously exhibit lactonase and acylase activities, a quite rare phenomenon among other bacteria (Prazdnova et al., 2022). The abovementioned indicates the prospects of using Rhodococcus QQ in antimicrobial and antivirulence strategies. Additionally, the use of QQ is promising for the control of biofouling of membrane bioreactors as well as the anode in the microbial fuel cell used in wastewater treatment (Oh et al., 2013; Iqbal et al., 2018; Lee et al., 2020; Taşkan and Taşkan, 2021; Güneş and Taşkan, 2022; Shah et al., 2022). The reduced ability to form biofilms and produce extracellular biopolymers enables a significantly enhanced wastewater treatment process, including removal of pharmaceuticals. Nonetheless, a number of researchers highlight the disadvantages of QQ. For example, the suppressive effects of QQ can only be observed with regard to certain bacteria, and such effects are ignored at the level of the bacterial community (Maddela and Meng, 2020).

FIGURE 8
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Figure 8. Representation of quorum sensing in Gram-negative bacteria and rhodococcal quorum quenching. AHL, acetyl-homoserine lactone; QQ, quorum quenching.

Biodegradation of pharmaceutical pollutants

Rhodococci have exceptional xenobiotic-degrading abilities that provide their potential contribution to the bioconversion of pharmaceutical contaminants of various therapeutic classes. Rhodococci represent a pool of microorganisms involved in natural attenuation of pharmaceutical micropollutants. This is evidenced by the data on Rhodococcus spp. identification in indigenous pharma-degrading microbiota (Jiang et al., 2017; Ricken et al., 2017; Yang et al., 2020). On the other hand, effective bioremediation techniques for polluted environments should involve microorganisms with enhanced adaptation strategies to environmental stressors (Syed et al., 2021), which raises stress-tolerant Rhodococcus spp. to the rank of promising biotechnology tools. For instance, halophilic rhodococci were isolated from the consortium in the air cathode microbial fuel cell for the treatment of pharmaceutical wastewater and generation of bioenergy under high salinity (Pugazhendi et al., 2022). Supplementary Table 1 summarizes information about the ability of rhodococci to degrade drugs from different therapeutic groups.

Antibiotics

The presence of antibiotics in the environment is recognized as one of the top 10 global public health threats facing humanity (World Health Organization, 2020). Antibiotics were detected in wastewater, soils, sediments, surface water, groundwater, and drinking water in a concentration range of ng/L to hundreds of mg/L (Kovalakova et al., 2020; Yin, 2021; Duan et al., 2022; Junaid et al., 2022). Antibiotic misuse and overuse are the main drivers in the spread of antibiotic-resistant pathogens and genes (Zhang et al., 2021a). The problem has gradually worsened since the beginning of 2020 because of the COVID-19 pandemic and bacterial co-infections and superinfections accelerating the evolution and development of antimicrobial resistance (Afshinnekoo et al., 2021; Lucien et al., 2021; Rodríguez-Baño et al., 2021; Cappelli et al., 2022; Morales-Paredes et al., 2022; Wojcieszyńska et al., 2022). Additionally, discarded face masks pose a serious threat, which, when released into the environment, act as carriers of pollutants, pathogens, antibiotic resistance genes and antibiotics themselves (Lin et al., 2022; Zhou et al., 2022).

Microorganisms are capable of inactivation and mineralization of antibiotics. Nonetheless, knowledge of processes and genes involved in their degradation is sparse (Reis et al., 2020; Sodhi et al., 2021). The study of antibiotic metabolism by rhodococci of ecologically significant species and other antibiotrophs not only provides information about the possible ecological fate of antibiotics and their involvement in biochemical cycles, about the development of bioremediation tools and biological treatment of antibiotic-polluted areas but also expands fundamental knowledge about the protection of susceptible pathogenic microorganisms and the evolution and spread of antimicrobial resistance (Reis et al., 2020).

Rhodococci are known for a set of antibiotic resistance mechanisms, whether efflux pumps, antibiotic-resistance genes encoding drug/metabolite transporters, beta-lactamase related proteins, penicillin-binding proteins, proteins involved in folate biosynthesis, and unique cell wall containing α-alkyl-β-hydroxy fatty acids named mycolic acids (de Carvalho et al., 2014; Orro et al., 2015; Jia et al., 2020b). Moreover, when exposed to antibiotics, Rhodococcus spp. may go into a viable but non-culturable state with restricted metabolic activity and function (Yu et al., 2022a).

Depending on the mechanism of action, antibiotics are divided into several categories, specifically aminoglycosides, glycopeptides, ionophores, sulfonamides, beta-lactams, tetracyclines, lincosamides, fluoroquinolones, and diaminopyrimidines (Cycoń et al., 2019).

Sulfonamides inhibit the bacterial enzyme dihydropteroate synthetase, which condenses pteroate and p-aminobenzoic acid in the folic acid pathway, thereby blocking bacterial nucleic acid synthesis (Samanta and Bandyopadhyay, 2020). It was rhodococci that were used in the first studies of the bioconversion of sulfonamides by individual bacterial strains. For example, R. rhodochrous ATCC 13808 cometabolized sulfamethizole (43.4 mg/L) and sulfamethoxazole (31.6 mg/L) by 14 and 20%, respectively, for 12–36 days (Gauthier et al., 2010). The hydroxylated product hydroxy-N-(5-methyl-1,2-oxazol-3-yl) was identified. Larcher and Yargeau (2011) used not only individual strains but also bacterial mixtures. Among the tested rhodococcal strains (R. equi ATCC 13557, R. erythropolis ATCC 4277, R. rhodochrous ATCC 13808, and R. zopfii ATCC 51349), significant biodegradation of sulfamethoxazole was noted only in the presence of ATCC 13557. The antibiotic was degraded by 29 and 15% with and without glucose, respectively, for 120 h. Despite a significant increase in biomass and high viability of other rhodococcal strains in the presence of sulfamethoxazole, its depletion was 0–6.6%. This can apparently be explained by the presence of efflux pumps in rhodococci, which provide effective transport of the antibiotic from cells (de Carvalho et al., 2014). Based on the results of inhibition tests, which allow determining the possibility of shared growth of bacterial cultures, the authors then selected two bacterial mixtures. The removal of sulfamethoxazole was, however, about 5% for 300 h. The authors suggested that arylamine N-acetyltransferase, amidase, urethanase, and N-acetyl-phenylethylamine hydrolase were involved in sulfamethoxazole bioconversion.

Since ozonation is a widely used method of wastewater treatment, the authors studied the effect of ozone pre-treatment on the degradation activity of bacteria (Larcher and Yargeau, 2012). It was found that after pre-treatment with O3, the microbial consortium consisting of P. aeruginosa, P. putida, R. equi, R. erythropolis, and R. rhodochrous in the presence of glucose (0.5 g/L) degraded 6 mg/L of sulfamethoxazole by 59% for 300 h. Another selected consortium (B. subtilis, P. putida, R. equi, R. erythropolis, R. rhodochrous, and R. zopfii) converted sulfamethoxazole by 55%. Notably, without O3 pre-treatment, the first consortium removed the antibiotic by 40–42%, while the second consortium degraded the antibiotic by 15–31%.

In another research, Rhodococcus sp. BR2 isolated from a membrane bioreactor partially transformed 0.5 mM sulfamethoxazole for 400 h. Interestingly, co-cultivation of BR2 with Microbacterium sp. BR1 showed both higher conversion rates and shorter lag times than individual cultures, probably caused by syntrophy (Bouju et al., 2012).

In recent years, attention has been paid to emerging bioelectrochemical technologies such as microbial fuel cells (MFCs), microbial electrolysis cells (MECs), and electrochemical membrane biofilm reactors (EMBfRs). Latest studies proved that MFCs can effectively remove antibiotics and reduce the occurrence of ARGs in biofilms (Zhang et al., 2021a). Using acclimatized MFCs, 92.83 ± 1.54% degradation of sulfamonomethoxine (10 mg/L) was achieved. When the antibiotic was introduced into the MFC, this led to a shift from electroactive bacteria to bacteria with dual functions of electricity generation and antibiotic degradation, and members of the genus Rhodococcus were found among those bacteria. The metabolites formed during the sulfamonomethoxine degradation did not have pronounced cytotoxicity.

Li et al. (2021) designed an EMBfR to efficiently (> 94.9%) remove sulfadiazine (100 μg/L). The phylum Actinomycetota was the most abundant (61%) in the sulfadiazine-degrading microbial community, where Rhodococcus spp. accounted for 51%. The removal of sulfadiazine was accompanied by its electrochemical transformation under the influence of the reactive oxygen species formed, the generation of less toxic intermediates and their subsequent bacterial degradation. The above examples of bioelectric transformation of sulfonamides indicated a decrease in the accumulation of ARGs and the consequent dissemination risks.

Fluoroquinolones inhibit DNA gyrase and type IV topoisomerase, resulting in impaired DNA replication and even microbial cell death (Feng et al., 2019). Fluoroquinolones are highly recalcitrant compounds because of the electronegativity and stability of the C-F bond. Only a few cases of degradation of these antibiotics by rhodococci have been documented. Enantioselective biodegradation of fluoroquinolones was investigated by Maia et al. (2018). In the presence of acetate, Rhodococcus sp. FP1 cometabolized 70–450 μg/L racemic ofloxacin by 51.9–60.6% for 28 days. At the same time, the (S)-enantiomer of ofloxacin (levofloxacin) was transformed more efficiently, which led to the enrichment of the (R)-enantiomer in the medium. In relation to another fluoroquinolone, ciprofloxacin, the degradation activity of rhodococci (in particular Rhodococcus sp. B30) was not confirmed (Githinji et al., 2011).

Tetracyclines are broad-spectrum antibiotics that inhibit protein synthesis by preventing the attachment of aminoacyl-tRNA to the ribosomal acceptor (A) site (Chopra and Roberts, 2001). Rhodococcus spp. strains were detected in agricultural soil supplemented with cow manure (Yeom et al., 2017). Rhodococci showed resistance to oxytetracycline and a mixture of antibiotics (tetracycline + oxytetracycline + sulfathiazole). Under batch cultivation in the nutrient medium, the degradation of sulfathiazole (0.23 mg/kg), tetracycline (17.74 mg/kg), and oxytetracycline (0.87 mg/kg) was 23.53, 35.60, and 66.88%, respectively.

It is known that communication of individual species within microbial consortia is complex and multifaceted. Frequently, monocultures are not capable of metabolizing complex organic pollutants. However, in the community, microorganisms are successful in their synergistic action on the substrate. On the other hand, effective bioconversion of xenobiotics by the microbial community can be explained by the presence of non-degrading bacteria providing fatty acids, ATP, and amino acids to degraders (Liu et al., 2017).

In addition, it is essential to establish the relationship between the antibiotic load and the survival strategy of microorganisms under the combined action of pollutants. Thus, for example, norfloxacin-exposed rhodococci entered the dormant state accompanied by a thickened cell wall and an increased roughness at the morphometric level. While at the metabolic and functional levels, errors during DNA replication, subsequent homologous DNA repair (as evidenced by the increased content of repair proteins RecA, uvrA, UvrB, and UvrC in dormant forms), suppression of transporter proteins, ATP production, and the tricarboxylic acid cycle were observed (Jia et al., 2020b; Yu et al., 2022a). Given the simultaneous presence of many pollutants in the environment, bacterial adaptation to antibiotics reduces the degradation efficiency of other priority pollutants. In this regard, the authors emphasized that the detection of biodegradative genes in situ is not sufficient to confirm the ongoing biodegradation processes since the degradation phenotype may not be expressed.

Hormones

Steroid hormones are biologically active compounds derived from cholesterol that act as chemical messengers in the body. Steroid hormones regulate many physiologic processes, including the development and function of the reproductive system. Steroid hormones are found throughout the environment and pose an increased threat since they act on non-targeted organisms as endocrine disruptors, leading to disturbances in the functioning of the biota at both the organismal and population levels (Abreu et al., 2018; Xia et al., 2019; Myosho et al., 2021; Pironti et al., 2021). Natural androgens (androsterone, epiandrosterone and androsta-1,4-diene-3,17-dione, 4-androstene-3,17-dione, 5α-androstan-17β-ol-3-one), synthetic androgens (17a-boldenone, 17b-boldenone), synthetic progestogens (megestrol acetate, norethindrone and medroxyprogesterone acetate) and natural progestogens (progesterone, 20β-dihydroxy-4-progegnen-3-one, 21α-hydroxyprogesterone, and 17α-hydroxyprogesterone), natural estrogens (estrone (E1), 17β-estradiol (E2) and estriol (E3)), and synthetic estrogens (17α-ethinylestradiol (EE2)) were detected among environmental hormones (Menashe et al., 2020). Complete mineralization of hormones is possible only due to the catalytic activity of microorganisms. Rhodococci demonstrate an outstanding ability to degrade steroid estrogens. It is worth noting that successful survival of rhodococci under steroid contamination is associated with their ability to accumulate steryl esters as spare intracellular components (Holert et al., 2020).

Studies on the biodegradation of hormones by Rhodococcus strains were initiated in the early 2000s. Yoshimoto et al. (2004) achieved complete degradation of 100 mg/L of estrogens (E1, E2, E3, and EE2) using strains of R. equi and R. zopfii. In the presence of cosubstrate (glucose, adipic acid), members of R. erythropolis and R. equi decomposed EE2 (0.5 and 1.4 mg/L) by 39–47% for 12 days (O’Grady et al., 2009). Further, Larcher and Yargeau (2013) reported complete degradation of EE2 (5 mg/L) by R. rhodochrous ATCC 13808 cells in 48 h. Complete decomposition of androgen testosterone (1 mg/mL) was achieved within 2 days using non-growing cells of R. equi ATCC 14887. Among the end products of biodegradation, 3-hydroxy-9,10-secoandrosta-1,3,5(10)-triene-9,17-dione was identified and apparently further decomposed into carbon dioxide and water (Kim et al., 2007).

To enhance the biodegradation of hormones, immobilization and encapsulation of rhodococci were employed. For instance, alginate-immobilized Rhodococcus sp. strain JX-2 cells completely decomposed E2 (30 mg/L) in a mineral medium under suboptimal conditions (pH below 6 or above 9, temperature below 20 or above 35°C) as well as in natural wastewater and cow manure samples (Liu et al., 2016). Menashe et al. (2020) studied the degradation of EE2 (0.5 mg/L) using the Small Bioreactor Platform macro-encapsulation method (entrapment of bacteria in cellulose acetate microfiltration membrane capsules). The authors encapsulated two strains, R. zopfii ATCC 51349 and P. putida ATCC 700007, capable of degrading EE2 as the sole carbon and energy source by 90.4 and 72.7%, respectively. In secondary wastewater effluent, ATCC 51349 degraded this estrogen by 84.2% over the same period. The encapsulation method used in the work can be applied at wastewater treatment plants as an effective biological bioaugmentation approach, which allows controlling and maintaining the degrading biomass at an efficient level.

Currently, studies on the genetic mechanisms of estrogen bioconversion are ongoing. In this context, the whole-genome sequencing of R. equi strain DSSKP-R-001, which is an active degrader of E1, E2, and EE2, enabled to detect genes that presumably encode KstDs, KSHs, ChOx, and other enzymes of steroid degradation (Zhao et al., 2018; Wang et al., 2019; Tian et al., 2020). Bioinformatics analysis of the whole-genome sequence of Rhodococcus sp. P14 (E2, E3 and testosterone biooxidizer) revealed the presence of a key degradation enzyme—a short-chain dehydrogenase 17ß-HSDx (Ye et al., 2019).

A recent study by Hsiao et al. (2021) showed the ability of Rhodococcus sp. B50 to degrade E1, E2, E3, testosterone or cholesterol as the only carbon and energy source. Modification of the E1 molecule followed the 4,5-seco pathway and was accompanied by the formation of at least 4 products, including pyridinestronic acid and 3aa-H-4a(3’-propanoate)-7ab-methylhexahydro-1,5-in-danedione. Whole-genome sequencing and bioinformatics analysis of Rhodococcus sp. B50 allowed studying and identifying a gene cluster located on the circular megaplasmid and responsible for estrogen degradation. This cluster harbors two genes, aedA (cytochrome P450 monooxygenase) and aedB (4-hydroxyestrone 4,5-dioxygenase), with a key role in activating and cleaving A-ring, as confirmed by side-directed mutagenesis. The authors consider that the detected metabolites and genes can be used as biomarkers of ecosystem pollution by estrogens. Another set of degrading enzymes was identified in R. equi ATCC13557 (Harthern-Flint et al., 2021). These are cytochrome P450 monooxygenase (oecB), extradiol dioxygenase (oecC), and 17ß-hydroxysteroid dehydrogenase (oecA). In addition, gene clusters encoding the metabolism of other steroids (e.g., cholesterol) were found.

Despite numerous reports on the degradation of estrogens and androgens by rhodococci, there is only one report on the bioconversion of progestogens. Yu et al. (2018) isolated Rhodococcus sp. strain HYW from the activated sludge of the treatment plant capable of progesterone degradation as the only source of carbon and energy. Rhodococcus sp. HYW degraded progesterone (500 μg/L) by 99% within 1 h. Importantly, HYW-bioaugmentation of the activated sludge enabled the enhancement of the progesterone bioconversion process. The authors described two metabolic pathways in non-augmented and augmented activated sludge. Whole-genome sequencing of Rhodococcus sp. HYW revealed five steroid-degrading genes encoding 3-ketosteroid-9-alpha-hydroxylase (KSH), 3-ketosteroid delta (1)-dehydrogenase (KstD), 3α-hydroxysteroid dehydrogenase (3α-HSD), cholesterol oxidase (ChOx), and monooxygenase (MO).

