Skip to main content

ORIGINAL RESEARCH article

Front. Microbiol., 20 October 2021
Sec. Antimicrobials, Resistance and Chemotherapy

Daptomycin Resistance Occurs Predominantly in vanA-Type Vancomycin-Resistant Enterococcus faecium in Australasia and Is Associated With Heterogeneous and Novel Mutations

\r\nLucy Li&#x;Lucy Li1†Charlie Higgs&#x;Charlie Higgs1†Adrianna M. TurnerAdrianna M. Turner1Yi NongYi Nong1Claire L. Gorrie,Claire L. Gorrie1,2Norelle L. Sherry,,Norelle L. Sherry1,2,3Kristin H. DyetKristin H. Dyet4Torsten SeemannTorsten Seemann1Deborah A. Williamson,Deborah A. Williamson1,2Timothy P. StinearTimothy P. Stinear1Benjamin P. Howden,,&#x;Benjamin P. Howden1,2,3‡Glen P. Carter,*&#x;Glen P. Carter1,2*‡
  • 1Department of Microbiology and Immunology, Peter Doherty Institute for Infection and Immunity, The University of Melbourne, Melbourne, VIC, Australia
  • 2Antimicrobial Reference and Research Unit, Microbiological Diagnostic Unit Public Health Laboratory, Peter Doherty Institute for Infection and Immunity, The University of Melbourne, Melbourne, VIC, Australia
  • 3Department of Infectious Diseases, Austin Health, Melbourne, VIC, Australia
  • 4The Institute of Environmental Science and Research, Porirua, New Zealand

Healthcare associated infections caused by vancomycin-resistant Enterococcus faecium (VREfm) have a major impact on health outcomes. VREfm is difficult to treat because of intrinsic and acquired resistance to many clinically used antimicrobials, with daptomycin being one of the few last line therapeutic options for treating multidrug-resistant VREfm. The emergence of daptomycin-resistant VREfm is therefore of serious clinical concern. Despite this, the impact that daptomycin-resistant VREfm have on patient health outcomes is not clearly defined and knowledge on the mechanisms and genetic signatures linked with daptomycin resistance in VREfm remains incomplete. To address these knowledge gaps, phenotypic daptomycin susceptibility testing was undertaken on 324 E. faecium isolates from Australia and New Zealand. Approximately 15% of study isolates were phenotypically resistant to daptomycin. Whole genome sequencing revealed a strong association between vanA-VREfm and daptomycin resistance, with 95% of daptomycin-resistant study isolates harbouring vanA. Genomic analyses showed that daptomycin-resistant VREfm isolates were polyclonal and carried several previously characterised mutations in the liaR and liaS genes as well as several novel mutations within the rpoB, rpoC, and dltC genes. Overall, 70% of daptomycin-resistant study isolates were found to carry mutations within the liaR, rpoB, rpoC, or dltC genes. Finally, in a mouse model of VREfm bacteraemia, infection with the locally dominant daptomycin-resistant clone led to reduced daptomycin treatment efficacy in comparison to daptomycin-susceptible E. faecium. These findings have important implications for ongoing VREfm surveillance activities and the treatment of VREfm infections.

Introduction

Enterococcus faecium, in particular vancomycin-resistant E. faecium (VREfm) are important nosocomial pathogens. VREfm can be very difficult to treat, are easily transmitted within the hospital environment and have a high propensity for horizontal gene transfer and recombination, which has contributed to the emergence of multidrug-resistant (MDR) isolates (Carter et al., 2016). VREfm is a World Health Organization (WHO) priority pathogen (World Health Organization [WHO], 2017).

Daptomycin is a lipopeptide antibiotic with potent bactericidal activity against E. faecium and is considered a last line treatment for VREfm (Beriashvili et al., 2018), along with linezolid and tigecycline (Gorrie et al., 2019). Recent reports documenting the emergence of daptomycin-resistant E. faecium are therefore of serious concern (Kamboj et al., 2011; Munita et al., 2012; Douglas et al., 2019). Despite the importance of daptomycin as a therapeutic option for MDR isolates, the mechanisms associated with resistance in E. faecium are not completely defined, and the genetic signatures and clinical consequences associated with daptomycin-resistant E. faecium are not well understood.

The best studied mechanism of daptomycin resistance in VREfm involves the LiaFSR three component regulatory system, with single nucleotide polymorphisms (SNPs) within the liaFSR genes identified in many daptomycin-resistant clinical isolates (Munita et al., 2012). However, several studies have noted that liaFSR mutations do not always result in daptomycin resistance and many daptomycin-resistant isolates contain wild-type liaFSR genes (Werth et al., 2014; Lellek et al., 2015), indicating that other molecular pathways might also be important.

Here we report a strong association between vanA-type VREfm and daptomycin resistance, and the identification of several novel mutations potentially involved in the development of daptomycin resistance in E. faecium. Finally, in a murine model of VREfm bacteraemia, we show that daptomycin treatment efficacy is compromised in animals infected with daptomycin-resistant VREfm in comparison to daptomycin-susceptible VREfm.

Materials and Methods

Bacterial Strains and Growth Conditions

A total of 324 clinical E. faecium isolates (Supplementary Table 1) from the Microbiological Diagnostic Unit Public Health Laboratory (MDU PHL) culture collection were randomly selected from a list of anonymised isolate numbers with only the country of origin known. The isolates were part of a larger E. faecium collection of approximately 2000 isolates amassed by MDU PHL as part of ongoing Victorian public health surveillance activities and research activities that include isolates sent from Victoria, New Zealand, and New South Wales diagnostic laboratories. Isolates within the MDU PHL collection are both clinical and screening isolates. Individual patient information relating to the study isolates was not accessible. All study isolates were collected between 2007 and 2018, with 174 isolates originating in Australia and 150 isolates being from New Zealand. Study isolates were deemed to be representative of the broader MDU PHL VREfm collection in terms of collection year, van-status and ST types.

Unless otherwise stated, isolates were maintained on horse blood agar and grown in brain heart infusion (BHI) broth at 37°C.

Daptomycin (Cubicin) was purchased from Merck, Sharpe, and Dohme.

