Tianyu Yan1†
Qi Zeng
Lin Wang
Nan Wang
Honghao Cao
Xinyi Xu
Xueli Chen- 1Engineering Research Center of Molecular and Neuro Imaging of Ministry of Education and School of Life Science and Technology, Xidian University, Xi’an, China
- 2School of Information Sciences and Technology, Northwest University, Xi’an, China
Natural products (NPs) are an important source for new drug discovery over the past decades, which have been demonstrated to be effectively used in cancer prevention, treatment, and adjuvant therapy. Many methods, such as the genomic and metabolomic approaches, immunochemistry, mass spectrometry, and chromatography, have been used to study the effects of NPs on cancer as well as themselves. Because of the advantages in specificity, sensitivity, high throughput, and cost-effectiveness, optical imaging (OI) approaches, including optical microscopic imaging and macroscopic imaging techniques have also been applied in the studies of NPs. Optical microscopic imaging can observe NPs as cancer therapeutics at the cellular level and analyze its cytotoxicity and mechanism of action. Optical macroscopic imaging observes the distribution, metabolic pathway, and target lesions of NPs in vivo, and evaluates NPs as cancer therapeutics at the whole-body level in small living animals. This review focuses on the recent advances in NPs as cancer therapeutics, with particular emphasis on the powerful use of optical microscopic and macroscopic imaging techniques, including the studies of observation of ingestion by cells, anticancer mechanism, and in vivo delivery. Finally, we prospect the wider application and future potential of OI approaches in NPs as cancer therapeutics.
Introduction
As an important tool to break through the bottleneck of drug development, natural products (NPs) and their derivatives have contributed about 50% of new drugs over the past 30 years (Camp et al., 2012; Newman and Cragg 2016), including anti-cancer, anti-inflammatory, and antibiotics (Shukla and Singh 2011). NPs extracts and some herbal formulas have proven to be useful in the prevention and treatment of cancer (Zhang et al., 2018). In China, the addition of traditional Chinese medicines or Chinese herbal medicines derived from NPs to cancer treatment is being accepted by more and more people because of its ability to improve the quality of life and low toxicity (Kasymjanova et al., 2018). NPs have the following effects in anti-cancer. Firstly, certain NPs can be used to prevent cancer, such as Urtica dioica, an edible plant with anticancer ability (Esposito et al., 2019). Secondly, NPs that have been confirmed to be toxic to cancer cells may be directly used in the treatment of cancer in the future. For example, isoflavones have effective growth inhibition and apoptosis induction effects on human and animal cancer cells (Sarkar and Li, 2009), and ursolic acid has anti-cancer properties for breast cancer and colorectal cancer (Chan et al., 2019). Thirdly, NPs can be used in combination with radiotherapy and chemotherapy. It has been reported that resveratrol can be used as an effective chemical protection and synergistic agent in cancer chemotherapy (Zhang et al., 2018; Xiao et al., 2019). Some cancers may not be sensitive to radiotherapy and chemotherapy, such as pancreatic cancer. In this case, NPs of various components can improve their therapeutic effect (Yue et al., 2017). In addition, multidrug resistance of tumors limits the therapeutic effects of existing antitumor drugs (Guo et al., 2017). Therefore, obtaining new anticancer drugs from NPs is an important method for humans to resist drug toxicity, drug resistance, and improve targeting (Saha and Khuda-Bukhsh, 2013).
At present, there are a variety of techniques available as a research method for obtaining anticancer drugs from NPs. First of all, functional genomics can study natural drugs from the perspective of mechanism of action (Harvey et al., 2015). Lukasz Huminiecki et al. have reviewed published functional genome studies on the relationship between curcumin and cancer, revealing the anticancer process of curcumin (Huminiecki et al., 2017). Zhenyu Yue et al. have developed a machine learning method that can comprehensively predict the response of NPs to a group of cancer cell lines based on the gene expression and chemical properties of NPs (Yue et al., 2015). Secondly, metabolomics methods can be used for quantitative and qualitative metabolite assessments in biological systems for environmental toxicology analysis and disease diagnosis (Cox et al., 2014). Vittoria Graziani et al. analyzed the cytotoxic effects of 31 metabolites from 14 legumes on colon cancer cell lines by metabolomics (Graziani et al., 2018). Tawfike et al. used metabolomics tools to analyze the effect of bioactive metabolites of Curvularia extract against leukemia cell line of K562 (Tawfike et al., 2018). Thirdly, chemical proteomics methods can provide important clues in the study of molecular targets of NPs (Yue et al., 2012). Yiqing Zhou et al. used a NP of pseudolaric acid B derived photoaffinity probe to directly target CD147, a glycosylated transmembrane protein on the surface of tumor cells, by chemical proteomics method (Zhou et al., 2017). Haibin Shi et al. developed a cell-permeable kinase probe derived from staurosporine for proteomic analysis of potential cellular targets in HepG2 cells (Shi et al., 2011). These methods mentioned above require some special tools such as chromatography, mass spectrometry, and Western blotting (Wu and Liang, 2010; Yang et al., 2015; da Silva et al., 2018; Wu et al., 2018).