Antispasmodic agents

Antispasmodic agents such as belladonna, mebeverine, pinaverine, dicyclomine, hyoscyamine, papaverine, drotaverine, trimebutine, etc. are drugs designed to relieve spasm of the smooth muscles of bronchi, blood vessels, digestive tract, biliary, and urinary tracts. Information on environmental detection and ecotoxicity of these pharmaceutical substances is extremely insufficient. Drotaverine (syn. No-Spa®), an antispasmodic, vasodilator, and myotropic agent highly demanded in Asia, Russia, and Eastern Europe, was found in Saint Petersburg’s wastewater in concentrations up to 452 ng/L (HELCOM, 2014). Ivshina et al. (2012) conducted a series of experiments to study the ability of rhodococci to biodegrade drotaverine employing bioresources of the Regional Specialised Collection of Alkanotrophic Microorganisms (acronym IEGM, WDCM 768, http://www.iegmcol.ru). Based on the research results, R. rhodochrous IEGM 608 was capable of biodegradation of this pharmaceutical (200 mg/L) as the only carbon and energy source. The authors used various methods to enhance biodegradation: preincubation of bacteria, additional energy substrates, and immobilization on solid carriers (pine sawdust). It enabled them to achieve complete degradation of drotaverine within 30 days. The pathways of bacterial drotaverine decomposition accompanied by the formation of 3,4-diethoxybenzoic acid (protocatechuic acid) derivatives were proposed. Further, the authors studied drotaverine degradation by rhodococci at different physiological states. It is well known that many bacteria can withstand stressors such as cold, desiccation, and xenobiotics by going into dormant (metabolically inactive) states. Resuscitation of degraders in the dormant state may accelerate the rate of xenobiotic degradation in the environment (Yu et al., 2022b). Compared with vegetative cells, reactivated cyst-like dormant cells of R. ruber IEGM 346 demonstrated increased degrading activity towards drotaverine as the only carbon and energy source and under co-oxidation (glucose), including suboptimal (35 ± 2°C) growth conditions (Ivshina et al., 2015).

Analgesics

Paracetamol, a p-aminophenol derivative, is a commonly used and most frequently detected analgesic compound in surface water (up to 227 μg/L; Wilkinson et al., 2022). According to Ivshina et al. (2006), R. erythropolis IEGM 77 and R. erythropolis IEGM 767 transformed paracetamol to form pyrocatechol, hydroquinone, and benzoquinone. The maximum loss of paracetamol as a substance was 86% for 20 days, and complete biodegradation of paracetamol as tablets was observed after five days. The use of rhodococci immobilized in poly(vinyl alcohol) cryogel reduced the duration of the process to three days.

In addition, Akay and Tezel (2020) isolated 28 paracetamol-degrading strains from soil on a selective medium; of them, 22 strains belonged to R. erythropolis. The authors studied the acetaminophen degradation kinetics and found that R. erythropolis BIOMIG-P19 degraded 1, 10, 100, and 500 mg/L for 6 to 24 h. The biodegradation of paracetamol begins with the hydrolysis of the amide bond by aryl acylamidase, leading to acetic acid and 4-aminophenol being formed.

Nonsteroidal anti-inflammatory drugs

Nonsteroidal anti-inflammatory drugs (NSAIDs) are a group of medicines widely used in medical and veterinary practice that have analgesic, antipyretic, and anti-inflammatory effects and reduce pain, fever, and inflammation. These drugs are among the most frequently and widely detected in the environment (Koumaki et al., 2017; Izadi et al., 2020; Mejía-García et al., 2020; Praveenkumarreddy et al., 2021; Rastogi et al., 2021; Mohd Hanafiah et al., 2022). According to aus der Beek et al. (2016), diclofenac, ibuprofen, naproxen, and acetylsalicylic acid are among the top 10 most common pharmaceutical pollutants in aquatic ecosystems.

Accumulation of NSAIDs in the environment endangers non-target organisms and human health (Oaks et al., 2004; Gamarra et al., 2015; Schmidt and Redshaw, 2015; Mezzelani et al., 2016; Horie et al., 2019; Izadi et al., 2020; Parolini, 2020; Madikizela and Ncube, 2021; Moreno-Opo et al., 2021).

Employing the bioresources of the IEGM collection, we have launched a project to search for effective biocatalysts for the degradation of pharmaceutical substances from the NSAID group. In the course of our own research, using R. ruber IEGM 346 isolated from wastewater, we showed for the first time the ability of rhodococci to effectively degrade a polycyclic NSAID diclofenac via breaking the C-N bond and opening the aromatic ring in the diclofenac molecule with the formation of fumaryl acetoacetic acid and its hydrolysis products—non-toxic and non-hazardous to the environment (Ivshina et al., 2019). In aquatic ecosystems, a pharmaceutical cocktail of different therapeutic groups, including NSAIDs, is commonly found (Dasenaki and Thomaidis, 2015; Nebot et al., 2015). In the study of diclofenac in a mixture with ibuprofen and meloxicam, it was found that a cocktail of these substances, even at lower concentrations, causes a greater inhibitory effect on R. ruber IEGM 346 cells than these compounds separately. The obtained data are consistent with other studies demonstrating that a pharmaceutical cocktail in lower concentrations causes greater ecotoxicological damage than individual compounds (Barra Caracciolo et al., 2015).

R. cerastii IEGM 1278, a plant-associated strain, carried out complete biodegradation of 100 μg/L and 100 mg/L of ibuprofen for 30 and 144 h in the presence of 0.1% n-hexadecane, respectively (Ivshina et al., 2021b). It is worth noting, there is ever mounting number of the basic studies of stress-tolerant plant-associated microorganisms and plant-microbe interaction as well as applied aspects, particularly rhizoremediation, as an effective strategy for xenobiotic biodegradation (Vergani et al., 2019; González-Benítez et al., 2021; Kuhl et al., 2021; Singha and Pandey, 2021; Zeng et al., 2022). R. josii IEGM 60 was isolated from oil-polluted soil and degraded acetylsalicylic acid (250 mg/L) in the form of a pharmaceutical substance and tablets within 11 and 6 days, respectively (Khrenkov et al., 2020). Recently, R. erythropolis IEGM 746 and R. rhodochrous IEGM 63 were selected as being capable of partial cometabolization of 100 mg/L ketoprofen and naproxen, respectively (Bazhutin et al., 2022; Ivshina et al., 2022).

The universal adaptation mechanisms of Rhodococcus in response to the above-mentioned NSAIDs present were described: Rhodococcus shift from single- to multicellular lifeforms (i.e., the formation of bacterial aggregates) accompanied by a marked morphological anomaly of cells (e.g., changed shape and size, reduced surface-to-volume ratio as well as changed parameters of cell surface roughness; Figure 9), a zeta-potential (i.e., bacterial surface charge) shift to more negative values and decreased permeability of cell membranes. We consider the obtained data as mechanisms of Rhodococcus adaptation and, consequently, of their increased resistance to the effects of pharmaceutical pollutants and their metabolites (Ivshina et al., 2019, 2021b, 2022).

FIGURE 9
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Figure 9. Atomic force microscopy images of rhodococci exposed to nonsteroidal anti-inflammatory drugs (NSAIDs). Cells were cultivated in a mineral salt medium supplemented with 10 mg/L naproxen or 10 mg/L naproxen +10 mg/L meloxicam for 7 days. When exposed to NSAIDs, rhodococci form multicellular aggregates and change their shape and size. This contributes to a modification in the surface area-to-volume ratio, which is of great importance in the adaptation of bacteria to xenobiotics (Ivshina et al., 2022).

Other pharmaceuticals

R. rhodochrous ATCC 13808 degraded an antiepileptic agent carbamazepine (9.5 mg/L) by 20% for 28 days (Gauthier et al., 2010). Thelusmond et al. (2019) established a possible contribution of rhodococci to bioconversion of resistant pharmaceutical pollutants, i.e., carbamazepine, triclocarban (antibacterial) and triclosan (antiseptic) in the soil microbiota. R. rhodochrous BX2 isolated from activated sludge could degrade up to 76.8% of 10 mg/l triclocarban as the only carbon source after 5 days (Li et al., 2022). The identified key enzymes included amidase, able to catalyze the conversion of triclocarban to 3,4-dichloroaniline and 4-chloroaniline, and a novel phenol hydroxylase responsible for 4-chloroaniline conversion to 4-chlorocatechol.

Induced oxygenase enzyme systems allow the attainment of high rates of degradation and transformation of organic substrates. Cells of R. jostii RHA1 pre-grown in mineral salt medium with propane or biphenyl and in LB medium with dicyclopropylketone degraded 5 mg/L of triclosan by 35, 64, and 63%, respectively, for 3 days (Lee and Chu, 2013). The hydrocarbons induced monooxygenases (propane monooxygenases and alkane-monooxygenase) or dioxygenases (e.g., biphenyl dioxygenase). These enzymes have broad substrate specificities and can oxidize a huge variety of complex organic compounds (Gravouil et al., 2017). Biphenyl-grown rhodococci degraded triclosan through meta-cleavage to form four products (2,4-dichlorophenol, 2-chlorohydroquinone, monohydroxy-triclosan, and dihydroxy-triclosan).

Conclusion and prospects

Overall, Rhodococcus spp. can be considered as active natural agents with high transformation and degradation activity towards pharmaceutical compounds (Supplementary Figure 2). Rhodococci are frequently utilized in the biocatalysis of pharmaceutical precursors and novel drug development since they have a powerful set of enzymes (oxidoreductases, lyases, and hydrolases). Pharmaceutical precursor biosynthesis began by implementation of whole cells, then the focus shifted to isolated enzymes and heterologous expression. The use of such Rhodococcus biocatalysts made it possible to obtain important building blocks for the synthesis of anticancer, antiviral, anti-inflammatory, lipid-lowering drugs, hormones, and antidepressants in high yields. However, the development of commercially viable biocatalysts requires a lot of time, which is incompatible with the increasing dynamic growth of the pharmaceutical industry. For this purpose, studies are carried out on effective genetic toolkits for creating super-productive (i.e., genetically modified bacterial cells that produce valuable chemical products with a multiple increase in production output compared to wild strains and in an environmentally friendly way) microbial cell factories. The development of precise genome editing techniques such as CRISPR/Cas9 and CRISPRi will help Rhodococcus spp. become an efficient platform for the production of valuable compounds (DeLorenzo et al., 2021; Liang and Yu, 2021).

Basic research involving individual Rhodococcus strains in pharmaceutical biodegradation processes is currently being conducted. The efficient degraders of analgesics, antibiotics, hormones, and nonsteroidal anti-inflammatory drugs were reported, and rhodococcal metabolizations of these pharmaceuticals were studied. However, in situ decomposition of pharmaceutical substances and the metabolic behavior of Rhodococcus spp. within communities of microbes that are active in biodegradation are still unclear. The relationships of microorganisms in the natural environment are complex and multifaceted; they are not reproduced in laboratory conditions. It is difficult to take into account interspecific metabolic interactions of rhodococci, extracellular metabolite exchanges, and cross-feeding interactions with non-degrading bacteria (Liu et al., 2019; Huang et al., 2020). In addition, the presence of other pollutants in the environment and their impacts on the process of pharmaceutical degradation have not been fully studied (Xu et al., 2021). Also, it is crucial to understand how pharmaceutical pollutants affect rhodococci and other microbes, which are a natural system of “primary response” to xenobiotic load in open ecosystems. For instance, the occurrence of pharmaceuticals in aquatic or soil ecosystems may lead to reduced biodiversity, changes in biomass composition, biochemical reactions, metabolic and enzymatic activity of a microbiological community, to the suppression of local (native) species and, finally, to the transformation of key ecological processes by synergistic and additive effects of other ecotoxicants and their metabolites (Rosi-Marshall et al., 2013; Aguilar-Romero et al., 2020; Gomes et al., 2020; Crampon et al., 2021; McLain et al., 2022; Pashaei et al., 2022).

Under challenging conditions (i.e., nutritional imbalance, waterlogging, hypoxia and anoxia, pollution, salinity, heat, and cold), naturally occurring rhodococci produce numerous valuable compounds that have medical benefits. These are antimicrobials, biosurfactants, pigments, nanoparticles, and quorum-quenching enzymes. Nevertheless, it is not always possible to identify such chemicals and obtain them using fermentation-based techniques. The selective pressures of various suboptimal environmental conditions on microorganisms and competitive relationships switch on biosynthetic gene clusters that are “silent” in standard laboratory conditions. To activate biosynthetic gene clusters, it is promising to use genetic engineering tools, such as development of heterologous expression hosts, co-expression of regulatory genes, use of transcription factor decoys, refactoring of biosynthetic gene clusters, and knockouts of the core genes of “constitutively” produced compounds (Chu et al., 2016; Gren et al., 2021).

The UN General Assembly proclaimed 2022 the International Year of Basic Sciences for Sustainable Development (IYBSSD 2022). The fundamental tasks touched upon in this review will be solved through active implementation of advanced approaches, such as genomics, metagenomics, proteomics, transcriptomics, and metabolomics (Chen et al., 2014; Henson et al., 2018; Sengupta et al., 2019; Pacwa-Płociniczak et al., 2020; Donini et al., 2021; Mishra et al., 2021; Táncsics et al., 2021; Firrincieli et al., 2022). The use of such “omics technologies” allows us to obtain a comprehensive view of rhodococcal populations, their mechanisms of interaction with pharmaceuticals, their metabolic machinery, evolution and adaptation, genetic regulation and molecular biological aspects (Chevrette et al., 2020; González-Benítez et al., 2021; Mishra et al., 2021; Undabarrena et al., 2021).

It is necessary to create and maintain collections of rhodococcal strains, pan-genome, and metagenome databases, which will entail the acquisition of a huge array of biological data—their analysis and interpretation will assist in obtaining completely new systemic knowledge about bacterial phenomena and processes. As for biological big data processing, difficult to process and interpret, metabolic engineering, metabolic flux determination, enzyme design, etc., it seems reasonable to involve artificial intelligence (machine learning, neural networks, and deep learning; Nagaraja et al., 2020; Kim et al., 2021; Peng et al., 2021; Jang et al., 2022). This will allow us, firstly, to identify previously unexplored therapeutically valuable substances; secondly, to establish detailed pathways of pharmaceutical biotransformation and biodegradation; thirdly, to optimize the conditions (media composition, additional growth substrates, etc.) of biodegradation and biocatalysis. Fourthly, to design a metabolic pathway of new pharmaceuticals, i.e., non-natural compounds, which will enable evaluating the environmental risks of novel molecules in development and minimize unintended and undesirable implications for the natural environment (design by benign concept).

Author contributions

II conceived and designed the review, coordinated the work, reviewed and edited the manuscript. ET prepared the original project. GB raised issues and revised the manuscript. All authors contributed to the article and approved the submitted version.

Funding

The study was fulfilled under the State Assignment (АААА-А-19-119112290008-4), the Russian Science Foundation grant (no. 21-14-00132).

Acknowledgments

The work was carried out at the Core Facilities Centers “Research of Materials and Matter” and “Regional Specialized Collection of Alkanotrophic Microorganisms” (http://www.ckp-rf.ru/usu/73559), PFRC UB RAS. The graphical abstract and Figures 5, 8 were created with BioRender.com.

Conflict of interest

The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.

Publisher’s note

All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.