Daptomycin Broth Microdilution Assay

Daptomycin susceptibility testing was performed using broth microdilution minimum inhibitory concentration assays according to CLSI methods [Clinical and Laboratory Standards Institute (CLSI), 2015]. In a 96-well plate, a two-fold dilution series (from 32 to 0.5 mg/L) of daptomycin was made in 100 μL volumes of cation adjusted Mueller-Hinton w/TES broth (CAMHBT) (Thermo Fisher) additionally supplemented with 50 mg/L Ca2+. An inoculum of 100 μL overnight E. faecium broth culture adjusted to 1 × 106 cfu/mL in CAMHBT supplemented with 50 mg/L Ca2+ was then added to each well. After 24 h incubation, the MIC was defined as the lowest antimicrobial concentration that inhibited visible growth. All assays were performed in biological triplicate, with the median MIC value reported. In accordance with recent guidelines (Humphries, 2019) isolates with a daptomycin MIC of ≥8 mg/L were considered to be daptomycin-resistant. If there was a major MIC discrepancy within triplicate assays for an isolate whereby one or two repeats gave a susceptible MIC (≤4 mg/L) and the remaining repeat gave a resistant MIC (≥8 mg/L) (or vice versa), then an additional four biological replicates were performed with the median value of 7 independent repeats then reported. Note that a major discrepancy of this sort was only observed with five isolates, all of which were subsequently reported as susceptible after additional replicates were performed.

Whole Genome Sequencing

Bacterial genomic DNA was extracted using a JANUS automated workstation (PerkinElmer) and Chemagic magnetic bead technology (PerkinElmer). Genomic DNA libraries were prepared using the Nextera XT kit (Illumina Inc.). Whole genome sequencing (WGS) was performed on the Illumina NextSeq platform using 2 × 150 bp paired end chemistry as before (Carter et al., 2016).

The genomic dataset generated for this study can be found in the ENA repository associated with bioprojects PRJNA433676, PRJNA565795, PRJEB23767, PRJNA565795, and PRJEB47276.

Bioinformatic Analyses

The genomes of daptomycin-resistant study isolates (Supplementary Table 1) underwent de novo assembly using Shovill (v.1.0.1),1 and genome annotation was achieved using Prokka (v. 1.13.3) (Seemann, 2014). Short read sequence data from daptomycin-resistant isolates were mapped against the reference DO genome (TX16) (Diaz et al., 2014) and SNPs identified with Snippy (v. 4.6.0).2 The resulting alignment comprising 16,577 core SNP sites (core alignment length: 1,857,904), was used to infer the phylogeny using the maximum likelihood method with the general time reversible model using constant sites [IQtree (v.2.1.2) (Nguyen et al., 2015)]. Recombination masking [gubbins (v.2.4.1) (Croucher et al., 2014)] was performed however the resulting alignment was only made up of 983 core SNP sites and so was deemed too small to be used to build the phylogeny. A core SNP alignment, comprising 22,081 SNP sites (core alignment length: 1,373,512), was also generated for Australian study isolates and was used to build a phylogeny as above. Two outlier isolates (DMG1901764 and DMG1901754) were removed from the core alignment due to their abnormally large distance from the reference. This alignment was not masked for recombination. Phylogenetic trees were visualised using ggtree (Yu et al., 2017) in R studio (v4.0.2).3

In silico multi-locus sequence types (MLST) were determined using the mlst tool (v. 2.10)4 and the E. faecium pubMLST database).5

The vanA and vanB vancomycin resistance genes, were identified in silico using ABRicate (v. 1.0.1)6 and the Resfinder database (Zankari et al., 2012) using the default settings.

Murine Vancomycin-Resistant Enterococcus faecium Bacteraemia Model

Animal experimentation was carried out with approval from the University of Melbourne, Department of Biochemistry and Molecular Biology, Dental Science, Medicine, Microbiology & Immunology, and Surgery Animal Ethics Committee. A total of 6–8 weeks old female C57BL/6 mice were infected with either the daptomycin-susceptible strain DMG1800332, or daptomycin-resistant clinical isolates DMG1901766, DMG1700661 (Carter et al., 2018), or DMG1700787. Mice were infected via intraperitoneal injection with 109 CFU resuspended in sterile rat faecal extract (SRFE) (Singh et al., 1998). Controls were mock infected with SRFE only. Each strain was used to infect two groups of animals. Two hours post-infection, one group of animals was administered daptomycin (50 mg/kg) by subcutaneous injection [this results in similar exposure (AUC024) to that observed in humans receiving 8 mg/kg of daptomycin] (Heine et al., 2010) and the other group received saline (vehicle) by subcutaneous injection. At 24 h post infection, mice were killed by CO2 asphyxiation and blood collected by cardiac puncture into EDTA tubes before being washed and serially diluted in PBS. Dilutions were then plated onto ChromeID VRE agar (BioMerieux) for enumeration of VREfm in the blood.

Statistical significance was calculated using a non-parametric Mann–Whitney U-test using GraphPad Prism 9.0.1.

Results

Daptomycin Resistance Is Common in Clinical Australian Vancomycin-Resistant Enterococcus faecium Isolates

A random selection of 324 isolates was made from a larger unbiased collection of Australian and New Zealand isolates stored at the MDU PHL. These isolates comprised vanB-VREfm (n = 157), vanA-VREfm (n = 129), and vancomycin-susceptible E. faecium (VSEfm) (n = 38). All isolates underwent phenotypic daptomycin-susceptibility testing (Figures 1A–D).

FIGURE 1
www.frontiersin.org

Figure 1. Daptomycin susceptibility of E. faecium study isolates. Daptomycin MIC distribution of (A) all study isolates (n = 324); (B) VSEfm isolates (n = 38); (C) vanA-VREfm isolates (n = 129); and (D) vanB-VREfm isolates (n = 157). Australian isolates are represented by dark grey and dark red blocks and New Zealand isolates are represented by light grey and light red blocks. Daptomycin-susceptible MICs are shown in grey (MIC < 8 mg/L) and daptomycin-resistant MICs are highlighted in red (MIC ≥ 8 mg/L). The number of isolates with each MIC value shown on the x-axis is displayed above the respective bars.

Overall, the isolates displayed a unimodal wild-type MIC distribution (Figure 1A) with a mode MIC of 4 mg/L. When analysed by country, a unimodal MIC distribution was evident for both Australian and New Zealand isolates, with a mode MIC of 2 mg/L for Australian isolates and 4 mg/L for New Zealand isolates (Figure 1A). The MIC50 and MIC90 for Australian isolates was 4 and 8 mg/L, respectively, while New Zealand isolates had an MIC50 and MIC90 of 4 mg/L.