However, methods such as genomics and metabolomics do not provide an intuitive morphological or functional image, while optical imaging (OI) techniques can compensate for this deficiency, providing two-dimensional or three-dimensional spatial distribution and functional information of drugs and lesions at the microscopic and macroscopic scales (Krucker and Sandanaraj, 2011; Walsh et al., 2017; Song et al., 2019). OI technology is a high-throughput detection technology. Due to its advantages in time and spatial resolution, imaging sensitivity, tissue specificity (Ntziachristos et al., 2005), OI technology has been widely used in gene expression, substance metabolism, cancer detection, drug development, and other fields (Weissleder et al., 1999; Sharpe et al., 2002; Gao et al., 2005; Sega and Low, 2008). OI covering microscopic and macroscopic imaging scales, can be used for imaging or analyzing living system at different levels, including molecular, cellular, tissue, and organ levels (Moriyama et al., 2008). Therefore, in the development of NPs based anticancer drugs, OI technology can be of great applicability in studying composition and action mechanism of drugs as well as evaluating their therapeutic effects. Optical microscopic imaging having a spatial resolution at micron or sub-micron level is suitable for observation of morphological and subcellular structures of cells, as well as quantitative analysis of biochemical components inside the cells (Gordon et al., 2007; Cui et al., 2008). With the help of super resolution techniques, molecular structures with resolutions below the diffraction limit (i.e., < 200 nm) can be achieved (Bullen, 2008). Optical macroscopic imaging technology can achieve large-scale imaging with resolution of sub-millimeter scale at tissue or organ level (Walsh et al., 2017). Importantly, it can provide in vivo whole-body imaging of living animals (Yang et al., 2000). With the help of labeling technique, optical macroscopic imaging can be used for tracking the delivery of drugs in vivo, detecting the enrichment state of drugs, as well as performing specific imaging of tumors to analyze the development of diseases and evaluate the therapeutic effect of drugs (Ntziachristos et al., 2004; Walsh et al., 2017).
In this review, we focus on the contribution of OI technology as a research tool to study NPs based anticancer drugs, including the studies of structure, composition, action mode, and therapeutic effects, and so on. The OI technologies include optical microscopic imaging technology represented by fluorescence microscopy and super-resolution microscopy, and optical macroscopic imaging technology with an example of near infrared (NIR) fluorescence imaging technique having a good targeting ability and detecting depth in the in vivo imaging of NPs. Finally, we prospect the wider application and future potential of OI approaches in NPs as cancer therapeutics.
Application of Optical Microscopic Imaging for Natural Products
Cell experiments of NPs by using a variety of cancer cell lines is an indispensable step in the screening of a NP with anticancer potential (Krutzik et al., 2008; Ashidi et al., 2010; Kell, 2013). Three aspects should be concerned in this process. First, the uptake of a compound derived from NPs in one cancer cell needs to be verified (Xing et al., 2012). Second, it is necessary to confirm action mechanism between NPs and cancer cells as well as the cell toxicity, which includes binding to specific organelles or cell structures, inhibiting the expression of important proteins in cells, and other factors that can cause changes in cell status (Lin et al., 2014; Cavalieri et al., 2015; Xie and Peng, 2017). Third, the effect of inducing apoptosis or inhibiting the increment of cancer cells by NPs should be investigated (Earley et al., 2012). Having high spatial resolution, optical microscopic imaging technology enables precise imaging of cell morphology and structures. Further combining with fluorescent labeling technique, it can realize the tracking and specific imaging of specific substance or structure labeled by fluorescent probes (Xie and Peng, 2018). With targeted labeling, fluorescence microscopy can monitor the NPs uptake in cells, track the intracellular targets of NPs, observe the NPs-induced destruction of cells, and count the cells having morphological changes to quantitatively analyze the anticancer effects of NPs. This high-resolution visualization provides the most direct evidence for anticancer studies of NPs.