Supplementary material

The Supplementary material for this article can be found online at: https://www.frontiersin.org/articles/10.3389/fmicb.2022.967127/full#supplementary-material

References

Abreu, M. S., Messias, J. P. M., Giacomini, A. C. V. V., and Soares, M. C. (2018). Estradiol shapes mutualistic behaviour of female cleaner fish (Labroides dimidiatus - Valenciennes, 1839): potential implications of environmental disturbance. Ecotoxicol. Environ. Saf. 157, 244–248. doi: 10.1016/J.ECOENV.2018.03.072

CrossRef Full Text | Google Scholar

Afshinnekoo, E., Bhattacharya, C., Burguete-García, A., Castro-Nallar, E., Deng, Y., Desnues, C., et al. (2021). COVID-19 drug practices risk antimicrobial resistance evolution. Lancet Microbe 2, e135–e136. doi: 10.1016/S2666-5247(21)00039-2

CrossRef Full Text | Google Scholar

Aguilar-Romero, I., Romero, E., Wittich, R. M., and van Dillewijn, P. (2020). Bacterial ecotoxicity and shifts in bacterial communities associated with the removal of ibuprofen, diclofenac and triclosan in biopurification systems. Sci. Total Environ. 741:140461. doi: 10.1016/J.SCITOTENV.2020.140461

CrossRef Full Text | Google Scholar

Akay, C., and Tezel, U. (2020). Biotransformation of acetaminophen by intact cells and crude enzymes of bacteria: a comparative study and modelling. Sci. Total Environ. 703:134990. doi: 10.1016/j.scitotenv.2019.134990

CrossRef Full Text | Google Scholar

Alam, A., Tanveer, F., Khalil, A. T., Zohra, T., Khamlich, S., Alam, M. M., et al. (2021). Silver nanoparticles biosynthesized from secondary metabolite producing marine actinobacteria and evaluation of their biomedical potential. Antonie Van Leeuwenhoek 114, 1497–1516. doi: 10.1007/S10482-021-01616-5

CrossRef Full Text | Google Scholar

Alvarez, H. M., Hernández, M. A., Lanfranconi, M. P., Silva, R. A., and Villalba, M. S. (2021). Rhodococcus as biofactories for microbial oil production. Molecules 26:4871. doi: 10.3390/MOLECULES26164871

CrossRef Full Text | Google Scholar

Anissi, J., Sendide, K., Ouardaoui, A., Benlemlih, M., and EI Hassouni, M. (2021). Production of hydroxytyrosol from hydroxylation of tyrosol by Rhodococcus pyridinivorans 3HYL DSM109178. Biocatal. Biotransformation 39, 418–428. doi: 10.1080/10242422.2021.1903884

CrossRef Full Text | Google Scholar

Annamalai, J., and Vasudevan, N. (2020). Enhanced biodegradation of an endocrine disrupting micro-pollutant: Di (2-ethylhexyl) phthalate using biogenic self-assembled monolayer of silver nanoparticles. Sci. Total Environ. 719:137115. doi: 10.1016/J.SCITOTENV.2020.137115

CrossRef Full Text | Google Scholar

Anteneh, Y. S., and Franco, C. M. M. (2019). Whole cell Actinobacteria as biocatalysts. Front. Microbiol. 10:77. doi: 10.3389/FMICB.2019.00077

CrossRef Full Text | Google Scholar

Anyanwu, V. E., Hall, S. J., Stephens, G., and Pordea, A. (2021). Oxidation of cadaverine by putrescine oxidase from Rhodococcus erythropolis. J. Chem. Technol. Biotechnol. 96, 2950–2955. doi: 10.1002/JCTB.6851

CrossRef Full Text | Google Scholar

aus der Beek, T., Weber, F. A., Bergmann, A., Hickmann, S., Ebert, I., Hein, A., et al. (2016). Pharmaceuticals in the environment–global occurrences and perspectives. Environ. Toxicol. Chem. 35, 823–835. doi: 10.1002/etc.3339

CrossRef Full Text | Google Scholar

Auta, H. S., Emenike, C. U., Jayanthi, B., and Fauziah, S. H. (2018). Growth kinetics and biodeterioration of polypropylene microplastics by bacillus sp. and Rhodococcus sp. isolated from mangrove sediment. Mar. Pollut. Bull. 127, 15–21. doi: 10.1016/j.marpolbul.2017.11.036

CrossRef Full Text | Google Scholar

Baek, J. H., Kim, K. H., Lee, Y., Jeong, S. E., Jin, H. M., Jia, B., et al. (2022). Elucidating the biodegradation pathway and catabolic genes of benzophenone-3 in Rhodococcus sp. S2-17. Environ. Pollut. 299:118890. doi: 10.1016/J.ENVPOL.2022.118890

CrossRef Full Text | Google Scholar

Baldanta, S., Navarro Llorens, J. M., and Guevara, G. (2021). Further studies on the 3-ketosteroid 9α-hydroxylase of Rhodococcus ruber Chol-4, a Rieske oxygenase of the steroid degradation pathway. Microorganisms 9:1171. doi: 10.3390/MICROORGANISMS9061171

CrossRef Full Text | Google Scholar

Barbey, C., Chane, A., Burini, J. F., Maillot, O., Merieau, A., Gallique, M., et al. (2018). A rhodococcal transcriptional regulatory mechanism detects the common lactone ring of AHL quorum-sensing signals and triggers the quorum-quenching response. Front. Microbiol. 9:2800. doi: 10.3389/FMICB.2018.02800

CrossRef Full Text | Google Scholar

Barra Caracciolo, A., Topp, E., and Grenni, P. (2015). Pharmaceuticals in the environment: biodegradation and effects on natural microbial communities. A review. J. Pharm. Biomed. Anal. 106, 25–36. doi: 10.1016/j.jpba.2014.11.040

CrossRef Full Text | Google Scholar

Bazhutin, G. A., Polygalov, M. A., Tyumina, E. A., Tyan, S. M., and Ivshina, I. B. (2022). “Cometabolic bioconversion of ketoprofen by Rhodococcus erythropolis IEGM 746,” in Science and Global Challenges of the 21st Century-Science and Technology. Perm Forum 2021. eds. A. Rocha and E. Isaeva (Cham: Springer), 404–410.

Google Scholar

Bębenek, E., Kadela-Tomanek, M., Chrobak, E., Latocha, M., and Boryczka, S. (2018). Novel triazoles of 3-acetylbetulin and betulone as anticancer agents. Med. Chem. Res. 27, 2051–2061. doi: 10.1007/S00044-018-2213-X

CrossRef Full Text | Google Scholar

Bej, A. K., Saul, D., and Aislabie, J. (2000). Cold-tolerant alkane-degrading Rhodococcus species from Antarctica. Polar Biol. 23, 100–105. doi: 10.1007/s003000050014

CrossRef Full Text | Google Scholar

Billot, R., Plener, L., Jacquet, P., Elias, M., Chabrière, E., and Daudé, D. (2020). Engineering acyl-homoserine lactone-interfering enzymes toward bacterial control. J. Biol. Chem. 295, 12993–13007. doi: 10.1074/JBC.REV120.013531

CrossRef Full Text | Google Scholar

Bode, H. B., Bethe, B., Höfs, R., and Zeeck, A. (2002). Big effects from small changes: possible ways to explore nature’s chemical diversity. Chem BioChem 3, 619–627. doi: 10.1002/1439-7633(20020703)3:7<619::AID-CBIC619>3.0.CO;2-9

CrossRef Full Text | Google Scholar

Bosello, M., Robbel, L., Linne, U., Xie, X., and Marahiel, M. A. (2011). Biosynthesis of the siderophore rhodochelin requires the coordinated expression of three independent gene clusters in Rhodococcus jostii RHA1. J. Am. Chem. Soc. 133, 4587–4595. doi: 10.1021/JA1109453

CrossRef Full Text | Google Scholar

Bouju, H., Ricken, B., Beffa, T., Corvini, P. F. X., and Kolvenbach, B. A. (2012). Isolation of bacterial strains capable of sulfamethoxazole mineralization from an acclimated membrane bioreactor. Appl. Environ. Microbiol. 78, 277–279. doi: 10.1128/AEM.05888-11

CrossRef Full Text | Google Scholar

Bourigault, Y., Rodrigues, S., Crépin, A., Chane, A., Taupin, L., Bouteiller, M., et al. (2021). Biocontrol of biofilm formation: jamming of sessile-associated rhizobial communication by rhodococcal quorum-quenching. Int. J. Mol. Sci. 22:8241. doi: 10.3390/IJMS22158241

CrossRef Full Text | Google Scholar

Busch, H., Hagedoorn, P.-L., and Hanefeld, U. (2019). Rhodococcus as a versatile biocatalyst in organic synthesis. Int. J. Mol. Sci. 20:4787. doi: 10.3390/IJMS20194787

CrossRef Full Text | Google Scholar

Cappelletti, M., Fedi, S., Zampolli, J., di Canito, A., D’Ursi, P., Orro, A., et al. (2016). Phenotype microarray analysis may unravel genetic determinants of the stress response by Rhodococcus aetherivorans BCP1 and Rhodococcus opacus R7. Res. Microbiol. 167, 766–773. doi: 10.1016/J.RESMIC.2016.06.008

CrossRef Full Text | Google Scholar

Cappelletti, M., Presentato, A., Piacenza, E., Firrincieli, A., Turner, R. J., and Zannoni, D. (2020). Biotechnology of Rhodococcus for the production of valuable compounds. Appl. Microbiol. Biotechnol. 104, 8567–8594. doi: 10.1007/s00253-020-10861-z

CrossRef Full Text | Google Scholar

Cappelletti, M., Zampolli, J., di Gennaro, P., and Zannoni, D. (2019). “Genomics of Rhodococcus” in Biology of Rhodococcus. ed. H. M. Alvarez (Cham: Springer), 23–60.

Google Scholar

Cappelli, F., Longoni, O., Rigato, J., Rusconi, M., Sala, A., Fochi, I., et al. (2022). Suspect screening of wastewaters to trace anti-COVID-19 drugs: potential adverse effects on aquatic environment. Sci. Total Environ. 824:153756. doi: 10.1016/J.SCITOTENV.2022.153756

CrossRef Full Text | Google Scholar

Carpova, N. V., Andryushina, V. A., Yaderetz, V. V., Druzhinina, A. V., Stytsenko, T. S., Shaskol’skiy, B. L., et al. (2011). Transformation of Δ4-3-ketosteroids by free and immobilized cells of Rhodococcus erythropolis actinobacterium. Appl. Biochem. Microbiol. 47, 386–392. doi: 10.1134/s0003683811040041

CrossRef Full Text | Google Scholar

Ceniceros, A., Dijkhuizen, L., Petrusma, M., and Medema, M. H. (2017). Genome-based exploration of the specialized metabolic capacities of the genus Rhodococcus. BMC Genomics 18, 593. doi: 10.1186/S12864-017-3966-1

CrossRef Full Text | Google Scholar

Chane, A., Bourigault, Y., Bouteiller, M., Konto-Ghiorghi, Y., Merieau, A., Barbey, C., et al. (2020). Close-up on a bacterial informational war in the geocaulosphere. Can. J. Microbiol. 66, 447–454. doi: 10.1139/CJM-2019-0546

CrossRef Full Text | Google Scholar

Chartrain, M., Jackey, B., Taylor, C., Sandford, V., Gbewonyo, K., Lister, L., et al. (1998). Bioconversion of indene to cis (1S,2R) indandiol and trans (1R,2R) indandiol by Rhodococcus species. J. Ferment. Bioeng. 86, 550–558. doi: 10.1016/S0922-338X(99)80005-1

CrossRef Full Text | Google Scholar

Chen, H., Qian, F., Lin, H., Chen, W., and Wang, P. (2020). Using choline chloride-based dess as co-solvent for 3,5-bis(trifluoromethyl) acetophenone bioreduction with Rhodococcus erythropolis XS 1012. Catalysts 10:30. doi: 10.3390/catal10010030

CrossRef Full Text | Google Scholar

Chen, Y., Ding, Y., Yang, L., Yu, J., Liu, G., Wang, X., et al. (2014). Integrated omics study delineates the dynamics of lipid droplets in Rhodococcus opacus PD630. Nucleic Acids Res. 42, 1052–1064. doi: 10.1093/NAR/GKT932

CrossRef Full Text | Google Scholar

Chevrette, M. G., Gutiérrez-García, K., Selem-Mojica, N., Aguilar-Martínez, C., Yañez-Olvera, A., Ramos-Aboites, H. E., et al. (2020). Evolutionary dynamics of natural product biosynthesis in bacteria. Nat. Prod. Rep. 37, 566–599. doi: 10.1039/C9NP00048H

CrossRef Full Text | Google Scholar

Chiba, H., Agematu, H., Kaneto, R., Terasawa, T., Sakai, K., Dobashi, K., et al. (1999). Rhodopeptins (Mer-N1033), novel cyclic tetrapeptides with antifungal activity from Rhodococcus sp. I. Taxonomy, fermentation, isolation, physico-chemical properties and biological activities. J. Antibiot. 52, 695–699. doi: 10.7164/ANTIBIOTICS.52.695

CrossRef Full Text | Google Scholar

Choi, J. E., Shinoda, S., Inoue, R., Zheng, D., Gröger, H., and Asano, Y. (2019). Cyanide-free synthesis of an aromatic nitrile from a biorenewable-based aldoxime: development and application of a recombinant aldoxime dehydratase as a biocatalyst. Biocatal. Biotransformation 37, 414–420. doi: 10.1080/10242422.2019.1591376

CrossRef Full Text | Google Scholar

Chopra, I., and Roberts, M. (2001). Tetracycline antibiotics: mode of action, applications, molecular biology, and epidemiology of bacterial resistance. Microbiol. Mol. Biol. Rev. 65, 232–260. doi: 10.1128/MMBR.65.2.232-260.2001

CrossRef Full Text | Google Scholar

Chu, J., Vila-Farres, X., Inoyama, D., Ternei, M., Cohen, L. J., Gordon, E. A., et al. (2016). Discovery of MRSA active antibiotics using primary sequence from the human microbiome. Nat. Chem. Biol. 12, 1004–1006. doi: 10.1038/nchembio.2207

CrossRef Full Text | Google Scholar

Çobanoğlu, Ş., and Yazıcı, A. (2021). Isolation, characterization, and antibiofilm activity of pigments synthesized by Rhodococcus sp. SC1. Curr. Microbiol. 79:15. doi: 10.1007/S00284-021-02694-4

CrossRef Full Text | Google Scholar

Coleman, N.v., Spain, J. C., and Duxbury, T. (2002). Evidence that RDX biodegradation by Rhodococcus strain DN22 is plasmid-borne and involves a cytochrome p-450. J. Appl. Microbiol. 93, 463–472. doi: 10.1046/j.1365-2672.2002.01713.x

CrossRef Full Text | Google Scholar

Costa, S., Giovannini, P. P., Fantin, G., Medici, A., and Pedrini, P. (2013). New 9,10-secosteroids from biotransformations of bile acids with Rhodococcus ruber. Helv. Chim. Acta 96:2124–2133. doi: 10.1002/HLCA.201300114

CrossRef Full Text | Google Scholar

Costa, S., Zappaterra, F., Summa, D., Semeraro, B., and Fantin, G. (2020). Δ1-dehydrogenation and C20 reduction of cortisone and hydrocortisone catalyzed by Rhodococcus strains. Molecules 25:2192. doi: 10.3390/MOLECULES25092192

CrossRef Full Text | Google Scholar

Crampon, M., Soulier, C., Sidoli, P., Hellal, J., Joulian, C., Charron, M., et al. (2021). Dynamics of soil microbial communities during diazepam and oxazepam biodegradation in soil flooded by water from a WWTP. Front. Microbiol. 12:742000. doi: 10.3389/FMICB.2021.742000

CrossRef Full Text | Google Scholar

Cycoń, M., Mrozik, A., and Piotrowska-Seget, Z. (2019). Antibiotics in the soil environment – degradation and their impact on microbial activity and diversity. Front. Microbiol. 10:338. doi: 10.3389/fmicb.2019.00338

CrossRef Full Text | Google Scholar

Dai, A.-D., Tang, X.-L., Wu, Z.-M., Tang, J.-T., Zheng, R.-C., and Zheng, Y.-G. (2022a). Rational regulation of reaction specificity of nitrilase for efficient biosynthesis of 2-chloronicotinic acid through a single site mutation. Appl. Environ. Microbiol. 88:aem.02397-21. doi: 10.1128/aem.02397-21

CrossRef Full Text | Google Scholar

Dai, A.-D., Wu, Z.-M., Zheng, R.-C., and Zheng, Y.-G. (2022b). Constitutive expression of nitrilase from Rhodococcus zopfii for efficient biosynthesis of 2-chloronicotinic acid. 3. Biotech 12:50. doi: 10.1007/S13205-022-03119-0

CrossRef Full Text | Google Scholar

Daniel, D., Campos, J. C., Costa, P. C., and Nunes, B. (2022). Toxicity of two drugs towards the marine filter feeder Mytilus spp, using biochemical and shell integrity parameters. Environ. Pollut. 293:118562. doi: 10.1016/J.ENVPOL.2021.118562

CrossRef Full Text | Google Scholar

Darme, P., Spalenka, J., Hubert, J., Escotte-Binet, S., Debelle, L., Villena, I., et al. (2022). Investigation of antiparasitic activity of 10 European tree bark extracts on toxoplasma gondii and bioguided identification of triterpenes in Alnus glutinosa barks. Antimicrob. Agents Chemother. 66, e01098–e01021. doi: 10.1128/AAC.01098-21

CrossRef Full Text | Google Scholar

Dasenaki, M. E., and Thomaidis, N. S. (2015). Multianalyte method for the determination of pharmaceuticals in wastewater samples using solid-phase extraction and liquid chromatography-tandem mass spectrometry. Anal. Bioanal. Chem. 407, 4229–4245. doi: 10.1007/s00216-015-8654-x

CrossRef Full Text | Google Scholar

Daughton, C. G., and Ruhoy, I. S. (2014). Green pharmacy and pharmEcovigilance: prescribing and the planet. Expert. Rev. Clin. Pharmacol. 4, 211–232. doi: 10.1586/ECP.11.6

CrossRef Full Text | Google Scholar

de Carvalho, C. C. C. R. (2017). Whole cell biocatalysts: essential workers from nature to the industry. Microb. Biotechnol. 10, 250–263. doi: 10.1111/1751-7915.12363

CrossRef Full Text | Google Scholar

de Carvalho, C. C. C. R. (2019). “Adaptation of Rhodococcus to organic solvents” in Biology of Rhodococcus. ed. H. M. Alvarez (Cham: Springer International Publishing), 103–135.