In total 49 daptomycin-resistant E. faecium isolates were identified according to current guidelines (Humphries, 2019) (MIC of ≥8 mg/L). This represents a resistance rate of 15.1% for the isolates tested. Although similar numbers of Australian and New Zealand E. faecium were tested (175 isolates from Australia and 150 isolates from New Zealand), the majority of daptomycin-resistant isolates were from Australia, with 39 isolates being from Australia and just 10 isolates from New Zealand.

Daptomycin Resistance Is Strongly Associated With vanA-Type Vancomycin-Resistant Enterococcus faecium

Strikingly, when analysed by E. faecium strain type (i.e. vanA-VREfm, vanB-VREfm, or VSEfm) a strong association between vanA-VREfm and daptomycin resistance was observed (Figure 1), with 96% of daptomycin-resistant isolates being of the vanA-VREfm type and 4% being VSEfm. No daptomycin-resistant vanB-VREfm study isolates were identified. Statistical analysis showed that vanA-VREfm were significantly more daptomycin-resistant than vanB-VREfm (p < 0.0001; Fisher’s exact test) and VSEfm (p < 0.0001; Fisher’s exact test), with MIC50 values of 4, 2, and 4 mg/L for vanA-VREfm, vanB-VREfm, and VSEfm, respectively, and MIC90 values of 8, 4, and 4 mg/L, respectively. Country of origin did not influence the correlation between daptomycin resistance and vanA-VREfm (Figure 1).

Daptomycin Resistance Occurs in Phylogenetically Diverse Enterococcus faecium Clinical Isolates

Given the strong association of vanA-VREfm and daptomycin-resistance it was important to determine whether the isolates were clonal. MLST analysis showed that daptomycin-resistance occurred in eight different sequence types (STs); ST203, ST80, ST1421, ST17, ST761, ST78, ST230, and ST22 (Figure 2). Our analyses showed that each ST formed a monophyletic clade, with the exception of ST80 and ST17, which were paraphyletic. ST203 was the predominant type, comprising 47% (n = 23/49) of daptomycin-resistant isolates. ST80 also accounted for a large proportion (29%, n = 14/49) of resistant isolates. The remaining daptomycin-resistant isolates consisted of four ST1421 isolates (8%), three ST17 isolates (6%), two ST761 isolates (4%), and a single isolate (2%) for each of ST78, ST230, and ST22.

FIGURE 2
www.frontiersin.org

Figure 2. Maximum likelihood core-SNP phylogeny of 49 Australian and New Zealand daptomycin-resistant E. faecium isolates. Coloured blocks show the multi-locus sequence type (MLST), country of origin (country), year of isolation (year), van status (i.e., vanA, vanB, and VSE) and daptomycin MIC (8 and 16 mg/L) for each isolate within the phylogeny. Grey blocks show the presence of the RNAP β-subunit S494F mutation (RpoB S494F), the RNAP β′-subunit T641K mutation (RpoC T641K), the LiaR S19F mutation, the DltC S63C mutation, the LiaR W73C and LiaS T120A co-occurring mutations or mutations within ClsA previously associated with daptomycin resistance in VREfm (ClsA various). The vanA-VREfm strain D0 (TX16) (Diaz et al., 2014) was used as the reference.

To understand the phylogenetic relatedness of daptomycin-resistant study isolates, a maximum likelihood phylogeny was constructed (Figure 2). Substantial genetic diversity was evident, with a mean core genome alignment pairwise SNP distance of 4,161 SNPs (range 0–9,231 SNPs). The population structure was polyphyletic, with multiple distinct clades evident, generally summarised by previously assigned multi-locus ST.

Despite this overall level of diversity among resistant isolates, isolates from the predominant ST203 group displayed more restricted diversity, and had a mean pairwise SNP distance of 94 core genome SNPs (range 0–872 SNPs). There was evidence of clonal spread within the Australian ST203 clade, with 21 out of 23 isolates differing by no more than 39 core genome SNPs. In contrast, isolates within the second largest daptomycin-resistant group (ST80) were more genetically diverse, with a mean pairwise SNP distance of 3,600 SNPs (range 0–7178 SNPs). Notably, daptomycin-resistant ST80 isolates clustered throughout the tree within four distinct sub-clades, some containing both Australian and New Zealand isolates.

These data collectively suggest that daptomycin resistance in Australian and New Zealand VREfm clinical isolates has arisen independently and is not the consequence of a recent clonal outbreak.

Novel Mutations Are Associated With Daptomycin Resistance in Australian and New Zealand Clinical Vancomycin-Resistant Enterococcus faecium Isolates

To understand the genetic changes associated with daptomycin resistance in the Australian and New Zealand study isolates, whole genome sequences from each resistant strain were analysed to identify any known E. faecium daptomycin resistance mutations. This analysis led to the identification of three isolates (6%) carrying the well-characterised W73C and T120A mutations in the LiaR and LiaS proteins respectively, and 22 isolates (44%) that harbour the less common S19F mutation in LiaR (Sorlózano et al., 2015). The isolates carrying the T120A and W73C LiaSR mutations were all ST80, with 2 of the isolates being from New Zealand and 1 from Australia (Figure 2). All 22 isolates carrying the S19F mutation in LiaR clustered within the ST203 clade and were of Australian origin (Figure 2). No other mutations previously linked with daptomycin resistance in E. faecium (shown in Supplementary Table 2) were identified, including within the clsA gene (Humphries et al., 2012; Tran et al., 2013; Lellek et al., 2015; Wang et al., 2018; Prater et al., 2019). Three novel SNPs (relative to the reference strain E. faecium D0) in genes associated with daptomycin resistance in Staphylococcus aureus were however identified. These mutations were S63C in DltC, which plays a role in D-alanylation of teichoic acid, a T641K mutation in the RNA polymerase (RNAP) β′-subunit, encoded by rpoC and a S494F mutation in the RNAP β-subunit, encoded by rpoB. These mutations were present in 22 (45%), 30 (61%), and 31 (63%) daptomycin-resistant isolates, respectively.