Observation of Natural Products Ingested by Cancer Cells
Fluorescence based microscopic imaging has been an important research tool in the biomedical field over the past few decades. Fluorescence microscope and super-resolution microscope which provide high-resolution images of living systems, can observe the state of NPs ingested by cancer cells (Fumagalli et al., 2015), which is helpful for the preliminary screening of anticancer activity of NPs. Furthermore, with the fluorescence based microscopic imaging techniques, the distribution of NPs components in the cells can be precisely tracked to provide evidence for the targeting of the NP. Jürg Gertsch et al. prepared a green fluorescence labeled 12-aza-epothilone (azathilone) derivative, and used confocal laser scanning microscopy (CLSM) to directly observe that it entered into cancer cells and was distributed only in the cytoplasm (Figure 1A). Further results demonstrated that it bound to cell microtubules and inhibited the proliferation of cancer cells by preventing cell cycle from entering G2/M conversion (Gertsch et al., 2009). Maria V. Chatziathanasiadou et al. synthesized quercetin-alanine bioconjugation based on quercetin which is cytotoxic to cancer cells, and detected its cellular internalization to observe the cytotoxicity using confocal microscopy. The results demonstrated that quercetin-alanine bioconjugation had stronger cytotoxicity, which indicated that the bioconjugates of NPs could enhance the therapeutic effects of NPs (Chatziathanasiadou et al., 2018). Fidelia I. Uche et al. used CLSM to detect intracellular uptake of cycleanine that was labeled with Alexa 488 azide via specific click chemistry reaction and demonstrated the resistance of cycleanine to ovarian cancer (Uche et al., 2018). For tracking the drug entering the cell, Liwei Huang et al. used liposomes modified with folic acid to deliver artemisinin into lysosomes of cancer cells, resulting in lysosomal membrane permeabilization and inducing cell death. In their study, CLSM was used to detect the distribution of artemisinin in lysosomes (Huang et al., 2017). Paolo Beuzer et al. developed a STORM (stochastic optical reconstruction microscopy, a super-resolution imaging strategy) based experimental scheme to verify the anticancer potential of ophiobolin A, a phytotoxin produced by plant pathogen Drechslera gigantea and labeled with small molecule based fluorescent probes. The STORM technique provided high resolution image (12 to 30 nm) of the fluorescent probes, revealing that the fluorescence signals in the high concentration region are uniformly distributed in the nucleus and cytoplasm, while most of the signals in the lower concentration region are located outside the nuclear membrane (Beuzer et al., 2016).
Figure 1 Microscopic imaging of natural products in cell experiments. (A) The green fluorescent 12-aza-epothilone (azathilone) derivative localization in the cytoplasm, the blue area indicates the fluorescence imaging result of nucleus. Adapted with permission from Ref. Gertsch et al., 2009. (B) Confocal laser scanning microscopy detects mitochondria fission and swelling. Scale bar: 20 μm. Adapted with permission from Ref. Li et al., 2015. (C) Direct stochastic optical reconstruction microscopy imaging mTOR (red) and cell nucleus (blue). Scale bar: 10 μm. Adapted with permission from Ref. Teng et al., 2017. (D) Apoptosis assay of cells treated with apigenin by flow cytometry, yellow arrows indicate apoptotic cells. Adapted with permission from Ref. Cao et al., 2013.