Google Scholar

de Carvalho, C. C. C. R., Costa, S. S., Fernandes, P., Couto, I., and Viveiros, M. (2014). Membrane transport systems and the biodegradation potential and pathogenicity of genus Rhodococcus. Front. Physiol. 5:133. doi: 10.3389/fphys.2014.00133

CrossRef Full Text | Google Scholar

DeLorenzo, D. M., Diao, J., Carr, R., Hu, Y., and Moon, T. S. (2021). An improved CRISPR interference tool to engineer Rhodococcus opacus. ACS Synth. Biol. 10, 786–798. doi: 10.1021/acssynbio.0c00591

CrossRef Full Text | Google Scholar

Devine, P. N., Howard, R. M., Kumar, R., Thompson, M. P., Truppo, M. D., and Turner, N. J. (2018). Extending the application of biocatalysis to meet the challenges of drug development. Nat. Rev. Chem. 2, 409–421. doi: 10.1038/s41570-018-0055-1

CrossRef Full Text | Google Scholar

Dhoke, G. V., Ensari, Y., Hacibaloglu, D. Y., Gärtner, A., Ruff, A. J., Bocola, M., et al. (2020). Reversal of regioselectivity in zinc-dependent medium-chain alcohol dehydrogenase from Rhodococcus erythropolis toward octanone derivatives. Chembiochem 21, 2957–2965. doi: 10.1002/CBIC.202000247

CrossRef Full Text | Google Scholar

di Canito, A., Zampolli, J., Orro, A., D’Ursi, P., Milanesi, L., Sello, G., et al. (2018). Genome-based analysis for the identification of genes involved in o-xylene degradation in Rhodococcus opacus R7. BMC Genom. 19:587. doi: 10.1186/s12864-018-4965-6

CrossRef Full Text | Google Scholar

Domingo-Echaburu, S., Dávalos, L. M., Orive, G., and Lertxundi, U. (2021). Drug pollution & sustainable development goals. Sci. Total Environ. 800:149412. doi: 10.1016/J.SCITOTENV.2021.149412

CrossRef Full Text | Google Scholar

Dong, J. J., Fernández-Fueyo, E., Hollmann, F., Paul, C. E., Pesic, M., Schmidt, S., et al. (2018). Biocatalytic oxidation reactions: a chemist’s perspective. Angew. Chem. Int. Ed. 57, 9238–9261. doi: 10.1002/ANIE.201800343

CrossRef Full Text | Google Scholar

Donini, E., Firrincieli, A., and Cappelletti, M. (2021). Systems biology and metabolic engineering of Rhodococcus for bioconversion and biosynthesis processes. Folia Microbiol. 2021, 701–713. doi: 10.1007/S12223-021-00892-Y

CrossRef Full Text | Google Scholar

Donova, M. V. (2017). “Steroid bioconversions,” in Microbial Steroids. eds. J.-L. Barredo and I. Herráiz (Hatfield: Springer Nature), 1–13.

Google Scholar

Drzymała, J., and Kalka, J. (2020). Ecotoxic interactions between pharmaceuticals in mixtures: Diclofenac and sulfamethoxazole. Chemosphere 259:127407. doi: 10.1016/j.chemosphere.2020.127407

CrossRef Full Text | Google Scholar

Duan, W., Cui, H., Jia, X., and Huang, X. (2022). Occurrence and ecotoxicity of sulfonamides in the aquatic environment: a review. Sci. Total Environ. 820:153178. doi: 10.1016/J.SCITOTENV.2022.153178

CrossRef Full Text | Google Scholar

Duarte, B., Feijão, E., de Carvalho, R. C., Duarte, I. A., Silva, M., Matos, A. R., et al. (2020). Effects of propranolol on growth, lipids and energy metabolism and oxidative stress response of Phaeodactylum tricornutum. Biology 9:478. doi: 10.3390/BIOLOGY9120478

CrossRef Full Text | Google Scholar

Effenberger, F., Graef, B. W., and Oßwald, S. (1997). Preparation of (S)-naproxen by enantioselective hydrolysis of racemic naproxen amide with resting cells of Rhodococcus erythropolis MP50 in organic solvents. Tetrahedron Asymmetry 8, 2749–2755. doi: 10.1016/S0957-4166(97)00335-2

CrossRef Full Text | Google Scholar

Esposito, F. P., Giugliano, R., Sala, G. d., Vitale, G. A., Buonocore, C., Ausuri, J., et al. (2021). Combining OSMAC approach and untargeted metabolomics for the identification of new glycolipids with potent antiviral activity produced by a marine Rhodococcus. Int. J. Mol. Sci. 22:9055. doi: 10.3390/IJMS22169055

CrossRef Full Text | Google Scholar

Felpeto-Santero, C., Galán, B., and García, J. L. (2021). Production of 11α-hydroxysteroids from sterols in a single fermentation step by Mycolicibacterium smegmatis. Microb. Biotechnol. 14, 2514–2524. doi: 10.1111/1751-7915.13735

CrossRef Full Text | Google Scholar

Feng, N. X., Yu, J., Xiang, L., Yu, L. Y., Zhao, H. M., Mo, C. H., et al. (2019). Co-metabolic degradation of the antibiotic ciprofloxacin by the enriched bacterial consortium XG and its bacterial community composition. Sci. Total Environ. 665, 41–51. doi: 10.1016/J.SCITOTENV.2019.01.322

CrossRef Full Text | Google Scholar

Fernández de las Heras, L., García Fernández, E., María Navarro Llorens, J., Perera, J., and Drzyzga, O. (2009). Morphological, physiological, and molecular characterization of a newly isolated steroid-degrading actinomycete, identified as Rhodococcus ruber strain Chol-4. Curr. Microbiol. 59, 548–553. doi: 10.1007/s00284-009-9474-z

CrossRef Full Text | Google Scholar

Fernández de las Heras, L., Mascaraque, V., García Fernández, E., Navarro-Llorens, J. M., Perera, J., and Drzyzga, O. (2011). ChoG is the main inducible extracellular cholesterol oxidase of Rhodococcus sp. strain CECT 3014. Microbiol. Res. 166, 403–418. doi: 10.1016/J.MICRES.2010.05.003

CrossRef Full Text | Google Scholar

Fernández de las Heras, L., Perera, J., and Navarro Llorens, J. M. (2014). Cholesterol to cholestenone oxidation by ChoG, the main extracellular cholesterol oxidase of Rhodococcus ruber strain Chol-4. J. Steroid Biochem. Mol. Biol. 139, 33–44. doi: 10.1016/J.JSBMB.2013.10.001

CrossRef Full Text | Google Scholar

Fernández de las Heras, L., van der Geize, R., Drzyzga, O., Perera, J., and María Navarro Llorens, J. (2012). Molecular characterization of three 3-ketosteroid-Δ1- dehydrogenase isoenzymes of Rhodococcus ruber strain Chol-4. J. Steroid Biochem. Mol. Biol. 132, 271–281. doi: 10.1016/j.jsbmb.2012.06.005

CrossRef Full Text | Google Scholar

Fernández-Cabezón, L., Galán, B., and García, J. L. (2018). New insights on steroid biotechnology. Front. Microbiol. 9:958. doi: 10.3389/fmicb.2018.00958

CrossRef Full Text | Google Scholar

Firrincieli, A., Presentato, A., Favoino, G., Marabottini, R., Allevato, E., Stazi, S. R., et al. (2019). Identification of resistance genes and response to arsenic in Rhodococcus aetherivorans BCP1. Front. Microbiol. 10:888. doi: 10.3389/FMICB.2019.00888

CrossRef Full Text | Google Scholar

Firrincieli, A., Zannoni, D., Donini, E., Dostálová, H., Rädisch, R., Iommarini, L., et al. (2022). Transcriptomic analysis of the dual response of Rhodococcus aetherivorans BCP1 to inorganic arsenic oxyanions. Appl. Environ. Microbiol. 88, e02209–e02221. doi: 10.1128/AEM.02209-21

CrossRef Full Text | Google Scholar

Gamarra, J. S., Godoi, A. F. L., de Vasconcelos, E. C., de Souza, K. M. T., and Ribas de Oliveira, C. M. (2015). Environmental risk assessment (ERA) of diclofenac and ibuprofen: a public health perspective. Chemosphere 120, 462–469. doi: 10.1016/j.chemosphere.2014.08.020

CrossRef Full Text | Google Scholar

Gauthier, H., Yargeau, V., and Cooper, D. G. (2010). Biodegradation of pharmaceuticals by Rhodococcus rhodochrous and Aspergillus Niger by co-metabolism. Sci. Total Environ. 408, 1701–1706. doi: 10.1016/j.scitotenv.2009.12.012

CrossRef Full Text | Google Scholar

Gilan, I., and Sivan, A. (2013). Effect of proteases on biofilm formation of the plastic-degrading actinomycete Rhodococcus ruber C208. FEMS Microbiol. Lett. 342, 18–23. doi: 10.1111/1574-6968.12114

CrossRef Full Text | Google Scholar

Giménez, V., and Nunes, B. (2019). Effects of commonly used therapeutic drugs, paracetamol, and acetylsalicylic acid, on key physiological traits of the sea snail Gibbula umbilicalis. Environ. Sci. Pollut. Res. 26, 21858–21870. doi: 10.1007/S11356-019-04653-w

CrossRef Full Text | Google Scholar

Githinji, L. J. M., Musey, M. K., and Ankumah, R. O. (2011). Evaluation of the fate of ciprofloxacin and amoxicillin in domestic wastewater. Water Air Soil Pollut. 219, 191–201. doi: 10.1007/s11270-010-0697-1

CrossRef Full Text | Google Scholar

Gomes, I. B., Maillard, J. Y., Simões, L. C., and Simões, M. (2020). Emerging contaminants affect the microbiome of water systems—strategies for their mitigation. NPJ Clean Water 3:39. doi: 10.1038/s41545-020-00086-y

CrossRef Full Text | Google Scholar

González-Benítez, N., Martín-Rodríguez, I., Cuesta, I., Arrayás, M., White, J. F., and Molina, M. C. (2021). Endophytic microbes are tools to increase tolerance in Jasione plants against arsenic stress. Front. Microbiol. 12:664271. doi: 10.3389/fmicb.2021.664271

CrossRef Full Text | Google Scholar

Goordial, J., Raymond-Bouchard, I., Zolotarov, Y., de Bethencourt, L., Ronholm, J., Shapiro, N., et al. (2016). Cold adaptive traits revealed by comparative genomic analysis of the eurypsychrophile Rhodococcus sp. JG3 isolated from high elevation McMurdo Dry Valley permafrost, Antarctica. FEMS Microbiol. Ecol. 92:fiv154. doi: 10.1093/femsec/fiv154

CrossRef Full Text | Google Scholar

Grabarczyk, Ł., Mulkiewicz, E., Stolte, S., Puckowski, A., Pazda, M., Stepnowski, P., et al. (2020). Ecotoxicity screening evaluation of selected pharmaceuticals and their transformation products towards various organisms. Environ. Sci. Pollut. Res. 27, 26103–26114. doi: 10.1007/S11356-020-08881-3

CrossRef Full Text | Google Scholar

Grandclément, C., Tannières, M., Moréra, S., Dessaux, Y., and Faure, D. (2016). Quorum quenching: role in nature and applied developments. FEMS Microbiol. Rev. 40, 86–116. doi: 10.1093/FEMSRE/FUV038

CrossRef Full Text | Google Scholar

Gravouil, K., Ferru-Clément, R., Colas, S., Helye, R., Kadri, L., Bourdeau, L., et al. (2017). Transcriptomics and lipidomics of the environmental strain Rhodococcus ruber point out consumption pathways and potential metabolic bottlenecks for polyethylene degradation. Environ. Sci. Technol. 51, 5172–5181. doi: 10.1021/ACS.EST.7B00846

CrossRef Full Text | Google Scholar

Gren, T., Whitford, C. M., Mohite, O. S., Jørgensen, T. S., Kontou, E. E., Nielsen, J. B., et al. (2021). Characterization and engineering of Streptomyces griseofuscus DSM 40191 as a potential host for heterologous expression of biosynthetic gene clusters. Sci. Rep. 11:18301. doi: 10.1038/s41598-021-97571-2

CrossRef Full Text | Google Scholar

Grenni, P., Ancona, V., and Barra Caracciolo, A. (2018). Ecological effects of antibiotics on natural ecosystems: a review. Microchem. J. 136, 25–39. doi: 10.1016/j.microc.2017.02.006

CrossRef Full Text | Google Scholar

Grishko, V. V., Tarasova, E. V., and Ivshina, I. B. (2013). Biotransformation of betulin to betulone by growing and resting cells of the actinobacterium Rhodococcus rhodochrous IEGM 66. Process Biochem. 48, 1640–1644. doi: 10.1016/j.procbio.2013.08.012

CrossRef Full Text | Google Scholar

Guevara, G., Castillo Lopez, M., Alonso, S., Perera, J., and Navarro-Llorens, J. M. (2019a). New insights into the genome of Rhodococcus ruber strain Chol-4. BMC Genom. 20:332. doi: 10.1186/s12864-019-5677-2

CrossRef Full Text | Google Scholar

Guevara, G., Flores, Y. O., de Las Heras, L. F., Perera, J., and Navarro Llorens, J. M. (2019b). Metabolic engineering of Rhodococcus ruber Chol-4: a cell factory for testosterone production. PLoS One 14:e0220492. doi: 10.1371/JOURNAL.PONE.0220492

CrossRef Full Text | Google Scholar

Guevara, G., de las Heras, L. F., Perera, J., and Llorens, J. M. N. (2017). Functional characterization of 3-ketosteroid 9α-hydroxylases in Rhodococcus ruber strain chol-4. J. Steroid Biochem. Mol. Biol. 172, 176–187. doi: 10.1016/J.JSBMB.2017.06.011

CrossRef Full Text | Google Scholar

Güneş, G., and Taşkan, E. (2022). Quorum quenching strategy for biofouling control in membrane photobioreactor. Chemosphere 288:132667. doi: 10.1016/J.CHEMOSPHERE.2021.132667

CrossRef Full Text | Google Scholar

Hamamura, N., Olson, S. H., Ward, D. M., and Inskeep, W. P. (2006). Microbial population dynamics associated with crude-oil biodegradation in diverse soils. Appl. Environ. Microbiol. 72, 6316–6324. doi: 10.1128/AEM.01015-06

CrossRef Full Text | Google Scholar

Han, M., Wang, X., Pei, C., Zhang, C., Xu, Z., Zhang, H., et al. (2021). Green and scalable synthesis of chiral aromatic alcohols through an efficient biocatalytic system. Microb. Biotechnol. 14, 444–452. doi: 10.1111/1751-7915.13602

CrossRef Full Text | Google Scholar

Hanson, R. L., Goldberg, S., Goswami, A., Tully, T. P., and Patel, R. N. (2005). Purification and cloning of a ketoreductase used for the preparation of chiral alcohols. Adv. Synth. Catal. 347, 1073–1080. doi: 10.1002/ADSC.200505045

CrossRef Full Text | Google Scholar

Harthern-Flint, S. L., Dolfing, J., Mrozik, W., Meynet, P., Eland, L. E., Sim, M., et al. (2021). Experimental and genomic evaluation of the oestrogen degrading bacterium Rhodococcus equi ATCC13557. Front. Microbiol. 12:670928. doi: 10.3389/FMICB.2021.670928

CrossRef Full Text | Google Scholar

Harunari, E., Bando, M., and Igarashi, Y. (2022). Rausuquinone, a non-glycosylated pluramycin-class antibiotic from Rhodococcus. J. Antibiot. 75, 86–91. doi: 10.1038/s41429-021-00489-0

CrossRef Full Text | Google Scholar

Haußmann, U., Wolters, D. A., Fränzel, B., Eltis, L. D., and Poetsch, A. (2013). Physiological adaptation of the Rhodococcus jostii RHA1 membrane proteome to steroids as growth substrates. J. Proteome Res. 12, 1188–1198. doi: 10.1021/pr300816n

CrossRef Full Text | Google Scholar

Heilbronner, S., Krismer, B., Brötz-Oesterhelt, H., and Peschel, A. (2021). The microbiome-shaping roles of bacteriocins. Nat. Rev. Microbiol. 9, 726–739. doi: 10.1038/s41579-021-00569-w

CrossRef Full Text | Google Scholar

HELCOM (2014). BASE project 2012–2014: Pilot activity to identify sources and flow patterns of pharmaceuticals in St. Petersburg to the Baltic Sea. Available at: https://helcom.fi/helcom-at-work/publications (Accessed January 15, 2022).