The DltC and LiaR mutations were found exclusively in Australian ST203 isolates, where they co-occurred with each other as well as the S494F and T641K mutations in RNAP (Figure 2). The RNAP mutations were more widespread and were present in both Australian and New Zealand isolates and from four different STs (ST203, ST80, ST17, and ST761). Notably, the RNAP mutations co-occurred in all but one isolate (AUSMDU00004090) irrespective of lineage.

Given the high proportion of daptomycin-resistance among Australian VREfm isolates, a phylogenetic reconstruction of just Australian VREfm study isolates was made (Figure 3). Two daptomycin-susceptible isolates (DMG1901764 and DMG1901754) were excluded from this analysis as outliers (SNP distance from reference 58,442 and 53,355, respectively). This phylogenetic reconstruction showed that daptomycin-resistant isolates were distributed throughout the phylogeny and were generally interspersed with daptomycin-susceptible isolates of the same ST, providing further support for the hypothesis that daptomycin resistance may have emerged independently on multiple occasions within Australia. Daptomycin-resistant ST203 isolates were an exception to this general observation, with daptomycin-resistant ST203 isolates appearing to form a monophyletic clade that was separated for daptomycin-susceptible ST203 study isolates. With this in mind, it is perhaps noteworthy that all daptomycin-resistant ST203 study isolates carried vanA, while all susceptible isolates, with one exception (AUSMDU00012789), were either VSEfm or carried vanB.

FIGURE 3
www.frontiersin.org

Figure 3. Maximum likelihood core-SNP phylogeny of 173 Australian E. faecium study isolates. Coloured blocks show the multi-locus sequence type (MLST), country of origin (country), year of isolation (year), van status (i.e., vanA, vanB, and VSE) and daptomycin status (resistant or susceptible) for each isolate within the phylogeny. Grey blocks show the presence of the RNAP β-subunit S494F mutation (RpoB S494F), the RNAP β′-subunit T641K mutation (RpoC T641K), the LiaR S19F mutation, the DltC S63C mutation, the LiaR W73C and LiaS T120A co-occurring mutations or mutations within ClsA previously associated with daptomycin resistance in VREfm (ClsA various) for each isolate within the phylogeny. The vanA-VREfm strain D0 (TX16) (Diaz et al., 2014) was used as the reference.

The genomes of each Australian isolate (both daptomycin-resistant and -susceptible) were then interrogated for the presence of the RNAP β-subunit S494F, RNAP β′-subunit T641K, DltC S63C, and LiaR S19F mutations. There was a clear correlation between the presence of these mutations and daptomycin-resistance, as shown in Figure 3, with comparatively few daptomycin-susceptible isolates identified that carried these mutations. Overall, the S494F and T641K mutations in RNAP β- and β′-subunits respectively were found in 75% (29 out of 39 isolates) and 71% (28 out of 39 isolates) of daptomycin-resistant isolates respectively, compared to just 4.5% of daptomycin-susceptible isolates (6 out of 136 isolates). Similarly, the S19F mutation in LiaR and S63C mutations in DltC were identified in a high proportion (56 and 53%, respectively) of daptomycin-resistant isolates, but both mutations were much less abundant (3%; 4 of 136 isolates) in daptomycin-susceptible isolates. In comparison, the LiaR W73C and LiaS T120A mutations were identified in just 2.5% of daptomycin-resistant isolates (1 out of 39 isolates) and 0.73% of daptomycin-susceptible VREfm isolates (1 out of 136 isolates). Overall, approximately 77% (30 of 39 isolates) of Australian daptomycin-resistant VREfm study isolates carried mutations within the liaR, rpoB, rpoC, or dltC genes compared to 6% (8 or 136 isolates) of daptomycin-susceptible isolates. Spearman’s correlation test confirmed a significant correlation between daptomycin-resistant VREfm and the presence of the S494F RNAP β-subunit mutation (p < 0.0001), the T641K RNAP β′-subunit mutation (p < 0.0001), the S19F LiaR mutation (p < 0.0001) and the S63F DltC mutation (p < 0.0001). Given the low number of isolates carrying the LiaR W73C and LiaS T120A co-mutations it was not possible to determine whether they were significantly correlated with daptomycin-resistance or not.

Collectively these data suggest that specific mutations in LiaR, DltC, and RNAP, which are not commonly seen overseas, might play an important role in daptomycin resistance in Australian VREfm.

Infection With the Dominant Australian Daptomycin-Resistant Vancomycin-Resistant Enterococcus faecium Clone Is Associated With Reduced Daptomycin Treatment Efficacy in a Murine Bacteraemia Model

The clinical impact of daptomycin-resistant VREfm on daptomycin treatment efficacy is currently not well defined. A murine model of VREfm bacteraemia was therefore used to determine whether infection with the predominant daptomycin-resistant clone identified in this study (ST203) would lead to reduced daptomycin treatment efficacy. Three ST203 daptomycin-resistant isolates (DMG1901766, DMG1700787, and DMG1700661), as well as a daptomycin-susceptible control strain (DMG1800332) were used to infect separate groups of mice. The daptomycin-susceptible control strain had a daptomycin MIC of 4 mg/L, while DMG1901766 had an MIC of 8 mg/L and DMG1700787 and DMG1700661 both had daptomycin MICs of 16 mg/L.

There was no significant difference in the level of each isolate in the blood of saline treated mice, with infected animals displaying a profound bacteraemia (bacterial counts ranging from 107 to 1012CFU/mL of blood) regardless of the infecting isolate (Figure 4). As expected, a reduced level of VREfm was observed in the blood of animals treated with daptomycin in comparison to saline treated mice. Notably, under the conditions tested, there was more VREfm in the blood of daptomycin treated animals infected with daptomycin-resistant isolates than in animals infected with the daptomycin-susceptible control isolate, with mean values of 7.5 × 105, 1.3 × 106, 4.5 × 107, and 2.6 × 107 CFU/mL of blood in mice infected with DMG1800332 (MIC = 4 mg/L), DMG1901766 (MIC = 8 mg/L), DMG1700661 (MIC = 16 mg/L), and DMG1700787 (MIC = 16 mg/L), respectively (Figure 4). While the level of VREfm in the blood of daptomycin treated animals infected with DMG1901766 and DMG1800332 was not significantly different, there was significantly higher levels of DMG1700661 and DMG1700787 in the blood of infected mice compared with the control isolate (Figure 4). Based on the mean levels of VREfm in the blood of daptomycin treated mice compared to saline treated control animals there was a 6-fold, 95-fold, and 185-fold reduction in VREfm clearance from the blood of animals infected with DMG1901766, DMG1700787, and DMG1700661, respectively, compared to the daptomycin-susceptible DMG1800332 control isolate. These data indicate that infection with daptomycin-resistant E. faecium can compromise the efficacy of daptomycin treatment in the context of bloodstream infections.