Investigation of Anticancer Mechanism of Natural Products
Different NPs prevent the proliferation and induce the apoptosis of cancer cells in various ways, including disrupting the cytoskeleton, deactivating the function of a certain organelle, reducing the expression level of essential proteins, and interfering with the proliferation and division of cells. These changes often lead to significantly morphological feedback, which can be easily captured by optical microscopic imaging devices. For example, it has been reported that the optical microscopic imaging can be used to detect the cytoskeleton of cancer cells destroyed by NPs. Marisa Rangel et al. extracted geodiamolides A, B, H, and I from the marine sponge Geodia corticostylifera on the Brazilian coast and found that they have anti-proliferative effects on human breast cancer cell lines of T47D and MCF7. With the help of CLSM, they found that the anticancer mechanism of geodiamolides is to destroy the actin filaments in cancer cells, demonstrating the potential of these compounds to fight cancer (Rangel et al., 2006). Radim Havelek et al. used structured illumination microscopy, a super-resolution imaging strategy, to examine the effects of homochelidonine and chelidonine on blood cancer cells. Relevant results showed that homochelidonine and chelidonine caused microtubule disruption around the nucleus (Havelek et al., 2016). Optical microscopic imaging can also be used to explore effective dose of NPs. Wen-Jing Guo et al. employed CLSM to investigate the effects of different concentrations paclitaxel on the death form of human lung cancer cells. Corresponding results showed that paclitaxel of low concentration (35 nM) can lead to changes in the mode of apoptosis, including nuclear fragmentation, phosphatidylserine externalization, and G2/M cell cycle arrest. Although the mechanism of cell death induced by high concentration paclitaxel (70 µM) was not clear, imaging results showed that high concentration paclitaxel (70 µM) can lead to obvious cytoplasmic vacuolation (Guo et al., 2010). Xin Li et al. studied the mechanism of Guttiferone F on the growth inhibition of prostate cancer cells. They used red fluorescent dye to stain cells for observation of mitochondria via CLSM (Figure 1B). Results of LNCaP cells in serum depleted medium showed that the action of 10 µM Guttiferone F will cause the swelling of mitochondria, ultimately leading to cell apoptosis (Li et al., 2015). About the detection of life activities of cancer cells, Osayemwenre Erharuyi et al. reported their detection of anticancer NPs of African folklore. The CLSM results showed that one of the NPs, Jatropha multifida affected the cellular respiration of MCF-7 and BT-20 cells (Erharuyi et al., 2014). With the help of specially designed probes, super-resolution microscopy can be used to directly detect the concentration and distribution of specific proteins in cancer cells. Bo Teng et al. studied the molecular mechanism of anticancer effect of 20(S)-protopanaxadiol (PPD), a natural product of ginseng, on Hep-2 cells. With the help of direct STORM (STORM) technique, the authors demonstrated that PPD could reduce the number of mTOR as well as its downstream proteins of 4EBP1 and eIF4E (Figure 1C), and the degree of decrease was proportional to the concentration of PPD. Thus, PPD can inhibit mTOR pathway by reducing the expression level of related signal proteins (Teng et al., 2017).
Verification of Apoptosis
The decrease in proliferation rate of cancer cells and the apoptosis of cancer cells can provide the most direct evidence for cancer therapeutics. Optical microscopic imaging techniques have been already employed to observe the cell apoptosis and quantitative analysis of drug-treated cancer cells, including the traditional chemotherapeutic drugs and NPs (Sharma et al., 2012). Agata Antosiak et al. studied the toxicity of genistein on human ovarian cancer cells and monitored apoptosis of cancer cells using CLSM, whose images provided morphological information of cells, including membrane blebs and condensed or pyknotic nuclei. The experimental results confirmed anticancer activity of genistein-genistein-8-C-glucoside against ovarian cancer (Antosiak et al., 2017). Xucen Cao et al. analyzed the toxicity of apigenin (4’,5,7-trihydroxyflavone, a member of the flavone subclass of flavonoids present in fruits and vegetables) on the human breast cancer cells of T47D and MDA-MB-231, and the apoptosis of cells was observed using fluorescence microscopy and flow cytometry (Figure 1D) (Cao et al., 2013).
Application of Optical Macroscopic Imaging for Natural Products
In vitro cell experiments can observe the toxicity of NPs to different cancer cell lines, but when applied to living organisms, the complexity increases dramatically compared to the physiological environment in petri dishes (Walsh et al., 2016). Fortunately, in vivo experiments of small animals can establish a pharmacokinetics model closer to clinical application environment for NPs with anticancer potential (Dufort et al., 2010). Such experiments are usually performed by injecting the tested drugs into small animals implanted with tumors, which facilitates in vivo detection of tumors, and in vivo tracking the delivery as well as enrichment of drugs (Tsai et al., 2014). In this case, optical microscopic imaging technology is difficult to play an important role due to the low imaging depth and small field of view. With the help of fluorescent labeling technology, optical macroscopic imaging technology, such as fluorescence imaging technique, can be well adapted to whole body small animal imaging, providing with a large field of view and an acceptable resolution (Chen et al., 2014). By labeling the NPs with fluorescence probes, optical macroscopic imaging technology can monitor the transportation, enrichment and metabolism of drugs in the whole body of small animals in vivo (Bednar et al., 2007).