Google Scholar

Henson, W. R., Campbell, T., DeLorenzo, D. M., Gao, Y., Berla, B., Kim, S. J., et al. (2018). Multi-omic elucidation of aromatic catabolism in adaptively evolved Rhodococcus opacus. Metab. Eng. 49, 69–83. doi: 10.1016/J.YMBEN.2018.06.009

CrossRef Full Text | Google Scholar

Hibi, M., Fukuda, D., Kenchu, C., Nojiri, M., Hara, R., Takeuchi, M., et al. (2021). A three-component monooxygenase from Rhodococcus wratislaviensis may expand industrial applications of bacterial enzymes. Commun. Biol. 4:16. doi: 10.1038/s42003-020-01555-3

CrossRef Full Text | Google Scholar

Hirrlinger, B., Stolz, A., and Knackmuss, H. J. (1996). Purification and properties of an amidase from Rhodococcus erythropolis MP50 which enantioselectively hydrolyzes 2-arylpropionamides. J. Bacteriol. 178, 3501–3507. doi: 10.1128/JB.178.12.3501-3507.1996

CrossRef Full Text | Google Scholar

Hirschler, A., Carapito, C., Maurer, L., Zumsteg, J., Villette, C., Heintz, D., et al. (2021). Biodesulfurization induces reprogramming of sulfur metabolism in Rhodococcus qingshengii IGTS8: proteomics and untargeted metabolomics. Microbiol. Spectr. 9, e00692–e00621. doi: 10.1128/spectrum.00692-21

CrossRef Full Text | Google Scholar

Holert, J., Brown, K., Hashimi, A., Eltis, L. D., and Mohn, W. W. (2020). Steryl ester formation and accumulation in steroid-degrading bacteria. Appl. Environ. Microbiol. 86, e02353–e02319. doi: 10.1128/AEM.02353-19

CrossRef Full Text | Google Scholar

Honda, K., Ono, T., Okano, K., Miyake, R., Dekishima, Y., and Kawabata, H. (2019). Expression of engineered carbonyl reductase from Ogataea minuta in Rhodococcus opacus and its application to whole-cell bioconversion in anhydrous solvents. J. Biosci. Bioeng. 127, 145–149. doi: 10.1016/j.jbiosc.2018.07.011

CrossRef Full Text | Google Scholar

Horie, Y., Yamagishi, T., Yagi, A., Shintaku, Y., Iguchi, T., and Tatarazako, N. (2019). The non-steroidal anti-inflammatory drug diclofenac sodium induces abnormal embryogenesis and delayed lethal effects in early life stage zebrafish (Danio rerio). J. Appl. Toxicol. 39, 622–629. doi: 10.1002/jat.3752

CrossRef Full Text | Google Scholar

Hsiao, T. H., Chen, Y. L., Meng, M., Chuang, M. R., Horinouchi, M., Hayashi, T., et al. (2021). Mechanistic and phylogenetic insights into actinobacteria-mediated oestrogen biodegradation in urban estuarine sediments. Microb. Biotechnol. 14, 1212–1227. doi: 10.1111/1751-7915.13798

CrossRef Full Text | Google Scholar

Hu, J., Li, G., Liang, C., Shams, S., Zhu, S., and Zheng, G. (2020). Stereoselective synthesis of the key intermediate of ticagrelor and its diverse analogs using a new alcohol dehydrogenase from Rhodococcus kyotonensis. Process Biochem. 92, 232–243. doi: 10.1016/j.procbio.2020.01.015

CrossRef Full Text | Google Scholar

Huang, H., Qi, M., Liu, Y., Wang, H., Wang, X., Qiu, Y., et al. (2020). Thiamine-mediated cooperation between auxotrophic Rhodococcus ruber ZM07 and Escherichia coli K12 drives efficient tetrahydrofuran degradation. Front. Microbiol. 11:594052. doi: 10.3389/fmicb.2020.594052

CrossRef Full Text | Google Scholar

Iqbal, T., Lee, K., Lee, C. H., and Choo, K. H. (2018). Effective quorum quenching bacteria dose for anti-fouling strategy in membrane bioreactors utilizing fixed-sheet media. J. Membr. Sci. 562, 18–25. doi: 10.1016/J.MEMSCI.2018.05.031

CrossRef Full Text | Google Scholar

Ivshina, I. B., Kuyukina, M. S., Krivoruchko, A. V., and Tyumina, E. A. (2021a). Responses to ecopollutants and pathogenization risks of saprotrophic Rhodococcus species. Pathogens 10:974. doi: 10.3390/PATHOGENS10080974

CrossRef Full Text | Google Scholar

Ivshina, I. B., Mukhutdinova, A. N., Tyumina, H. A., Vikhareva, H. V., Suzina, N. E., El’-Registan, G. I., et al. (2015). Drotaverine hydrochloride degradation using cyst-like dormant cells of Rhodococcus ruber. Curr. Microbiol. 70, 307–314. doi: 10.1007/s00284-014-0718-1

CrossRef Full Text | Google Scholar

Ivshina, I. B., Rychkova, M. I., Vikhareva, E. V., Chekryshkina, L. A., and Mishenina, I. I. (2006). Catalysis of the biodegradation of unusable medicines by alkanotrophic rhodococci. Appl. Biochem. Microbiol. 42, 392–395. doi: 10.1134/S0003683806040090

CrossRef Full Text | Google Scholar

Ivshina, I. B., Tyumina, E. A., Bazhutin, G. A., and Vikhareva, E. V. (2021b). Response of Rhodococcus cerastii IEGM 1278 to toxic effects of ibuprofen. PLoS One 16:e0260032. doi: 10.1371/JOURNAL.PONE.0260032

CrossRef Full Text | Google Scholar

Ivshina, I. B., Tyumina, E. A., Kuzmina, M. V., and Vikhareva, E. V. (2019). Features of diclofenac biodegradation by Rhodococcus ruber IEGM 346. Sci. Rep. 9:9159. doi: 10.1038/s41598-019-45732-9

CrossRef Full Text | Google Scholar

Ivshina, I. B., Vikhareva, E. V., Richkova, M. I., Mukhutdinova, A. N., and Karpenko, J. N. (2012). Biodegradation of drotaverine hydrochloride by free and immobilized cells of Rhodococcus rhodochrous IEGM 608. World J. Microbiol. Biotechnol. 28, 2997–3006. doi: 10.1007/s11274-012-1110-6

CrossRef Full Text | Google Scholar

Ivshina, I., Bazhutin, G., Tyan, S., Polygalov, M., Subbotina, M., and Tyumina, E. (2022). Cellular modifications of rhodococci exposed to separate and combined effects of pharmaceutical pollutants. Microorganisms 10:1101. doi: 10.3390/MICROORGANISMS10061101

CrossRef Full Text | Google Scholar

Iwatsuki, M., Tomoda, H., Uchida, R., Gouda, H., Hirono, S., and Omura, S. (2006). Lariatins, antimycobacterial peptides produced by Rhodococcus sp. K01-B 0171, have a lasso structure. J. Am. Chem. Soc. 128, 7486–7491. doi: 10.1021/JA056780Z

CrossRef Full Text | Google Scholar

Izadi, P., Izadi, P., Salem, R., Papry, S. A., Magdouli, S., Pulicharla, R., et al. (2020). Non-steroidal anti-inflammatory drugs in the environment: where were we and how far we have come? Environ. Pollut. 267:115370. doi: 10.1016/j.envpol.2020.115370

CrossRef Full Text | Google Scholar

Jang, W. D., Kim, G. B., Kim, Y., and Lee, S. Y. (2022). Applications of artificial intelligence to enzyme and pathway design for metabolic engineering. Curr. Opin. Biotechnol. 73, 101–107. doi: 10.1016/J.COPBIO.2021.07.024

CrossRef Full Text | Google Scholar

Jia, P., Li, M., Feng, H., Ma, M., Gai, J., and Yang, Z. (2020a). Actinobacterial communities of chosen extreme habitats in China. Pol. J. Ecol. 68, 181–194. doi: 10.3161/15052249PJE2020.68.3.001

CrossRef Full Text | Google Scholar

Jia, Y., Yu, C., Fan, J., Fu, Y., Ye, Z., Guo, X., et al. (2020b). Alterations in the cell wall of Rhodococcus biphenylivorans under norfloxacin stress. Front. Microbiol. 11:554957. doi: 10.3389/fmicb.2020.554957

CrossRef Full Text | Google Scholar

Jiang, C., Geng, J., Hu, H., Ma, H., Gao, X., and Ren, H. (2017). Impact of selected non-steroidal anti-inflammatory pharmaceuticals on microbial community assembly and activity in sequencing batch reactors. PLoS One 12:e0179236. doi: 10.1371/journal.pone.0179236

CrossRef Full Text | Google Scholar

Jiang, W., and Fang, B. (2020). Synthesizing chiral drug intermediates by biocatalysis. Appl. Biochem. Biotechnol. 192, 146–179. doi: 10.1007/S12010-020-03272-3

CrossRef Full Text | Google Scholar

Jones, A. L., and Goodfellow, M. (2015). “Rhodococcus,” in Bergey’s Manual of Systematics of Archaea and Bacteria. eds. M. E. Trujillo, S. Dedysh, P. DeVos, B. Hedlund, P. Kämpfer, F. A. Rainey, and W. B. Whitman (New York: John Wiley & Sons), 1–50.

Google Scholar

Junaid, M., Zainab, S. M., Xu, N., Sadaf, M., Malik, R. N., and Wang, J. (2022). Antibiotics and antibiotic resistant genes in urban aquifers. Curr. Opin. Environ. Sci. Health 26:100324. doi: 10.1016/J.COESH.2021.100324

CrossRef Full Text | Google Scholar

Kalia, V. C., Patel, S. K. S., Kang, Y. C., and Lee, J. K. (2019). Quorum sensing inhibitors as antipathogens: biotechnological applications. Biotechnol. Adv. 37, 68–90. doi: 10.1016/J.BIOTECHADV.2018.11.006

CrossRef Full Text | Google Scholar

Kamaraj, Y., Jayathandar, R. S., Dhayalan, S., Subramaniyan, S., and Punamalai, G. (2022). Biodegradation of di-(2-ethylhexyl) phthalate by novel Rhodococcus sp. PFS1 strain isolated from paddy field soil. Arch. Microbiol. 204:21. doi: 10.1007/S00203-021-02632-9

CrossRef Full Text | Google Scholar

Keasling, J., Garcia Martin, H., Lee, T. S., Mukhopadhyay, A., Singer, S. W., and Sundstrom, E. (2021). Microbial production of advanced biofuels. Nat. Rev. Microbiol. 19, 701–715. doi: 10.1038/s41579-021-00577-w

CrossRef Full Text | Google Scholar

Khrenkov, A. N., Vikhareva, E. V., Tumilovich, E. Y., Karpenko, Y. N., Selyaninov, A. A., and Tyumina, E. A. (2020). Chromatographic analysis of acetylsalicylic acid in Rhodococcus cultural fluids. Mosc. Univ. Chem. Bull. 75, 309–314. doi: 10.3103/S0027131420050053

CrossRef Full Text | Google Scholar

Kim, Y., Kim, G. B., and Lee, S. Y. (2021). Machine learning applications in genome-scale metabolic modeling. Curr. Opin. Syst. Biol. 25, 42–49. doi: 10.1016/J.COISB.2021.03.001

CrossRef Full Text | Google Scholar

Kim, Y. U., Han, J., Sang, S. L., Shimizu, K., Tsutsumi, Y., and Kondo, R. (2007). Steroid 9α-hydroxylation during testosterone degradation by resting Rhodococcus equi cells. Arch Pharm. 340, 209–214. doi: 10.1002/ardp.200600175

CrossRef Full Text | Google Scholar

Kitagawa, W., and Tamura, T. (2008). A Quinoline antibiotic from Rhodococcus erythropolis JCM 6824. J. Antibiot. 61, 680–682. doi: 10.1038/ja.2008.96

CrossRef Full Text | Google Scholar

Kolobova, E. N., Pakrieva, E. G., Carabineiro, S. A. C., Bogdanchikova, N., Kharlanov, A. N., Kazantsev, S. O., et al. (2019). Oxidation of a wood extractive betulin to biologically active oxo-derivatives using supported gold catalysts. Green Chem. 21, 3370–3382. doi: 10.1039/C9GC00949C

CrossRef Full Text | Google Scholar

Koumaki, E., Mamais, D., and Noutsopoulos, C. (2017). Environmental fate of non-steroidal anti-inflammatory drugs in river water/sediment systems. J. Hazard. Mater. 323, 233–241. doi: 10.1016/j.jhazmat.2016.03.026

CrossRef Full Text | Google Scholar

Kovalakova, P., Cizmas, L., McDonald, T. J., Marsalek, B., Feng, M., and Sharma, V. K. (2020). Occurrence and toxicity of antibiotics in the aquatic environment: a review. Chemosphere 251:126351. doi: 10.1016/j.chemosphere.2020.126351

CrossRef Full Text | Google Scholar

Kreit, J. (2017). Microbial catabolism of sterols: focus on the enzymes that transform the sterol 3β-hydroxy-5-en into 3-keto-4-en. FEMS Microbiol. Lett. 364:fnx0007. doi: 10.1093/FEMSLE/FNX007

CrossRef Full Text | Google Scholar

Kuhl, T., Chowdhury, S. P., Uhl, J., and Rothballer, M. (2021). Genome-based characterization of plant-associated Rhodococcus qingshengii RL1 reveals stress tolerance and plant–microbe interaction traits. Front. Microbiol. 12:708605. doi: 10.3389/FMICB.2021.708605

CrossRef Full Text | Google Scholar

Kulkarni, R., Deobagkar, D., and Zinjarde, S. (2022). Nanoparticles derived from Rhodococcus kroppenstedtii as bioactive agents for controlling aquaculture associated bacterial pathogens. Aquaculture 547:737538. doi: 10.1016/J.AQUACULTURE.2021.737538

CrossRef Full Text | Google Scholar

Kümmerer, K. (2010). “Why green and sustainable pharmacy,” in Green and Sustainable Pharmacy. eds. K. Kümmerer and M. Hempel (Berlin: Springer), 3–10.

Google Scholar

Kurosawa, K., Ghiviriga, I., Sambandan, T. G., Lessard, P. A., Barbara, J. E., Rha, C., et al. (2008). Rhodostreptomycins, antibiotics biosynthesized following horizontal gene transfer from Streptomyces padanus to Rhodococcus fascians. J. Am. Chem. Soc. 130, 1126–1127. doi: 10.1021/JA077821P

CrossRef Full Text | Google Scholar

Kuyukina, M. S., and Ivshina, I. B. (2019a). “Bioremediation of contaminated environments using Rhodococcus” in Biology of Rhodococcus. ed. H. M. Alvarez (Cham: Springer), 231–270.

Google Scholar

Kuyukina, M. S., and Ivshina, I. B. (2019b). “Production of trehalolipid biosurfactants by Rhodococcus” in Biology of Rhodococcus. ed. H. M. Alvarez (Cham: Springer), 271–298.

Google Scholar

Kuyukina, M. S., Ivshina, I. B., Baeva, T. A., Kochina, O. A., Gein, S. V., and Chereshnev, V. A. (2015). Trehalolipid biosurfactants from nonpathogenic Rhodococcus actinobacteria with diverse immunomodulatory activities. New Biotechnol. 32, 559–568. doi: 10.1016/J.NBT.2015.03.006

CrossRef Full Text | Google Scholar

Kwasiborski, A., Mondy, S., Chong, T. M., Barbey, C., Chan, K. G., Beury-Cirou, A., et al. (2015). Transcriptome of the quorum-sensing signal-degrading Rhodococcus erythropolis responds differentially to virulent and avirulent Pectobacterium atrosepticum. Heredity 114, 476–484. doi: 10.1038/hdy.2014.121

CrossRef Full Text | Google Scholar

Ladkau, N., Schmid, A., and Bühler, B. (2014). The microbial cell – functional unit for energy dependent multistep biocatalysis. Curr. Opin. Biotechnol. 30, 178–189. doi: 10.1016/J.COPBIO.2014.06.003

CrossRef Full Text | Google Scholar

Larcher, S., and Yargeau, V. (2011). Biodegradation of sulfamethoxazole by individual and mixed bacteria. Appl. Microbiol. Biotechnol. 91, 211–218. doi: 10.1007/s00253-011-3257-8

CrossRef Full Text | Google Scholar

Larcher, S., and Yargeau, V. (2012). The effect of ozone on the biodegradation of 17α-ethinylestradiol and sulfamethoxazole by mixed bacterial cultures. Appl. Microbiol. Biotechnol. 97, 2201–2210. doi: 10.1007/S00253-012-4054-8

CrossRef Full Text | Google Scholar

Larcher, S., and Yargeau, V. (2013). Biodegradation of 17α-ethinylestradiol by heterotrophic bacteria. Environ. Pollut. 173, 17–22. doi: 10.1016/j.envpol.2012.10.028

CrossRef Full Text | Google Scholar

Larkin, M. J., Kulakov, L. A., and Allen, C. C. R. (2006). Biodegradation by members of the genus Rhodococcus: biochemistry, physiology, and genetic adaptation. Adv. Appl. Microbiol. 59, 1–29. doi: 10.1016/S0065-2164(06)59001-X

CrossRef Full Text | Google Scholar

Larkin, M. J., Kulakov, L. A., and Allen, C. C. R. (2010). “Genomes and plasmids in Rhodococcus” in Biology of Rhodococcus. ed. H. M. Alvarez (Berlin, Heidelberg: Springer-Verlag), 73–90. doi: 10.1007/978-3-642-12937-7_3

CrossRef Full Text | Google Scholar

Leder, C., Rastogi, T., and Kümmerer, K. (2015). Putting benign by design into practice-novel concepts for green and sustainable pharmacy: designing green drug derivatives by non-targeted synthesis and screening for biodegradability. Sustain. Chem. Pharm. 2, 31–36. doi: 10.1016/J.SCP.2015.07.001

CrossRef Full Text | Google Scholar

Lee, D. G., and Chu, K.-H. (2013). Effects of growth substrate on triclosan biodegradation potential of oxygenase-expressing bacteria. Chemosphere 93, 1904–1911. doi: 10.1016/j.chemosphere.2013.06.069

CrossRef Full Text | Google Scholar

Lee, K., Choo, K. H., Ng, H. Y., and Lee, C. H. (2020). Preparation of a mesoporous silica quorum quenching medium for wastewater treatment using a membrane bioreactor. Biofouling 36, 369–377. doi: 10.1080/08927014.2020.1749601