FIGURE 4
www.frontiersin.org

Figure 4. Efficacy of daptomycin treatment in a mouse model of VREfm bacteraemia. VREfm blood counts in uninfected mice administered sterile rate faecal extract (SRFE) or in mice infected with the daptomycin-susceptible isolate DMG1800332 (green) or daptomycin-resistant isolates DMG1901766 (orange), DMG1700661 (blue), or DMG1700787 (purple), and treated with either saline (untreated) or 50 mg/kg of daptomycin (DAP treated). Each coloured circle represents one animal (n = 10–15 mice), with the median value displayed by the horizontal black line. Error bars represent the 95% CI. p-Values were calculated using a Mann–Whitney non-parametric test and are shown for the indicated groups; ns indicates no significant difference between groups (p ≥ 0.05).

Discussion

Healthcare-associated infections caused by VREfm are a major public health issue globally, with daptomycin being one of the only therapeutic options for treating these infections. Despite this, our understanding of daptomycin resistance in VREfm is incomplete.

A global surveillance study has suggested that the proportion of daptomycin-resistant isolates among VREfm globally may be as low as 0.18% (Sader et al., 2014). However, a meta-analysis of 23 international studies found that the prevalence of daptomycin-resistant VREfm was variable with a range of 0.6–19.5% depending on the study (Kelesidis et al., 2011). In keeping with this, our results suggest that daptomycin-resistant VREfm might be common on the Australasian continent, particularly in Australia where approximately 22% of study isolates were phenotypically resistant to daptomycin. It should be noted that although our study suggests a high rate of daptomycin-resistant VREfm in Australia, the proportion of daptomycin resistance can be influenced by testing method. Further, the non-uniform nature in which isolates were collected means it is not possible to determine an epidemiologically meaningful prevalence rate. As such, future studies should be carried out with isolates that have been collected in an unbiased manner, from multiple sites and over strictly defined timeframes.

Our study identified a previously unreported link between daptomycin resistance and vanA-VREfm, with 95% of resistant isolates carrying the vanA gene. This finding is of particular concern given the dramatic increase in recent years of vanA-VREfm in Australia, where vanB-VREfm has traditionally been the most prevalent type (Coombs et al., 2014). Surprisingly, despite the predominance of vanB-VREfm in Australia and New Zealand, we did not find any vanB-VREfm isolates that displayed a daptomycin-resistant phenotype.

Daptomycin-resistant vanA-VREfm were polyclonal, with eight different STs represented. Overall, daptomycin-resistant isolates were phylogenetically diverse, indicating that daptomycin resistance in Australia and New Zealand has not arisen as a consequence of a recent clonal outbreak and has likely emerged independently in multiple VREfm lineages. More in depth sampling and bioinformatics analyses are however needed to confirm this hypothesis. Of note, isolates within the largest clade of daptomycin-resistant study isolates (ST203) were closely related and displayed clear evidence of clonal spread.

It is not clear why vanA-VREfm are so strongly associated with daptomycin resistance in our study isolates, especially given the well documented dominance of vanB-VREfm in Australia and New Zealand (Lee et al., 2018). It seems unlikely that the vanA operon would contribute directly to daptomycin resistance, given the different mechanisms and sites of action of vancomycin and daptomycin. As such, we speculate that different selective pressures may exist for vanA-VREfm compared to vanB-VREfm, which lead to the selection of daptomycin-resistant vanA-VREfm more commonly than vanB-VREfm. One possibility is that vanA-VREfm are more often exposed to daptomycin, since patients infected with vanB-VREfm would likely receive teicoplanin as a first-line therapy in preference to daptomycin.

Previous studies have suggested that liaFSR mutations are the dominant mechanism associated with daptomycin resistance in E. faecium (Casapao et al., 2013; Diaz et al., 2014). In agreement with this, we identified mutations within liaSR in approximately 50% of the daptomycin-resistant study isolates. The co-occurring W73C and T120A mutations in LiaR and LiaS, respectively are arguably the most commonly reported mutations associated with daptomycin-resistance in E. faecium, particularly in the United States (Diaz et al., 2014; Davlieva et al., 2018). These mutations were however poorly represented in our isolate collection and were only identified in three isolates. More common amongst our E. faecium isolates was the S19F mutation in LiaR, which was identified in 45% of daptomycin-resistant study isolates. Although less common than the W73C LiaR mutation in overseas isolates, the S19F mutation has previously been linked with daptomycin-resistance in an E. faecium isolate collected from an immunocompromised patient in Spain (Sorlózano et al., 2015). Our findings suggest that in Australia this mutation may be more dominant than other LiaSR mutations commonly seen overseas. In addition to mutations in the liaFSR system, we identified several mutations that were over-represented in our daptomycin-resistant Australian study isolates compared to Australian daptomycin-susceptible study isolates. These were a S63C mutation in DltC, which encodes a D-alanyl carrier protein involved in the D-alanylation of lipoteichoic acid, a S494F mutation in the β-subunit of the RNAP complex and a T641K mutation in the β′-subunit of the RNAP complex. Although these mutations have not previously been linked with daptomycin resistance in E. faecium, changes within the dlt operon and the RNAP complex have previously been linked with daptomycin-resistance in S. aureus (Friedman et al., 2006; Cui et al., 2010; Mishra et al., 2014), providing support for our hypothesis that these mutations might play a role in the emergence of daptomycin resistance in E. faecium. The mutations in the β- and β′-subunits of the RNAP complex were most strongly associated with daptomycin resistance, being present in over 60% of daptomycin-resistant study isolates. The co-occurrence of RNAP mutations with the S63C mutation in DltC and the S19F mutation in LiaR in isolates within the ST203 clade raises the possibility of cooperativity between these mutations. Further molecular studies using isogenic mutants are however needed to conclusively determine the role that these individual and combined mutations play in daptomycin resistance in E. faecium. Nevertheless, our study adds to a growing body of work suggesting that daptomycin resistance in E. faecium is heterogeneous and involves multiple different genes and cellular pathways.