Monitoring the Delivery of Natural Products In Vivo
By conjugating the drug and fluorescent probe to a specific nano-carrier, optical macroscopic imaging technology enables real-time tracking of drug transport and enrichment within the organism with the help of fluorescent probe. Jianqin Lu et al. developed PEG5K-EB2 micelles in which the polyethylene glycol 5000 (PEG5K) and embelin (EB, a NP with anticancer activity) were conjugated to encapsulate hydrophobic drugs such as paclitaxel (PTX, a broad-spectrum cancer therapeutic). With the help of NIR fluorescence imaging, the enrichment of PEG5K-EB2 micelles within living animal can be observed in vivo, whose results showed that PEG5K-EB2 micelles mainly concentrated in the tumor site of mice except that a small amount existed in the liver and spleen (Lu et al., 2013). In order to improve the delivery capacity of gambogic acid (GA), a NP having anticancer ability, Wenzhe Huang et al. prepared a nano-formulation of GA using a series of telodendrimers and then applied it to living nude mice implanted with HT-29 cells (a human colon cancer cell line). Results of in vivo NIR fluorescence imaging showed that GA accumulated in tumor area (Figure 2A), which proved that the nano-formulation of GA had good targeting ability and a great potential of replacing traditional chemotherapy in colon cancer treatment (Huang et al., 2015).
Figure 2 Macroscopic imaging of natural products in living animal experiments. (A) Delivery process of gambogic acid in nude mice implanted with HT-29 cells. Adapted with permission from Ref. Huang et al., 2015. (B) Fluorescence images and infrared camera imaging results show that DPAHB nanovesicles can be used for both NIR fluorescence imaging and photothermal. Adapted with permission from Ref. Zheng et al., 2018.
Combining With Natural Products to Assist Cancer Treatment
It has been reported that certain compounds of NP can be used as a heat-generating agent of photothermal therapy (PTT) for adjuvant treatment of tumors, while NIR fluorescence imaging technology has good synergy with PTT. Xiuli Zheng et al. modified the hypocrellin B isolated from traditional Chinese medicine of Hypocrella bambusae with 1,2-diamino-2-methyl propane to form amino-substituted hypocrellin (DPAHB), and they combined DPAHB with poly(ethylene glycol)-b-poly(lactic-co-glycolic acid) to prepared biodegradable water-dispersible nanovesicles(DPAHB NVs). Under laser irradiation, the cytoplasm of 4T1 cells incubated with DPAHB NVs produced strong NIR emission, proving that the DPAHB NVs can be successfully absorbed by cancer cells and used as a contrast agent for fluorescence imaging. NIR fluorescence imaging of 4T1 tumor-bearing nude mice intravenously injected with DPAHB NVs, showed that DPAHB NVs accumulated in tumor, liver, and kidney. Under 721 nm excitation (0.8 W cm−2) to perform IR thermography, results showed that the temperature of tumor site where DPAHB NVs accumulated rapidly increased to 58.3°C (Figure 2B), which proved that DPAHB NVs can effectively convert NIR light into heat and be used for PPT treatment of tumors (Zheng et al., 2018). In the follow-up study, the same research group constructed hypocrellin-derivative nanoparticles (APHB NPs) and applied it to the in vivo deep tumor imaging, in which they successfully realized the synchronization of NIR fluorescence imaging and sonodynamic therapy of cancer treatment (Zheng et al., 2019).