CrossRef Full Text | Google Scholar

Li, C., Sun, Y., Sun, G., Zang, H., Sun, S., Zhao, X., et al. (2022). An amidase and a novel phenol hydroxylase catalyze the degradation of the antibacterial agent triclocarban by Rhodococcus rhodochrous. J. Hazard. Mater. 430:128444. doi: 10.1016/J.JHAZMAT.2022.128444

CrossRef Full Text | Google Scholar

Li, J., Zhao, G. Z., Long, L. J., Wang, F. Z., Tian, X. P., Zhang, S., et al. (2012). Rhodococcus nanhaiensis sp. nov., an actinobacterium isolated from marine sediment. Int. J. Syst. Evol. Microbiol. 62, 2517–2521. doi: 10.1099/ijs.0.038067-0

CrossRef Full Text | Google Scholar

Li, Z., Dai, R., Yang, B., Chen, M., Wang, X., and Wang, Z. (2021). An electrochemical membrane biofilm reactor for removing sulfonamides from wastewater and suppressing antibiotic resistance development: performance and mechanisms. J. Hazard. Mater. 404:124198. doi: 10.1016/j.jhazmat.2020.124198

CrossRef Full Text | Google Scholar

Liang, Y., and Yu, H. (2021). Genetic toolkits for engineering Rhodococcus species with versatile applications. Biotechnol. Adv. 49:107748. doi: 10.1016/j.biotechadv.2021.107748

CrossRef Full Text | Google Scholar

Lin, B., and Tao, Y. (2017). Whole-cell biocatalysts by design. Microb. Cell Factories 16:106. doi: 10.1186/S12934-017-0724-7

CrossRef Full Text | Google Scholar

Lin, L., Yuan, B., Hong, H., Li, H., He, L., Lu, H., et al. (2022). Post COVID-19 pandemic: disposable face masks as a potential vector of antibiotics in freshwater and seawater. Sci. Total Environ. 820:153049. doi: 10.1016/J.SCITOTENV.2022.153049

CrossRef Full Text | Google Scholar

Liu, J., Liu, J., Xu, D., Ling, W., Li, S., and Chen, M. (2016). Isolation, immobilization, and degradation performance of the 17β-estradiol-degrading bacterium Rhodococcus sp. JX-2. Water Air Soil Pollut. 227:422. doi: 10.1007/s11270-016-3122-6

CrossRef Full Text | Google Scholar

Liu, J., Wang, D. X., Zheng, Q. Y., and Wang, M. X. (2006). Biocatalytic synthesis of highly enantiopure 1,4-benzodioxane-2-carboxylic acid and amide. Chin. J. Chem. 24, 1665–1668. doi: 10.1002/cjoc.200690312

CrossRef Full Text | Google Scholar

Liu, Z., He, Z., Huang, H., Ran, X., Oluwafunmilayo, A. O., and Lu, Z. (2017). pH stress-induced cooperation between Rhodococcus ruber YYL and Bacillus cereus MLY1 in biodegradation of tetrahydrofuran. Front. Microbiol. 8:2297. doi: 10.3389/FMICB.2017.02297

CrossRef Full Text | Google Scholar

Liu, Z., Huang, H., Qi, M., Wang, X., Adebanjo, O. O., and Lu, Z. (2019). Metabolite cross-feeding between Rhodococcus ruber YYL and Bacillus cereus MLY1 in the biodegradation of tetrahydrofuran under pH stress. Appl. Environ. Microbiol. 85, e01196–e01119. doi: 10.1128/AEM.01196-19

CrossRef Full Text | Google Scholar

Lucien, M. A. B., Canarie, M. F., Kilgore, P. E., Jean-Denis, G., Fénélon, N., Pierre, M., et al. (2021). Antibiotics and antimicrobial resistance in the COVID-19 era: perspective from resource-limited settings. Int. J. Infect. Dis. 104, 250–254. doi: 10.1016/j.ijid.2020.12.087

CrossRef Full Text | Google Scholar

Ma, Q., Gao, X., Bi, X., Tu, L., Xia, M., Shen, Y., et al. (2020). Isolation, characterisation, and genome sequencing of Rhodococcus equi: a novel strain producing chitin deacetylase. Sci. Rep. 10:4329. doi: 10.1038/s41598-020-61349-9

CrossRef Full Text | Google Scholar

MacKay, M. A. B., Kravtsenyuk, M., Thomas, R., Mitchell, N. D., Dursun, S. M., and Baker, G. B. (2019). D-serine: potential therapeutic agent and/or biomarker in schizophrenia and depression? Front. Psych. 10:25. doi: 10.3389/FPSYT.2019.00025

CrossRef Full Text | Google Scholar

Maddela, N. R., and Meng, F. (2020). Discrepant roles of a quorum quenching bacterium (Rhodococcus sp. BH4) in growing dual-species biofilms. Sci. Total Environ. 713:136402. doi: 10.1016/J.SCITOTENV.2019.136402

CrossRef Full Text | Google Scholar

Madikizela, L. M., and Ncube, S. (2021). Occurrence and ecotoxicological risk assessment of non-steroidal anti-inflammatory drugs in South African aquatic environment: what is known and the missing information? Chemosphere 280:130688. doi: 10.1016/j.chemosphere.2021.130688

CrossRef Full Text | Google Scholar

Maia, A. S., Tiritan, M. E., and Castro, P. M. L. (2018). Enantioselective degradation of ofloxacin and levofloxacin by the bacterial strains Labrys portucalensis F11 and Rhodococcus sp. FP1. Ecotoxicol. Environ. Saf. 155, 144–151. doi: 10.1016/j.ecoenv.2018.02.067

CrossRef Full Text | Google Scholar

Markovic, M., Neale, P. A., Nidumolu, B., and Kumar, A. (2021). Combined toxicity of therapeutic pharmaceuticals to duckweed, Lemna minor. Ecotoxicol. Environ. Saf. 208:111428. doi: 10.1016/J.ECOENV.2020.111428

CrossRef Full Text | Google Scholar

Martinez Alvarez, L., Bolhuis, H., Mau, G. K., Kok-Gan, C., Sing, C. C., mac Cormack, W., et al. (2022). Identification of key bacterial players during successful full-scale soil field bioremediation in Antarctica. Int. Biodeterior. Biodegradation 168:105354. doi: 10.1016/J.IBIOD.2021.105354

CrossRef Full Text | Google Scholar

Marvik, O. J., and Philp, J. (2020). The systemic challenge of the bioeconomy. EMBO Rep. 21:e51478. doi: 10.15252/EMBR.202051478

CrossRef Full Text | Google Scholar

McLain, N. K., Gomez, M. Y., and Gachomo, E. W. (2022). Acetaminophen levels found in recycled wastewater alter soil microbial community structure and functional diversity. Microb. Ecol., 1–15. doi: 10.1007/S00248-022-02022-8

CrossRef Full Text | Google Scholar

Meena, B., Anburajan, L., Nitharsan, K., Vinithkumar, N. V., and Dharani, G. (2021). Existence in cellulose shelters: industrial and pharmaceutical leads of symbiotic actinobacteria from ascidian Phallusia nigra, Andaman Islands. World J. Microbiol. Biotechnol. 37:120. doi: 10.1007/S11274-021-03090-7

CrossRef Full Text | Google Scholar

Mejía-García, A., Islas-Flores, H., Gómez-Oliván, L. M., SanJuan-Reyes, N., Ortega-Olvera, J. M., and Hernández-Navarro, M. D. (2020). “Overview of non-steroidal anti-inflammatory drugs as emerging contaminants” in Non-Steroidal Anti-Inflammatory Drugs in Water. ed. L. M. Gómez-Oliván (Cham: Springer), 41–53.

Google Scholar

Menashe, O., Raizner, Y., Kuc, M. E., Cohen-Yaniv, V., Kaplan, A., Mamane, H., et al. (2020). Biodegradation of the endocrine-disrupting chemical 17α-ethynylestradiol (EE2) by Rhodococcus zopfii and pseudomonas putida encapsulated in small bioreactor platform (SBP) capsules. Appl. Sci. 10:336. doi: 10.3390/APP10010336

CrossRef Full Text | Google Scholar

Mezzelani, M., Gorbi, S., da Ros, Z., Fattorini, D., d’Errico, G., Milan, M., et al. (2016). Ecotoxicological potential of non-steroidal anti-inflammatory drugs (NSAIDs) in marine organisms: bioavailability, biomarkers and natural occurrence in Mytilus galloprovincialis. Mar. Environ. Res. 121, 31–39. doi: 10.1016/J.MARENVRES.2016.03.005

CrossRef Full Text | Google Scholar

Mezzelani, M., Gorbi, S., Fattorini, D., D’Errico, G., Consolandi, G., Milan, M., et al. (2018). Long-term exposure of Mytilus galloprovincialis to diclofenac, ibuprofen and ketoprofen: insights into bioavailability, biomarkers and transcriptomic changes. Chemosphere 198, 238–248. doi: 10.1016/j.chemosphere.2018.01.148

CrossRef Full Text | Google Scholar

Mishra, S., Lin, Z., Pang, S., Zhang, W., Bhatt, P., and Chen, S. (2021). Recent advanced technologies for the characterization of xenobiotic-degrading microorganisms and microbial communities. Front. Bioeng. Biotechnol. 9:632059. doi: 10.3389/FBIOE.2021.632059

CrossRef Full Text | Google Scholar

Mohd Hanafiah, Z., Wan Mohtar, W. H. M., Abd Manan, T. S. B., Bachi’, N. A., Abdullah, N. A., Abd Hamid, H. H., et al. (2022). The occurrence of non-steroidal anti-inflammatory drugs (NSAIDs) in Malaysian urban domestic wastewater. Chemosphere 287:132134. doi: 10.1016/J.CHEMOSPHERE.2021.132134

CrossRef Full Text | Google Scholar

Mohn, W. W., Wilbrink, M. H., Casabon, I., Stewart, G. R., Liu, J., van der Geize, R., et al. (2012). Gene cluster encoding cholate catabolism in Rhodococcus spp. J. Bacteriol. 194, 6712–6719. doi: 10.1128/JB.01169-12

CrossRef Full Text | Google Scholar

Morales-Paredes, C. A., Rodríguez-Díaz, J. M., and Boluda-Botella, N. (2022). Pharmaceutical compounds used in the COVID-19 pandemic: a review of their presence in water and treatment techniques for their elimination. Sci. Total Environ. 814:152691. doi: 10.1016/J.SCITOTENV.2021.152691

CrossRef Full Text | Google Scholar

Moreno-Opo, R., Carapeto, R., Casimiro, R., Rubio, C., Muñoz, B., Moreno, I., et al. (2021). The veterinary use of diclofenac and vulture conservation in Spain: updated evidence and socio-ecological implications. Sci. Total Environ. 796:148851. doi: 10.1016/J.SCITOTENV.2021.148851

CrossRef Full Text | Google Scholar

Mulkiewicz, E., Wolecki, D., Świacka, K., Kumirska, J., Stepnowski, P., and Caban, M. (2021). Metabolism of non-steroidal anti-inflammatory drugs by non-target wild-living organisms. Sci. Total Environ. 791:148251. doi: 10.1016/J.SCITOTENV.2021.148251

CrossRef Full Text | Google Scholar

Muscaritoli, M. (2021). The impact of nutrients on mental health and well-being: insights from the literature. Front. Nutr. 8:656290. doi: 10.3389/FNUT.2021.656290

CrossRef Full Text | Google Scholar

Myosho, T., Hattori, M., Yamamoto, J., Toda, M., Okamura, T., Onishi, Y., et al. (2021). Effects of synthetic sex steroid hormone exposures on gonadal sex differentiation and dynamics of a male-related gene, gonadal soma-derived factor (Gsdf) and an estrogen up-regulated gene, Choriogenine-H (ChgH) gene expression in the euryhaline Javafish medaka, Oryzias javanicus, based on genetic sexes. Chemosphere 274:129893. doi: 10.1016/J.CHEMOSPHERE.2021.129893

CrossRef Full Text | Google Scholar

Nachtigall, J., Schneider, K., Nicholson, G., Goodfellow, M., Zinecker, H., Imhoff, J. F., et al. (2010). Two new aurachins from Rhodococcus sp. Acta 2259. J. Antibiot. 63, 567–569. doi: 10.1038/ja.2010.79

CrossRef Full Text | Google Scholar

Nagaraja, A. A., Charton, P., Cadet, X. F., Fontaine, N., Delsaut, M., Wiltschi, B., et al. (2020). A machine learning approach for efficient selection of enzyme concentrations and its application for flux optimization. Catalysts 10:291. doi: 10.3390/CATAL10030291

CrossRef Full Text | Google Scholar

Naicker, L., Narayanaswamy, V., Shode, F., and Odhav, B. (2015). Antimicrobial and antioxidant activities of piperidine derivatives. Afr. J. Pharm. Pharmacol. 9, 783–792. doi: 10.5897/AJPP2015.4335

CrossRef Full Text | Google Scholar

Nain, Z., Adhikari, U. K., Abdulla, F., Hossain, N., Barman, N. C., Mansur, F. J., et al. (2020). Computational prediction of active sites and ligands in different AHL quorum quenching lactonases and acylases. J. Biosci. 45:26. doi: 10.1007/S12038-020-0005-1

CrossRef Full Text | Google Scholar

Narayan, A. R. H., Jiménez-Osés, G., Liu, P., Negretti, S., Zhao, W., Gilbert, M. M., et al. (2015). Enzymatic hydroxylation of an unactivated methylene C–H bond guided by molecular dynamics simulations. Nat. Chem. 7, 653–660. doi: 10.1038/nchem.2285

CrossRef Full Text | Google Scholar

Nebot, C., Falcon, R., Boyd, K. G., and Gibb, S. W. (2015). Introduction of human pharmaceuticals from wastewater treatment plants into the aquatic environment: a rural perspective. Environ. Sci. Pollut. Res. 22, 10559–10568. doi: 10.1007/s11356-015-4234-z

CrossRef Full Text | Google Scholar

Nogovitsina, Y. M., Grishko, V. V., and Ivshina, I. B. (2011). Biocatalytic synthesis of pharmacology perspective stigmast-4-en-3-one using rhodococci cells. Russ. J. Bioorg. Chem. 37, 626–633. doi: 10.1134/S1068162011050128

CrossRef Full Text | Google Scholar

Oaks, J. L., Gilbert, M., Virani, M. Z., Watson, R. T., Meteyer, C. U., Rideout, B. A., et al. (2004). Diclofenac residues as the cause of vulture population decline in Pakistan. Nature 427, 630–633. doi: 10.1038/nature02317

CrossRef Full Text | Google Scholar

O’Grady, D., Evangelista, S., and Yargeau, V. (2009). Removal of aqueous 17α-ethinylestradiol by Rhodococcus species. Environ. Eng. Sci. 26, 1393–1400. doi: 10.1089/ees.2008.0272

CrossRef Full Text | Google Scholar

Oh, H. S., Kim, S. R., Cheong, W. S., Lee, C. H., and Lee, J. K. (2013). Biofouling inhibition in MBR by Rhodococcus sp. BH4 isolated from real MBR plant. Appl. Microbiol. Biotechnol. 97, 10223–10231. doi: 10.1007/S00253-013-4933-7

CrossRef Full Text | Google Scholar

Olivera, E. R., and Luengo, J. M. (2019). Steroids as environmental compounds recalcitrant to degradation: genetic mechanisms of bacterial biodegradation pathways. Genes 10:512. doi: 10.3390/GENES10070512

CrossRef Full Text | Google Scholar

Orro, A., Cappelletti, M., D’Ursi, P., Milanesi, L., di Canito, A., Zampolli, J., et al. (2015). Genome and phenotype microarray analyses of Rhodococcus sp. BCP1 and Rhodococcus opacus R7: genetic determinants and metabolic abilities with environmental relevance. PLoS One 10:e0139467. doi: 10.1371/journal.pone.0139467

CrossRef Full Text | Google Scholar

Pacwa-Płociniczak, M., Biniecka, P., Bondarczuk, K., and Piotrowska-Seget, Z. (2020). Metagenomic functional profiling reveals differences in bacterial composition and function during bioaugmentation of aged petroleum-contaminated soil. Front. Microbiol. 11:2106. doi: 10.3389/FMICB.2020.02106

CrossRef Full Text | Google Scholar

Paluch, E., Rewak-Soroczyńska, J., Jędrusik, I., Mazurkiewicz, E., and Jermakow, K. (2020). Prevention of biofilm formation by quorum quenching. Appl. Microbiol. Biotechnol. 104, 1871–1881. doi: 10.1007/S00253-020-10349-W

CrossRef Full Text | Google Scholar

Pan, R., Bai, X., Chen, J., Zhang, H., and Wang, H. (2019). Exploring structural diversity of microbe secondary metabolites using OSMAC strategy: a literature review. Front. Microbiol. 10:294. doi: 10.3389/FMICB.2019.00294

CrossRef Full Text | Google Scholar

Pang, S., Lin, Z., Zhang, W., Mishra, S., Bhatt, P., and Chen, S. (2020). Insights into the microbial degradation and biochemical mechanisms of neonicotinoids. Front. Microbiol. 11:868. doi: 10.3389/FMICB.2020.00868

CrossRef Full Text | Google Scholar

Parolini, M. (2020). Toxicity of the non-steroidal anti-inflammatory drugs (NSAIDs) acetylsalicylic acid, paracetamol, diclofenac, ibuprofen and naproxen towards freshwater invertebrates: a review. Sci. Total Environ. 740:140043. doi: 10.1016/j.scitotenv.2020.140043