Previous reports have suggested that daptomycin-resistant VREfm can lead to daptomycin treatment failure (Munita et al., 2014), however, there remains a level of uncertainty around the clinical consequences associated with infection by these isolates. To determine whether infection with the predominant daptomycin-resistant clone identified here might impact on daptomycin treatment efficacy, we used a murine VREfm bacteraemia model. These experiments showed that daptomycin treatment was compromised in animals infected with this clone, with the effect being most pronounced in isolates that displayed a daptomycin MIC of 16 mg/L. This is in agreement with some clinical studies that have shown decreased rates of clinical success as the daptomycin MIC increased (Casapao et al., 2013). A recent report documenting the isolation of clinical vanA-VREfm isolates possessing daptomycin MICs in the range of 16–32 mg/L are therefore of particular concern (Wang et al., 2018).

The daptomycin dose used in our mouse bacteraemia model has previously been shown to give a level of exposure within the range observed in humans treated with 8 mg/kg/day daptomycin (Heine et al., 2010). This is a commonly used dose in humans infected with VREfm (Casapao et al., 2013; Britt et al., 2017), however, a recent study suggested that high dose daptomycin (≥10 mg/kg/day) might be more effective in treating enterococcal infections (Britt et al., 2017). Further studies on the efficacy of high dose daptomycin for treating infections caused by daptomycin-resistant VREfm are therefore warranted.

Conclusion

In summary, we have identified a strong association between vanA-VREfm and daptomycin resistance. Further, we have identified a number of novel mutations that are over-represented in Australian daptomycin-resistant VREfm compared to daptomycin-susceptible isolates. Finally, using a murine model of VREfm infection, we have shown that infection with the predominant Australian daptomycin-resistant clone significantly impacts on daptomycin treatment efficacy in the context of VREfm bloodstream infections. These findings suggest that clinical decision making regarding the use of daptomycin for infections caused by vanA-VREfm should be carefully guided by knowledge of local resistance patterns and supported by phenotypic susceptibility testing of individual vanA-VREfm isolates.

Data Availability Statement

The data presented in the study are deposited in the ENA repository under bioprojects PRJNA433676, PRJNA565795, PRJEB23767, PRJNA565795, and PRJEB47276.

Ethics Statement

The animal study was reviewed and approved by The University of Melbourne, Department of Biochemistry and Molecular Biology, Dental Science, Medicine, Microbiology & Immunology, and Surgery Animal Ethics Committee.

Author Contributions

GC and BH conceived and planned the experiments. LL, CH, AT, and YN performed the planned experiments. CG, TS, and TPS provided critical insights into the bioinformatic analyses performed in the study. KD, NS, and DW isolated the VREfm isolates used. LL and GC co-wrote the manuscript with critical feedback and input from all authors.

Funding

The project was supported by National Health and Medical Research Council (NHMRC) of Australia funding (GNT1185213, GNT1160745, and GNT1105905). MDU PHL was funded by the Victorian Government, Australia and ESR was funded by the New Zealand Ministry of Health, who funded the collection of New Zealand isolates. A subgroup of isolates was collected as part of a project funded by Melbourne Genomics Health Alliance.

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.

Acknowledgments

We would like to thank the staff at the MDU PHL, Australia and within the Antimicrobial Reference and Nosocomial Infections Laboratories at the Institute of Environmental Science and Research (ESR), New Zealand. Melbourne resources platform staff at the University of Melbourne are also thanked for technical assistance with animal husbandry.

Supplementary Material

The Supplementary Material for this article can be found online at: https://www.frontiersin.org/articles/10.3389/fmicb.2021.749935/full#supplementary-material

Footnotes

  1. ^ https://github.com/tseemann/shovill
  2. ^ https://github.com/tseemann/snippy
  3. ^ https://www.R-project.org/
  4. ^ https://github.com/tseemann/mlst
  5. ^ http://pubmlst.org/efaecium/
  6. ^ https://github.com/tseemann/abricate

References

Beriashvili, D., Taylor, R., Kralt, B., Abu Mazen, N., Taylor, S. D., and Palmer, M. (2018). Mechanistic studies on the effect of membrane lipid acyl chain composition on daptomycin pore formation. Chem. Phys. Lipids 216, 73–79. doi: 10.1016/j.chemphyslip.2018.09.015

PubMed Abstract | CrossRef Full Text | Google Scholar

Britt, N. S., Potter, E. M., Patel, N., and Steed, M. E. (2017). Comparative Effectiveness and Safety of Standard-, Medium-, and High-Dose Daptomycin Strategies for the Treatment of Vancomycin-Resistant Enterococcal Bacteremia Among Veterans Affairs Patients. Clin. Infect. Dis. 64, 605–613. doi: 10.1093/cid/ciw815

PubMed Abstract | CrossRef Full Text | Google Scholar

Carter, G. P., Buultjens, A. H., Ballard, S. A., Baines, S. L., Tomita, T., Strachan, J., et al. (2016). Emergence of endemic MLST non-typeable vancomycin-resistant Enterococcus faecium. J. Antimicrob. Chemother. 71, 3367–3371. doi: 10.1093/jac/dkw314

PubMed Abstract | CrossRef Full Text | Google Scholar

Carter, G. P., Harjani, J. R., Li, L., Pitcher, N. P., Nong, Y., Riley, T. V., et al. (2018). 1,2,4-Oxadiazole antimicrobials act synergistically with daptomycin and display rapid kill kinetics against MDR Enterococcus faecium. J. Antimicrob. Chemother. 73, 1562–1569. doi: 10.1093/jac/dky064

PubMed Abstract | CrossRef Full Text | Google Scholar

Casapao, A. M., Kullar, R., Davis, S. L., Levine, D. P., Zhao, J. J., Potoski, B. A., et al. (2013). Multicenter study of high-dose daptomycin for treatment of enterococcal infections. Antimicrob. Agents Chemother. 57, 4190–4196. doi: 10.1128/AAC.00526-13

PubMed Abstract | CrossRef Full Text | Google Scholar

Clinical and Laboratory Standards Institute (CLSI) (2015). Performance Standards for Antimicrobial Susceptibility Testing, 26th Edn. Wayne: Clinical and Laboratory Standards Institute.