Conclusion and Perspective
NPs are an important source for new drug discovery, and have been demonstrated to be effectively used in cancer prevention, treatment, and adjuvant therapy. Although many methods, such as the genomic approach, metabolomics approach, immunochemistry, mass spectrometry, and chromatography, have been used to study the effects of NPs on cancer as well as themselves, such tools do not provide an intuitive morphological or functional image. OI techniques, providing two-dimensional or three-dimensional spatial distribution and functional information of drugs and lesions at the microscopic and macroscopic scales, can compensate for this deficiency. This work reviewed the recent advances in NPs as cancer therapeutics, with particular emphasis on the powerful use of optical microscopic and macroscopic imaging techniques, including the studies of observation of ingestion by cells, anticancer mechanism, in vivo delivery, and therapeutic effects. With high time and spatial resolution, high sensitivity, and high specificity, OI technology has been widely used in drug development and therapy effect evaluation. In particular, some techniques have been used in clinical studies (Fung et al., 2007; Schaafsma et al., 2011). However, the potential applications of OI technology in NPs has not been fully tapped.
Screening of anticancer NPs requires accessing a variety of indicators, including the molecular structure, composition distribution, metabolic pathways, as well as the targeting, dosage, anticancer effects, and toxic side effects on cells, tissues, and living organisms. Raman spectroscopic imaging (RSI), providing the unique fingerprint information related to vibration bands of molecules, has the advantages of high chemical specificity, non-invasive detection capability, low sensitivity to water, and no special sample pretreatment, so that it has become an invaluable tool in the field of medicinal chemistry (Zhao et al., 2007; Evans and Xie, 2008; Freudiger et al., 2008; Kneipp et al., 2010). RSI has been widely used in all aspects of pharmaceuticals, including crystal form study, composition distribution and identification, pharmacological screening, and monitoring anticancer effect on cells and tissues (Popp and Windbergs, 2015; Seidel et al., 2019). Genetically modified probe based bioluminescence imaging can be used to study the metabolic pathways, anticancer mechanisms as well as toxic side effects on living small animals in vivo (Tung et al., 2014; Liu et al., 2015; Horibe et al., 2018). Dynamic OI techniques can in vivo monitor the delivery process and whole-body distribution of drugs inside the body of living animals, which is great helpful for the study of drug metabolism and mechanism of action (Moriyama et al., 2008; Ma et al., 2015; Zhang et al., 2017). The application examples of the above OI technology in medicinal chemistry can be used in the study of NPs in the same way.
During screening of anticancer NPs, a single research tool cannot achieve such comprehensive information at the same time, whether it is genomics, metabolomics, or OI technology. In addition, OI technology also has some shortcomings that cannot be ignored. For example, there is a contradictory balance among spatial resolution, field of view, and imaging speed. Penetration depth is another huge defect of OI technology, because light is easily scattered and absorbed by tissues. Fortunately, OI technology has good compatibility to integrate with other techniques, which can help it overcome the defects and expand the applications. For example, fusing with X-ray or CT imaging, OI technique can be powerfully used for imaging pharmacokinetic rates (Zhang et al., 2013), visualization of antitumor treatment (Ntziachristos et al., 2004), monitoring anticancer drug delivery (Tian et al., 2015), discriminating the efficacy of disease-modifying anti-rheumatic drug (Peterson et al., 2010), and so on. Similarly, OI techniques are also integrated with magnetic resonance imaging, nuclear imaging, or optoacoustic imaging (Ma et al., 2011; Razansky et al., 2012; Sun et al., 2018), which are applied in drug development, discovery, delivery, as well as therapy monitoring. Combining with miniaturization and endoscopy technology, optical microscopic imaging can even be applied to high-resolution imaging in vivo (Jabbour et al., 2014; Zong et al., 2017). In addition, other emerging OI techniques, such as fluorescence lifetime imaging and multiphoton imaging, can also be used for drug discovery and screening (Konig et al., 2006; Kumar et al., 2011).
In summary, OI technology, including both the optical microscopic imaging and macroscopic imaging techniques is a very important tool in the field of medicinal chemistry. We believe that the power of optical microscopic and macroscopic imaging will become a major boost for NPs as cancer therapeutics (Figure 3).
Figure 3 Application potential of optical microscopic and macroscopic imaging for natural products as cancer therapeutics.
Author Contributions
TY, QZ and XC designed the structure. TY and NW summarized the part of optical microscopic imaging. TY, LW, and HC summarized the part of optical macroscopic imaging. TY and QZ prepared the manuscript. TY, XX and XC modified the manuscript. TY and QZ contributed equally to this work.