CrossRef Full Text | Google Scholar

Pashaei, R., Zahedipour-Sheshglani, P., Dzingelevičienė, R., Abbasi, S., Rees, R. M., Pashaei, R., et al. (2022). Effects of pharmaceuticals on the nitrogen cycle in water and soil: a review. Environ. Monit. Assess. 194:105. doi: 10.1007/S10661-022-09754-7

CrossRef Full Text | Google Scholar

Pátek, M., Grulich, M., and Nešvera, J. (2021). Stress response in Rhodococcus strains. Biotechnol. Adv. 53:107698. doi: 10.1016/j.biotechadv.2021.107698

CrossRef Full Text | Google Scholar

Patel, R. N., Chu, L., and Mueller, R. (2003). Diastereoselective microbial reduction of (S)-[3-chloro-2-oxo-1-(phenylmethyl)propyl]carbamic acid, 1,1-dimethylethyl ester. Tetrahedron Asymmetry 14, 3105–3109. doi: 10.1016/J.TETASY.2003.07.016

CrossRef Full Text | Google Scholar

Paterson, M. L., Ranasinghe, D., Blom, J., Dover, L. G., Sutcliffe, I. C., Lopes, B., et al. (2019). Genomic analysis of a novel Rhodococcus (Prescottella) equi isolate from a bovine host. Arch. Microbiol. 201, 1317–1321. doi: 10.1007/S00203-019-01695-Z

CrossRef Full Text | Google Scholar

Peng, M., Siebert, D. L., Engqvist, M. K. M., Niemeyer, C. M., and Rabe, K. S. (2021). Modeling-assisted design of thermostable benzaldehyde lyases from Rhodococcus erythropolis for continuous production of α-hydroxy ketones. Chembiochem 23:e202100468. doi: 10.1002/CBIC.202100468

CrossRef Full Text | Google Scholar

Petrusma, M., Dijkhuizen, L., and van der Geize, R. (2009). Rhodococcus rhodochrous DSM 43269 3-ketosteroid 9α-hydroxylase, a two-component iron-sulfur-containing monooxygenase with subtle steroid substrate specificity. Appl. Environ. Microbiol. 75, 5300–5307. doi: 10.1128/AEM.00066-09

CrossRef Full Text | Google Scholar

Petrusma, M., van der Geize, R., and Dijkhuizen, L. (2014). 3-Ketosteroid 9α-hydroxylase enzymes: Rieske non-heme monooxygenases essential for bacterial steroid degradation. Anton. Leeuw. Int. J. Gen. Mol. Microbiol. 106, 157–172. doi: 10.1007/s10482-014-0188-2

CrossRef Full Text | Google Scholar

Petukhova, N. I., Kon’shina, I. I., Spivak, A. Y., Odinokov, V. N., and Zorin, V. V. (2017). Novel biocatalyst for productions of S-(-)-2-[6-benzyloxy-2,5,7,8-tetramethylchroman-2-yl] ethanol—precursor of natural α-tocols. Appl. Biochem. Microbiol. 53, 187–193. doi: 10.1134/S0003683817020144

CrossRef Full Text | Google Scholar

Pironti, C., Ricciardi, M., Proto, A., Bianco, P. M., Montano, L., and Motta, O. (2021). Endocrine-disrupting compounds: an overview on their occurrence in the aquatic environment and human exposure. Water 13:1347. doi: 10.3390/W13101347

CrossRef Full Text | Google Scholar

Praveenkumarreddy, Y., Vimalkumar, K., Ramaswamy, B. R., Kumar, V., Singhal, R. K., Basu, H., et al. (2021). Assessment of non-steroidal anti-inflammatory drugs from selected wastewater treatment plants of southwestern India. Emerg. Contamin. 7, 43–51. doi: 10.1016/J.EMCON.2021.01.001

CrossRef Full Text | Google Scholar

Prazdnova, E. V., Gorovtsov, A. V., Vasilchenko, N. G., Kulikov, M. P., Statsenko, V. N., Bogdanova, A. A., et al. (2022). Quorum-sensing inhibition by gram-positive bacteria. Microorganisms 10:350. doi: 10.3390/microorganisms10020350

CrossRef Full Text | Google Scholar

Presentato, A., Cappelletti, M., Sansone, A., Ferreri, C., Piacenza, E., Demeter, M. A., et al. (2018a). Aerobic growth of Rhodococcus aetherivorans BCP1 using selected naphthenic acids as the sole carbon and energy sources. Front. Microbiol. 9:672. doi: 10.3389/FMICB.2018.00672

CrossRef Full Text | Google Scholar

Presentato, A., Piacenza, E., Anikovskiy, M., Cappelletti, M., Zannoni, D., and Turner, R. J. (2018b). Biosynthesis of selenium-nanoparticles and -nanorods as a product of selenite bioconversion by the aerobic bacterium Rhodococcus aetherivorans BCP1. New Biotechnol. 41, 1–8. doi: 10.1016/j.nbt.2017.11.002

CrossRef Full Text | Google Scholar

Presentato, A., Piacenza, E., Cappelletti, M., and Turner, R. J. (2019). “Interaction of Rhodococcus with metals and biotechnological applications” in Biology of Rhodococcus. ed. H. Alvarez (Cham: Springer), 333–357. doi: 10.1007/978-3-030-11461-9_12

CrossRef Full Text | Google Scholar

Presentato, A., Piacenza, E., Darbandi, A., Anikovskiy, M., Cappelletti, M., Zannoni, D., et al. (2018c). Assembly, growth and conductive properties of tellurium nanorods produced by Rhodococcus aetherivorans BCP1. Sci. Rep. 8:3923. doi: 10.1038/s41598-018-22320-x

CrossRef Full Text | Google Scholar

Presentato, A., Piacenza, E., Turner, R. J., Zannoni, D., and Cappelletti, M. (2020). Processing of metals and metalloids by Actinobacteria: cell resistance mechanisms and synthesis of metal(loid)-based nanostructures. Microorganisms 8:2027. doi: 10.3390/MICROORGANISMS8122027

CrossRef Full Text | Google Scholar

Pugazhendi, A., Jamal, M. T., Al-Mur, B. A., and Jeyakumar, R. B. (2022). Bioaugmentation of electrogenic halophiles in the treatment of pharmaceutical industrial wastewater and energy production in microbial fuel cell under saline condition. Chemosphere 288:132515. doi: 10.1016/J.CHEMOSPHERE.2021.132515

CrossRef Full Text | Google Scholar

Rastogi, A., Tiwari, M. K., and Ghangrekar, M. M. (2021). A review on environmental occurrence, toxicity and microbial degradation of non-steroidal anti-inflammatory drugs (NSAIDs). J. Environ. Manag. 300:113694. doi: 10.1016/J.JENVMAN.2021.113694

CrossRef Full Text | Google Scholar

Reis, A. C., Kolvenbach, B. A., Nunes, O. C., and Corvini, P. F. X. (2020). Biodegradation of antibiotics: the new resistance determinants – part II. New Biotechnol. 54, 13–27. doi: 10.1016/j.nbt.2019.08.003

CrossRef Full Text | Google Scholar

Rémy, B., Mion, S., Plener, L., Elias, M., Chabrière, E., and Daudé, D. (2018). Interference in bacterial quorum sensing: a biopharmaceutical perspective. Front. Pharmacol. 9:203. doi: 10.3389/FPHAR.2018.00203

CrossRef Full Text | Google Scholar

Richmond, E. K., Rosi, E. J., Walters, D. M., Fick, J., Hamilton, S. K., Brodin, T., et al. (2018). A diverse suite of pharmaceuticals contaminates stream and riparian food webs. Nat. Commun. 9:4491. doi: 10.1038/s41467-018-06822-w

CrossRef Full Text | Google Scholar

Ricken, B., Kolvenbach, B. A., Bergesch, C., Benndorf, D., Kroll, K., Strnad, H., et al. (2017). FMNH2-dependent monooxygenases initiate catabolism of sulfonamides in microbacterium sp. strain BR1 subsisting on sulfonamide antibiotics. Sci. Rep. 7:15783. doi: 10.1038/s41598-017-16132-8

CrossRef Full Text | Google Scholar

Rodríguez-Baño, J., Rossolini, G. M., Schultsz, C., Tacconelli, E., Murthy, S., Ohmagari, N., et al. (2021). Key considerations on the potential impacts of the COVID-19 pandemic on antimicrobial resistance research and surveillance. Trans. R. Soc. Trop. Med. Hyg. 115, 1122–1129. doi: 10.1093/trstmh/trab048

CrossRef Full Text | Google Scholar

Rohman, A., and Dijkstra, B. W. (2019). The role and mechanism of microbial 3-ketosteroid Δ1-dehydrogenases in steroid breakdown. J. Steroid Biochem. Mol. Biol. 191:105366. doi: 10.1016/j.jsbmb.2019.04.015

CrossRef Full Text | Google Scholar

Rohonczy, J., O’Dwyer, K., Rochette, A., Robinson, S. A., and Forbes, M. R. (2021). Meta-analysis shows environmental contaminants elevate cortisol levels in teleost fish – effect sizes depend on contaminant class and duration of experimental exposure. Sci. Total Environ. 800:149402. doi: 10.1016/J.SCITOTENV.2021.149402

CrossRef Full Text | Google Scholar

Rosi-Marshall, E. J., Kincaid, D. W., Bechtold, H. A., Royer, T. V., Rojas, M., and Kelly, J. J. (2013). Pharmaceuticals suppress algal growth and microbial respiration and alter bacterial communities in stream biofilms. Ecol. Appl. 23, 583–593. doi: 10.1890/12-0491.1

CrossRef Full Text | Google Scholar

Ruberto, L. A. M., Vazquez, S., Lobalbo, A., and Mac Cormack, W. P. (2005). Psychrotolerant hydrocarbon-degrading Rhodococcus strains isolated from polluted Antarctic soils. Antarct. Sci. 17, 47–56. doi: 10.1017/S0954102005002415

CrossRef Full Text | Google Scholar

Rucká, L., Volkova, O., Pavlík, A., Kaplan, O., Kracík, M., Nešvera, J., et al. (2014). Expression control of nitrile hydratase and amidase genes in Rhodococcus erythropolis and substrate specificities of the enzymes. Antonie Van Leeuwenhoek 105, 1179–1190. doi: 10.1007/s10482-014-0179-3

CrossRef Full Text | Google Scholar

Şahin, E. (2019). Production of enantiopure chiral aryl heteroaryl carbinols using whole-cell lactobacillus paracasei biotransformation. Synth. Commun. 50, 549–557. doi: 10.1080/00397911.2019.1707226

CrossRef Full Text | Google Scholar

Sakkos, J. K., Wackett, L. P., and Aksan, A. (2019). Enhancement of biocatalyst activity and protection against stressors using a microbial exoskeleton. Sci. Rep. 9:3158. doi: 10.1038/s41598-019-40113-8

CrossRef Full Text | Google Scholar

Samanta, I., and Bandyopadhyay, S. (2020). “Staphylococcus” in Antimicrobial Resistance in Agriculture (Cambridge: Academic Press), 195–215.

Google Scholar

Sangal, V., Goodfellow, M., Jones, A. L., Seviour, R. J., and Sutcliffe, I. C. (2019). “Refined systematics of the genus Rhodococcus based on whole genome analyses” in Biology of Rhodococcus. ed. H. M. Alvarez (Cham: Springer International Publishing), 1–21.

Google Scholar

Schmidt, W., and Redshaw, C. H. (2015). Evaluation of biological endpoints in crop plants after exposure to non-steroidal anti-inflammatory drugs (NSAIDs): implications for phytotoxicological assessment of novel contaminants. Ecotoxicol. Environ. Saf. 112, 212–222. doi: 10.1016/j.ecoenv.2014.11.008

CrossRef Full Text | Google Scholar

Sengupta, K., Swain, M. T., Livingstone, P. G., Whitworth, D. E., and Saha, P. (2019). Genome sequencing and comparative transcriptomics provide a holistic view of 4-nitrophenol degradation and concurrent fatty acid catabolism by Rhodococcus sp. strain BUPNP1. Front. Microbiol. 9:3209. doi: 10.3389/FMICB.2018.03209

CrossRef Full Text | Google Scholar

Shah, S. S. A., Lee, K., Park, H., and Choo, K. H. (2022). Live membrane filters with immobilized quorum quenching bacterial strains for anti-biofouling. J. Membr. Sci. 641:119895. doi: 10.1016/J.MEMSCI.2021.119895

CrossRef Full Text | Google Scholar

Shariatinia, Z. (2019). Pharmaceutical applications of chitosan. Adv. Colloid Interf. Sci. 263, 131–194. doi: 10.1016/J.CIS.2018.11.008

CrossRef Full Text | Google Scholar

Sharma, S., Barman, P., Joshi, S., Preet, S., and Saini, A. (2022). Multidrug resistance crisis during COVID-19 pandemic: role of anti-microbial peptides as next-generation therapeutics. Colloids Surf. B: Biointerfaces 211:112303. doi: 10.1016/J.COLSURFB.2021.112303

CrossRef Full Text | Google Scholar

Sheldon, R. A., and Woodley, J. M. (2018). Role of biocatalysis in sustainable chemistry. Chem. Rev. 118, 801–838. doi: 10.1021/acs.chemrev.7b00203

CrossRef Full Text | Google Scholar

Shi, S. C., You, Z. N., Zhou, K., Chen, Q., Pan, J., Qian, X. L., et al. (2019). Efficient synthesis of 12-oxochenodeoxycholic acid using a 12α-hydroxysteroid dehydrogenase from Rhodococcus ruber. Adv. Synth. Catal. 361, 4661–4668. doi: 10.1002/adsc.201900849

CrossRef Full Text | Google Scholar

Shim, S. H. (2016). Diketopiperazines from cultures of Rhodococcus rhodochrous. Chem. Nat. Compd. 52, 1157–1159. doi: 10.1007/S10600-016-1894-Y

CrossRef Full Text | Google Scholar

Singha, L. P., and Pandey, P. (2021). Rhizosphere assisted bioengineering approaches for the mitigation of petroleum hydrocarbons contamination in soil. Crit. Rev. Biotechnol. 41, 749–766. doi: 10.1080/07388551.2021.1888066

CrossRef Full Text | Google Scholar

Snell, D., and Colby, J. (1999). Enantioselective hydrolysis of racemic ibuprofen amide to S-(+)-ibuprofen by Rhodococcus AJ270. Enzym. Microb. Technol. 24, 160–163. doi: 10.1016/S0141-0229(98)00097-0

CrossRef Full Text | Google Scholar

Sodhi, K. K., Kumar, M., Balan, B., Dhaulaniya, A. S., Shree, P., Sharma, N., et al. (2021). Perspectives on the antibiotic contamination, resistance, metabolomics, and systemic remediation. SN Appl. Sci. 3:269. doi: 10.1007/s42452-020-04003-3

CrossRef Full Text | Google Scholar

Stafford, D. E., Yanagimachi, K. S., and Stephanopoulos, G. (2001). “Metabolic engineering of indene bioconversion in Rhodococcus sp.” in Metabolic Engineering. ed. J. Nielsen (Berlin, Heidelberg: Springer), 85–101.

Google Scholar

Sun, H., Zhang, H., Ang, E. L., and Zhao, H. (2018). Biocatalysis for the synthesis of pharmaceuticals and pharmaceutical intermediates. Bioorg. Med. Chem. 26, 1275–1284. doi: 10.1016/J.BMC.2017.06.043

CrossRef Full Text | Google Scholar

Syed, Z., Sogani, M., Dongre, A., Kumar, A., Sonu, K., Sharma, G., et al. (2021). Bioelectrochemical systems for environmental remediation of estrogens: a review and way forward. Sci. Total Environ. 780:146544. doi: 10.1016/J.SCITOTENV.2021.146544

CrossRef Full Text | Google Scholar

Táncsics, A., Li, M., and Chrzanowski, Ł. (2021). Editorial: new insights into the biodegradation of organic contaminants in subsurface ecosystems: approaches and achievements of the multiomics era. Front. Microbiol. 12:650615. doi: 10.3389/FMICB.2021.650615

CrossRef Full Text | Google Scholar

Tao, J., and Xu, J. H. (2009). Biocatalysis in development of green pharmaceutical processes. Curr. Opin. Chem. Biol. 13, 43–50. doi: 10.1016/j.cbpa.2009.01.018

CrossRef Full Text | Google Scholar

Taşkan, B., and Taşkan, E. (2021). Inhibition of AHL-mediated quorum sensing to control biofilm thickness in microbial fuel cell by using Rhodococcus sp. BH4. Chemosphere 285:131538. doi: 10.1016/J.CHEMOSPHERE.2021.131538

CrossRef Full Text | Google Scholar

Thelusmond, J. R., Strathmann, T. J., and Cupples, A. M. (2019). Carbamazepine, triclocarban and triclosan biodegradation and the phylotypes and functional genes associated with xenobiotic degradation in four agricultural soils. Sci. Total Environ. 657, 1138–1149. doi: 10.1016/j.scitotenv.2018.12.145

CrossRef Full Text | Google Scholar

Thomas, F., World Health Organization (2017). Pharmaceutical waste in the environment: a cultural perspective. Available at: https://apps.who.int/iris/handle/10665/254734 (Accessed March 1, 2022).