Google Scholar

Coombs, G. W., Pearson, J. C., Daley, D. A., Le, T., Robinson, O. J., Gottlieb, T., et al. (2014). Molecular epidemiology of enterococcal bacteremia in Australia. J. Clin. Microbiol. 52, 897–905. doi: 10.1128/JCM.03286-13

PubMed Abstract | CrossRef Full Text | Google Scholar

Croucher, N. J., Page, A. J., Connor, T. R., Delaney, A. J., Keane, J. A., Bentley, S. D., et al. (2014). Rapid phylogenetic analysis of large samples of recombinant bacterial whole genome sequences using Gubbins. Nucleic Acids Res. 43:e15. doi: 10.1093/nar/gku1196

PubMed Abstract | CrossRef Full Text | Google Scholar

Cui, L., Isii, T., Fukuda, M., Ochiai, T., Neoh, H. M., Camargo, I. L., et al. (2010). An RpoB mutation confers dual heteroresistance to daptomycin and vancomycin in Staphylococcus aureus. Antimicrob. Agents Chemother. 54, 5222–5233. doi: 10.1128/AAC.00437-10

PubMed Abstract | CrossRef Full Text | Google Scholar

Davlieva, M., Wu, C., Zhou, Y., Arias, C. A., and Shamoo, Y. (2018). Two Mutations Commonly Associated with Daptomycin Resistance in Enterococcus faecium LiaS(T120A) and LiaR(W73C) Appear To Function Epistatically in LiaFSR Signaling. Biochemistry 57, 6797–6805. doi: 10.1021/acs.biochem.8b01072

PubMed Abstract | CrossRef Full Text | Google Scholar

Diaz, L., Tran, T. T., Munita, J. M., Miller, W. R., Rincon, S., Carvajal, L. P., et al. (2014). Whole-genome analyses of Enterococcus faecium isolates with diverse daptomycin MICs. Antimicrob. Agents Chemother. 58, 4527–4534. doi: 10.1128/AAC.02686-14

PubMed Abstract | CrossRef Full Text | Google Scholar

Douglas, A. P., Marshall, C., Baines, S. L., Ritchie, D., Szer, J., Madigan, V., et al. (2019). Utilizing genomic analyses to investigate the first outbreak of vanA vancomycin-resistant Enterococcus in Australia with emergence of daptomycin non-susceptibility. J. Med. Microbiol. 68, 303–308. doi: 10.1099/jmm.0.000916

PubMed Abstract | CrossRef Full Text | Google Scholar

Friedman, L., Alder, J. D., and Silverman, J. A. (2006). Genetic changes that correlate with reduced susceptibility to daptomycin in Staphylococcus aureus. Antimicrob. Agents Chemother. 50, 2137–2145. doi: 10.1128/AAC.00039-06

PubMed Abstract | CrossRef Full Text | Google Scholar

Gorrie, C., Higgs, C., Carter, G., Stinear, T. P., and Howden, B. P. (2019). Genomics of Vancomycin-resistant Enterococcus faecium. Microb. Genom. 5:e000283. doi: 10.1099/mgen.0.000283

PubMed Abstract | CrossRef Full Text | Google Scholar

Heine, H. S., Bassett, J., Miller, L., Purcell, B. K., and Byrne, W. R. (2010). Efficacy of Daptomycin against Bacillus anthracis in a murine model of anthrax spore inhalation. Antimicrob. Agents Chemother. 54, 4471–4473. doi: 10.1128/AAC.00210-10

PubMed Abstract | CrossRef Full Text | Google Scholar

Humphries, R. M. (2019). The New, New Daptomycin Breakpoint for Enterococcus spp. J. Clin. Microbiol. 5:7. doi: 10.1128/JCM.00600-19

PubMed Abstract | CrossRef Full Text | Google Scholar

Humphries, R. M., Kelesidis, T., Tewhey, R., Rose, W. E., Schork, N., Nizet, V., et al. (2012). Genotypic and phenotypic evaluation of the evolution of high-level daptomycin nonsusceptibility in vancomycin-resistant Enterococcus faecium. Antimicrob. Agents Chemother. 56, 6051–6053. doi: 10.1128/AAC.01318-12

PubMed Abstract | CrossRef Full Text | Google Scholar

Kamboj, M., Cohen, N., Gilhuley, K., Babady, N. E., Seo, S. K., and Sepkowitz, K. A. (2011). Emergence of daptomycin-resistant VRE: experience of a single institution. Infect. Control Hosp. Epidemiol. 32, 391–394. doi: 10.1086/659152

PubMed Abstract | CrossRef Full Text | Google Scholar

Kelesidis, T., Humphries, R., Uslan, D. Z., and Pegues, D. A. (2011). Daptomycin nonsusceptible enterococci: an emerging challenge for clinicians. Clin. Infect. Dis. 52, 228–234. doi: 10.1093/cid/ciq113

PubMed Abstract | CrossRef Full Text | Google Scholar

Lee, R. S., Goncalves Da Silva, A., Baines, S. L., Strachan, J., Ballard, S., Carter, G. P., et al. (2018). The changing landscape of vancomycin-resistant Enterococcus faecium in Australia: a population-level genomic study. J. Antimicrob. Chemother. 73, 3268–3278. doi: 10.1093/jac/dky331

PubMed Abstract | CrossRef Full Text | Google Scholar

Lellek, H., Franke, G. C., Ruckert, C., Wolters, M., Wolschke, C., Christner, M., et al. (2015). Emergence of daptomycin non-susceptibility in colonizing vancomycin-resistant Enterococcus faecium isolates during daptomycin therapy. Int. J. Med. Microbiol. 305, 902–909. doi: 10.1016/j.ijmm.2015.09.005

PubMed Abstract | CrossRef Full Text | Google Scholar

Mishra, N. N., Bayer, A. S., Weidenmaier, C., Grau, T., Wanner, S., Stefani, S., et al. (2014). Phenotypic and genotypic characterization of daptomycin-resistant methicillin-resistant Staphylococcus aureus strains: relative roles of mprF and dlt operons. PLoS One 9:e107426. doi: 10.1371/journal.pone.0107426