Google Scholar

Tian, K., Meng, F., Meng, Q., Gao, Y., Zhang, L., Wang, L., et al. (2020). The analysis of estrogen-degrading and functional metabolism genes in Rhodococcus equi DSSKP-R-001. Int. J. Genom. 2020:9369182. doi: 10.1155/2020/9369182

CrossRef Full Text | Google Scholar

Turan, N. B., and Engin, G. Ö. (2018). “Chapter four – quorum quenching,” in Comprehensive Analytical Chemistry. eds. D. S. Chormey, S. Bakırdere, N. B. Turan, and G. Ö. Engin (Amsterdam: Elsevier), 117–149.

Google Scholar

Undabarrena, A., Valencia, R., Cumsille, A., Zamora-Leiva, L., Castro-Nallar, E., Barona-Gomez, F., et al. (2021). Rhodococcus comparative genomics reveals a phylogenomic-dependent non-ribosomal peptide synthetase distribution: insights into biosynthetic gene cluster connection to an orphan metabolite. Microbial Genomics 7:000621. doi: 10.1099/MGEN.0.000621

CrossRef Full Text | Google Scholar

Uroz, S., Oger, P. M., Chapelle, E., Adeline, M. T., Faure, D., and Dessaux, Y. (2008). A Rhodococcus qsdA-encoded enzyme defines a novel class of large-spectrum quorum-quenching lactonases. Appl. Environ. Microbiol. 74, 1357–1366. doi: 10.1128/AEM.02014-07

CrossRef Full Text | Google Scholar

van Bergeijk, D. A., Terlouw, B. R., Medema, M. H., and van Wezel, G. P. (2020). Ecology and genomics of Actinobacteria: new concepts for natural product discovery. Nat. Rev. Microbiol. 18, 546–558. doi: 10.1038/s41579-020-0379-y

CrossRef Full Text | Google Scholar

van der Geize, R., Hessels, G. I., Nienhuis-Kuiper, M., and Dijkhuizen, L. (2008). Characterization of a second Rhodococcus erythropolis SQ1 3-ketosteroid 9α-hydroxylase activity comprising a terminal oxygenase homologue, KshA2, active with oxygenase-reductase component KshB. Appl. Environ. Microbiol. 74, 7197–7203. doi: 10.1128/AEM.00888-08

CrossRef Full Text | Google Scholar

van der Geize, R., Hessels, G. I., van Gerwen, R., van der Meijden, P., and Dijkhuizen, L. (2002). Molecular and functional characterization of kshA and kshB, encoding two components of 3-ketosteroid 9α-hydroxylase, a class IA monooxygenase, in Rhodococcus erythropolis strain SQ1. Mol. Microbiol. 45, 1007–1018. doi: 10.1046/J.1365-2958.2002.03069.X

CrossRef Full Text | Google Scholar

van Oosterwijk, N., Knol, J., Dijkhuizen, L., van der Geize, R., and Dijkstra, B. W. (2012). Structure and catalytic mechanism of 3-ketosteroid-Δ4-(5α)-dehydrogenase from Rhodococcus jostii RHA1 genome. J. Biol. Chem. 287, 30975–30983. doi: 10.1074/jbc.M112.374306

CrossRef Full Text | Google Scholar

Vergani, L., Mapelli, F., Suman, J., Cajthaml, T., Uhlik, O., and Borin, S. (2019). Novel PCB-degrading Rhodococcus strains able to promote plant growth for assisted rhizoremediation of historically polluted soils. PLoS One 14:e0221253. doi: 10.1371/JOURNAL.PONE.0221253

CrossRef Full Text | Google Scholar

Wang, T., Li, F., Lu, Q., Wu, G., Jiang, Z., Liu, S., et al. (2021). Diversity, novelty, antimicrobial activity, and new antibiotics of cultivable endophytic actinobacteria isolated from psammophytes collected from Taklamakan Desert. J. Pharmaceut. Anal. 11, 241–250. doi: 10.1016/J.JPHA.2020.06.004

CrossRef Full Text | Google Scholar

Wang, Y., Shao, H., Zhu, S., Tian, K., Qiu, Q., and Huo, H. (2019). Degradation of 17β-estradiol and products by a mixed culture of Rhodococcus equi DSSKP-R-001 and Comamonas testosteroni QYY20150409. Biotechnol. Biotechnol. Equip. 33, 268–277. doi: 10.1080/13102818.2019.1568913

CrossRef Full Text | Google Scholar

Ward, A. L., Reddyvari, P., Borisova, R., Shilabin, A. G., and Lampson, B. C. (2018). An inhibitory compound produced by a soil isolate of Rhodococcus has strong activity against the veterinary pathogen R. equi. PLoS One 13:e0209275. doi: 10.1371/JOURNAL.PONE.0209275

CrossRef Full Text | Google Scholar

Wijaya, L., Alyemeni, M., Ahmad, P., Alfarhan, A., Barcelo, D., El-Sheikh, M. A., et al. (2020). Ecotoxicological effects of ibuprofen on plant growth of Vigna unguiculata L. Plan. Theory 9:1473. doi: 10.3390/plants9111473

CrossRef Full Text | Google Scholar

Wilkinson, J. L., Boxall, A. B. A., Kolpin, D. W., Leung, K. M. Y., Lai, R. W. S., Galban-Malag, C., et al. (2022). Pharmaceutical pollution of the world’s rivers. Proc. Natl. Acad. Sci. U. S. A. 119:e2113947119. doi: 10.1073/pnas.2113947119

CrossRef Full Text | Google Scholar

Wojcieszyńska, D., Guzik, H., and Guzik, U. (2022). Non-steroidal anti-inflammatory drugs in the era of the Covid-19 pandemic in the context of the human and the environment. Sci. Total Environ. 834:155317. doi: 10.1016/j.scitotenv.2022.155317

CrossRef Full Text | Google Scholar

Woodley, J. M. (2008). New opportunities for biocatalysis: making pharmaceutical processes greener. Trends Biotechnol. 26, 321–327. doi: 10.1016/j.tibtech.2008.03.004

CrossRef Full Text | Google Scholar

World Health Organization (2020). Antimicrobial resistance. Available at: https://www.who.int/news-room/fact-sheets/detail/antimicrobial-resistance (Accessed June 22, 2021).

Google Scholar

Xia, X., Wang, P., Wan, R., Chang, Z., and Du, Q. (2019). Progesterone affects sex differentiation and alters transcriptional of genes along circadian rhythm signaling and hypothalamic-pituitary-gonadal axes in juvenile Yellow River carp (Cyprinus carpio var.). Environ. Toxicol. 34, 1255–1262. doi: 10.1002/TOX.22826

CrossRef Full Text | Google Scholar

Xu, G. C., Tang, M. H., and Ni, Y. (2016). Asymmetric synthesis of lipitor chiral intermediate using a robust carbonyl reductase at high substrate to catalyst ratio. J. Mol. Catal. B Enzym. 123, 67–72. doi: 10.1016/J.MOLCATB.2015.11.001

CrossRef Full Text | Google Scholar

Xu, S., Wu, C., Guo, W.-B., Yang, L., Ji, R., Pan, K., et al. (2021). Polystyrene nanoplastics inhibit the transformation of tetrabromobisphenol a by the bacterium Rhodococcus jostii. ACS Nano 16, 405–414. doi: 10.1021/ACSNANO.1C07133

CrossRef Full Text | Google Scholar

Xu, X., Brasselet, H., Jongkind, E. P. J., Alcalde, M., Paul, C. E., and Hollmann, F. (2022). A peroxygenase-alcohol dehydrogenase cascade reaction to transform ethylbenzene derivatives into enantioenriched phenylethanols. Chembiochem : e202200017. doi: 10.1002/CBIC.202200017

CrossRef Full Text | Google Scholar

Yam, K. C., van der Geize, R., and Eltis, L. D. (2010). “Catabolism of aromatic compounds and steroids by Rhodococcus” in Biology of Rhodococcus. ed. H. Alvarez (Berlin, Heidelberg: Springer), 133–169.

Google Scholar

Yamamura, E. T. (2019). Bioconversion of pyridoxine to pyridoxamine through pyridoxal using a Rhodococcus expression system. J. Biosci. Bioeng. 127, 79–84. doi: 10.1016/J.JBIOSC.2018.07.004

CrossRef Full Text | Google Scholar

Yamamura, E.-T. (2018a). Construction of Rhodococcus expression vectors and expression of the aminoalcohol dehydrogenase gene in Rhodococcus erythropolis. Biosci. Biotechnol. Biochem. 82, 1396–1403. doi: 10.1080/09168451.2018.1463154

CrossRef Full Text | Google Scholar

Yamamura, E.-T. (2018b). Isolation of two plasmids, pRET1100 and pRET1200, from Rhodococcus erythropolis IAM1400 and construction of a RhodococcusEscherichia coli shuttle vector. J. Biosci. Bioeng. 125, 625–631. doi: 10.1016/J.JBIOSC.2018.01.001

CrossRef Full Text | Google Scholar

Yang, C. W., Liu, C., and Chang, B. V. (2020). Biodegradation of amoxicillin, tetracyclines and sulfonamides in wastewater sludge. Water 12:2147. doi: 10.3390/W12082147

CrossRef Full Text | Google Scholar

Yang, Y. (2015). Building polyfunctional piperidines: a stereoselective strategy of a three-component Mannich reaction inspired by biosynthesis and applications in the synthesis of natural alkaloids (+)-241D; (-)-241D; isosolenopsin a and (-)-epimyrtine. RSC Adv. 5, 18894–18908. doi: 10.1039/C4RA14418J

CrossRef Full Text | Google Scholar

Yasutake, Y., Nishioka, T., Imoto, N., and Tamura, T. (2013). A single mutation at the ferredoxin binding site of P450 Vdh enables efficient biocatalytic production of 25-hydroxyvitamin D3. Chembiochem 14, 2284–2291. doi: 10.1002/cbic.201300386

CrossRef Full Text | Google Scholar

Ye, L. J., Toh, H. H., Yang, Y., Adams, J. P., Snajdrova, R., and Li, Z. (2015). Engineering of amine dehydrogenase for asymmetric reductive amination of ketone by evolving Rhodococcus phenylalanine dehydrogenase. ACS Catal. 5, 1119–1122. doi: 10.1021/cs501906r

CrossRef Full Text | Google Scholar

Ye, X., Peng, T., Feng, J., Yang, Q., Pratush, A., Xiong, G., et al. (2019). A novel dehydrogenase 17Β-HSDx from Rhodococcus sp. P14 with potential application in bioremediation of steroids contaminated environment. J. Hazard. Mater. 362, 170–177. doi: 10.1016/j.jhazmat.2018.09.023

CrossRef Full Text | Google Scholar

Yeom, J. R., Yoon, S. U., and Kim, C. G. (2017). Quantification of residual antibiotics in cow manure being spread over agricultural land and assessment of their behavioral effects on antibiotic resistant bacteria. Chemosphere 182, 771–780. doi: 10.1016/j.chemosphere.2017.05.084

CrossRef Full Text | Google Scholar

Yin, Z. (2021). Distribution and ecological risk assessment of typical antibiotics in the surface waters of seven major rivers, China. Environ. Sci. 23, 1088–1100. doi: 10.1039/D1EM00079A

CrossRef Full Text | Google Scholar

Yoshimoto, T., Nagai, F., Fujimoto, J., Watanabe, K., Mizukoshi, H., Makino, T., et al. (2004). Degradation of estrogens by Rhodococcus zopfii and Rhodococcus equi isolates. Appl. Environ. Microbiol. 70, 5283–5289. doi: 10.1128/AEM.70.9.5283

CrossRef Full Text | Google Scholar

You, X., Xu, N., Yang, X., and Sun, W. (2021). Pollutants affect algae-bacteria interactions: a critical review. Environ. Pollut. 276:116723. doi: 10.1016/J.ENVPOL.2021.116723

CrossRef Full Text | Google Scholar

Yu, C., Armengaud, J., Blaustein, R. A., Chen, K., Ye, Z., Xu, F., et al. (2022a). Antibiotic tolerance and degradation capacity of the organic pollutant-degrading bacterium Rhodococcus biphenylivorans TG9T. J. Hazard. Mater. 424:127712. doi: 10.1016/J.JHAZMAT.2021.127712

CrossRef Full Text | Google Scholar

Yu, C., Wang, H., Blaustein, R. A., Guo, L., Ye, Q., Fu, Y., et al. (2022b). Pangenomic and functional investigations for dormancy and biodegradation features of an organic pollutant-degrading bacterium Rhodococcus biphenylivorans TG9. Sci. Total Environ. 809:151141. doi: 10.1016/J.SCITOTENV.2021.151141

CrossRef Full Text | Google Scholar

Yu, F., Luo, W., Li, Y., Meng, S., Lin, X., Li, L., et al. (2021). Biotransformations of HBCDs by Rhodococcus strain Stu-38 and identification of transformation products. Preprint. doi: 10.21203/RS.3.RS-730122/V1

CrossRef Full Text | Google Scholar

Yu, Q., Geng, J., Huo, H., Xu, K., Huang, H., Hu, H., et al. (2018). Bioaugmentated activated sludge degradation of progesterone: kinetics and mechanism. Chem. Eng. J. 352, 214–224. doi: 10.1016/j.cej.2018.06.159

CrossRef Full Text | Google Scholar

Zamora-Quintero, A. Y., Torres-Beltrán, M., Guillén Matus, D. G., Oroz-Parra, I., and Millán-Aguiñaga, N. (2022). Rare actinobacteria isolated from the hypersaline Ojo de Liebre lagoon as a source of novel bioactive compounds with biotechnological potential. Microbiology 168:001144. doi: 10.1099/MIC.0.001144

CrossRef Full Text | Google Scholar

Zappaterra, F., Costa, S., Summa, D., Bertolasi, V., Semeraro, B., Pedrini, P., et al. (2021). Biotransformation of cortisone with Rhodococcus rhodnii: synthesis of new steroids. Molecules 26:1352. doi: 10.3390/MOLECULES26051352

CrossRef Full Text | Google Scholar

Zeng, L.-J., Huang, Y.-H., Lü, H., Geng, J., Zhao, H.-M., Xiang, L., et al. (2022). Uptake pathways of phthalates (PAEs) into Chinese flowering cabbage grown in plastic greenhouses and lowering PAE accumulation by spraying PAE-degrading bacterial strain. Sci. Total Environ. 815:152854. doi: 10.1016/J.SCITOTENV.2021.152854

CrossRef Full Text | Google Scholar

Zhang, D., Li, L., Zhu, S., Zhang, N., Yang, J., Ma, X., et al. (2015). Complete genome sequence of Rhodococcus sp. B7740, a carotenoid-producing bacterium isolated from the Arctic Sea. Genome Announc. 3, e00333–e00315. doi: 10.1128/GENOMEA.00333-15

CrossRef Full Text | Google Scholar

Zhang, J., Chen, R., Du, C., Dong, S., and Sun, J. (2021a). Effects of continuous sulfamonomethoxine shock on the power generation performance and microbial community structure of MFCs under seasonal temperature variation. Biochem. Eng. J. 167:107909. doi: 10.1016/j.bej.2020.107909

CrossRef Full Text | Google Scholar

Zhang, Y., Zhao, Q., Tang, H., Li, H., Li, D., Wang, Z., et al. (2021b). Optimum synthesis of esomeprazole catalyzed by Rhodococcus rhodochrous ATCC 4276 through response surface methodology. Korean J. Chem. Eng. 38, 989–996. doi: 10.1007/S11814-021-0757-9

CrossRef Full Text | Google Scholar

Zhao, H., Tian, K., Qiu, Q., Wang, Y., Zhang, H., Ma, S., et al. (2018). Genome analysis of Rhodococcus sp. DSSKP-R-001: a highly effective β-estradiol-degrading bacterium. Int. J. Genom. :3505428. doi: 10.1155/2018/3505428

CrossRef Full Text | Google Scholar

Zhou, L., Zhang, Y., Ge, Y., Zhu, X., and Pan, J. (2020). Regulatory mechanisms and promising applications of quorum sensing-inhibiting agents in control of bacterial biofilm formation. Front. Microbiol. 11:589640. doi: 10.3389/fmicb.2020.589640

CrossRef Full Text | Google Scholar

Zhou, S. Y. D., Lin, C., Yang, K., Yang, L. Y., Yang, X. R., Huang, F. Y., et al. (2022). Discarded masks as hotspots of antibiotic resistance genes during COVID-19 pandemic. J. Hazard. Mater. 425:127774. doi: 10.1016/J.JHAZMAT.2021.127774

CrossRef Full Text | Google Scholar

Keywords: Actinomycetes, Rhodococcus, pharmaceutical pollutants, biotransformation, biodegradation, therapeutically valuable products

Citation: Ivshina I, Bazhutin G and Tyumina E (2022) Rhodococcus strains as a good biotool for neutralizing pharmaceutical pollutants and obtaining therapeutically valuable products: Through the past into the future. Front. Microbiol. 13:967127. doi: 10.3389/fmicb.2022.967127

Received: 12 June 2022; Accepted: 12 September 2022;
Published: 29 September 2022.

Edited by:

William James Hickey, University of Wisconsin-Madison, United States

Reviewed by:

Martina Cappelletti, University of Bologna, Italy
Xuwang Zhang, Dalian University of Technology, China

Copyright © 2022 Ivshina, Bazhutin and Tyumina. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.

*Correspondence: Irina Ivshina, aXZzaGluYUBpZWdtLnJ1

These authors have contributed equally to this work

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