PubMed Abstract | CrossRef Full Text | Google Scholar

Munita, J. M., Mishra, N. N., Alvarez, D., Tran, T. T., Diaz, L., Panesso, D., et al. (2014). Failure of high-dose daptomycin for bacteremia caused by daptomycin-susceptible Enterococcus faecium harboring LiaSR substitutions. Clin. Infect. Dis. 59, 1277–1280. doi: 10.1093/cid/ciu642

PubMed Abstract | CrossRef Full Text | Google Scholar

Munita, J. M., Panesso, D., Diaz, L., Tran, T. T., Reyes, J., Wanger, A., et al. (2012). Correlation between mutations in liaFSR of Enterococcus faecium and MIC of daptomycin: revisiting daptomycin breakpoints. Antimicrob. Agents Chemother. 56, 4354–4359. doi: 10.1128/AAC.00509-12

PubMed Abstract | CrossRef Full Text | Google Scholar

Nguyen, L. T., Schmidt, H. A., Von Haeseler, A., and Minh, B. Q. (2015). IQ-TREE: a fast and effective stochastic algorithm for estimating maximum-likelihood phylogenies. Mol. Biol. Evol. 32, 268–274. doi: 10.1093/molbev/msu300

PubMed Abstract | CrossRef Full Text | Google Scholar

Prater, A. G., Mehta, H. H., Kosgei, A. J., Miller, W. R., Tran, T. T., Arias, C. A., et al. (2019). Environment Shapes the Accessible Daptomycin Resistance Mechanisms in Enterococcus faecium. Antimicrob. Agents Chemother. 63, e00790–19. doi: 10.1128/AAC.00790-19

PubMed Abstract | CrossRef Full Text | Google Scholar

Sader, H. S., Farrell, D. J., Flamm, R. K., and Jones, R. N. (2014). Daptomycin activity tested against 164457 bacterial isolates from hospitalised patients: summary of 8 years of a Worldwide Surveillance Programme (2005-2012). Int. J. Antimicrob. Agents 43, 465–469. doi: 10.1016/j.ijantimicag.2014.01.018

PubMed Abstract | CrossRef Full Text | Google Scholar

Seemann, T. (2014). Prokka: rapid prokaryotic genome annotation. Bioinformatics 30, 2068–2069. doi: 10.1093/bioinformatics/btu153

PubMed Abstract | CrossRef Full Text | Google Scholar

Singh, K. V., Qin, X., Weinstock, G. M., and Murray, B. E. (1998). Generation and testing of mutants of Enterococcus faecalis in a mouse peritonitis model. J. Infect. Dis. 178, 1416–1420. doi: 10.1086/314453

PubMed Abstract | CrossRef Full Text | Google Scholar

Sorlózano, A., Panesso, D., Navarro-Marí, J. M., Arias, C. A., and Gutiérrez-Fernández, J. (2015). Characterization of daptomycin non-susceptible Enterococcus faecium producing urinary tract infection in a renal transplant recipient. Rev. Esp. Quimioter. 28, 207–209.

Google Scholar

Tran, T. T., Panesso, D., Gao, H., Roh, J. H., Munita, J. M., Reyes, J., et al. (2013). Whole-genome analysis of a daptomycin-susceptible Enterococcus faecium strain and its daptomycin-resistant variant arising during therapy. Antimicrob. Agents Chemother. 57, 261–268. doi: 10.1128/AAC.01454-12

PubMed Abstract | CrossRef Full Text | Google Scholar

Wang, G., Yu, F., Lin, H., Murugesan, K., Huang, W., Hoss, A. G., et al. (2018). Evolution and mutations predisposing to daptomycin resistance in vancomycin-resistant Enterococcus faecium ST736 strains. PLoS One 13:e0209785. doi: 10.1371/journal.pone.0209785

PubMed Abstract | CrossRef Full Text | Google Scholar

Werth, B. J., Steed, M. E., Ireland, C. E., Tran, T. T., Nonejuie, P., Murray, B. E., et al. (2014). Defining daptomycin resistance prevention exposures in vancomycin-resistant Enterococcus faecium and Enterococcus faecalis. Antimicrob. Agents Chemother. 58, 5253–5261. doi: 10.1128/AAC.00098-14

PubMed Abstract | CrossRef Full Text | Google Scholar

World Health Organization [WHO] (2017). Global Priority List of Antibiotic-Resistant Bacteria to Guide Research, Discovery, and Development of New Antibiotics.

Google Scholar

Yu, G., Smith, D. K., Zhu, H., Guan, Y., and Lam, T. T. Y. (2017). ggtree: an R package for visualization and annotation of phylogenetic trees with their covariates and other associated data. Methods Ecol. Evol. 8, 28–36. doi: 10.1111/2041-210X.12628

CrossRef Full Text | Google Scholar

Zankari, E., Hasman, H., Cosentino, S., Vestergaard, M., Rasmussen, S., Lund, O., et al. (2012). Identification of acquired antimicrobial resistance genes. J. Antimicrob. Chemother. 67, 2640–2644. doi: 10.1093/jac/dks261

PubMed Abstract | CrossRef Full Text | Google Scholar

Keywords: Enterococcus faecium, daptomycin-resistance, vanA, bacteraemia, single nucleotide polymorphisms (SNPs)

Citation: Li L, Higgs C, Turner AM, Nong Y, Gorrie CL, Sherry NL, Dyet KH, Seemann T, Williamson DA, Stinear TP, Howden BP and Carter GP (2021) Daptomycin Resistance Occurs Predominantly in vanA-Type Vancomycin-Resistant Enterococcus faecium in Australasia and Is Associated With Heterogeneous and Novel Mutations. Front. Microbiol. 12:749935. doi: 10.3389/fmicb.2021.749935

Received: 30 July 2021; Accepted: 28 September 2021;
Published: 20 October 2021.

Edited by:

Henrietta Venter, University of South Australia, Australia

Reviewed by:

Francesc Coll, University of London, United Kingdom
Magnus Rasmussen, Lund University, Sweden
William Miller, University of Texas Health Science Center at Houston, United States

Copyright © 2021 Li, Higgs, Turner, Nong, Gorrie, Sherry, Dyet, Seemann, Williamson, Stinear, Howden and Carter. 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: Glen P. Carter, Z2xlbi5jYXJ0ZXJAdW5pbWVsYi5lZHUuYXU=

These authors share first authorship

These authors share senior authorship

Disclaimer: 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.