Funding
This work was supported in part by the National Key R&D Program of China under Grant No. 2018YFC0910600, the National Natural Science Foundation of China under Grant Nos. 81627807, 11727813, 81571725, 81701853, 81871397, 91859109, 81660505, the Fok Ying-Tong Education Foundation of China under Grant 161104, the Program for the Young Top-notch Talent of Shaanxi Province, the Research Fund for Young Star of Science and Technology in Shaanxi Province under Grant No. 2018KJXX-018, the Best Funded Projects for the Scientific and Technological Activities for Excellent Overseas Researchers in Shaanxi Province (2017017), the Natural Science Basic Research Plan in Shaanxi Province of China under Grant Nos. 2018JM7072, 2019JQ-201, 2019JQ-045, and Fundamental Research Funds for Central Universities (JB181203, JB191201, JB191209).
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.
References
Antosiak, A., Milowska, K., Maczynska, K., Rozalska, S., Gabryelak, T. (2017). Cytotoxic activity of genistein-8-C-glucoside form Lupinus luteus L. and genistein against human SK-OV-3 ovarian carcinoma cell line. Med. Chem. Res. 26 (1), 64–73. doi: 10.1007/s00044-016-1725-5
Ashidi, J. S., Houghton, P. J., Hylands, P. J., Efferth, T. (2010). Ethnobotanical survey and cytotoxicity testing of plants of South-western Nigeria used to treat cancer, with isolation of cytotoxic constituents from Cajanus cajan Millsp leaves. J. Ethnopharmacol. 128 (2), 501–512. doi: 10.1016/j.jep.2010.01.009
Bednar, B., Zhang, G. J., Williams, D. L., Hargreaves, R., Sur, C. (2007). Optical molecular imaging in drug discovery and clinical development. Expert Opin. Drug Discovery 2 (1), 65–85. doi: 10.1517/17460441.2.1.65
Beuzer, P., Axelrod, J., Trzoss, L., Fenical, W., Dasari, R., Evidente, A., et al. (2016). Single dish gradient screening of small molecule localization. Organic Biomol. Chem. 14 (35), 8241–8245. doi: 10.1039/c6ob01418f
Bullen, A. (2008). Microscopic imaging techniques for drug discovery. Nat. Rev. Drug Discovery 7 (1), 54–67. doi: 10.1038/nrd2446
Camp, D., Davis, R. A., Campitelli, M., Ebdon, J., Quinn, R. J. (2012). Drug-like properties: guiding principles for the design of natural product libraries. J. Natural Products 75 (1), 72–81. doi: 10.1021/np200687v
Cao, X. C., Liu, B. W., Cao, W. F., Zhang, W. R., Zhang, F., Zhao, H. M., et al. (2013). Autophagy inhibition enhances apigenin-induced apoptosis in human breast cancer cells. Chin. J. Cancer Res. 25 (2), 212–222. doi: 10.3978/j.issn.1000-9604.2013.04.01
Cavalieri, F., Beretta, G. L., Cui, J. W., Braunger, J. A., Yan, Y., Richardson, J. J., et al. (2015). Redox-sensitive peg-polypeptide nanoporous particles for survivin silencing in prostate cancer cells. Biomacromolecules 16 (7), 2168–2178. doi: 10.1021/acs.biomac.5b00562
Chan, E. W. C., Soon, C. Y., Tan, J. B. L., Wong, S. K., Hui, Y. W. (2019). Ursolic acid: an overview on its cytotoxic activities against breast and colorectal cancer cells. J. Integr. Med. 17 (3), 155–160. doi: 10.1016/j.joim.2019.03.003
Chatziathanasiadou, M. V., Geromichalou, E. G., Sayyad, N., Vrettos, E. I., Katsikoudi, A., Stylos, E., et al. (2018). Amplifying and broadening the cytotoxic profile of quercetin in cancer cell lines through bioconjugation. Amino Acids 50 (2), 279–291. doi: 10.1007/s00726-017-2514-2
Chen, Z. Y., Wang, Y. X., Yang, F., Lin, Y., Zhou, Q. L., Liao, Y. Y. (2014). New Researches and application progress of commonly used optical molecular imaging technology. BioMed. Res. Int. 2014, 429198. doi: 10.1155/2014/429198
Cox, D. G., Oh, J., Keasling, A., Colson, K. L., Hamann, M. T. (2014). The utility of metabolomics in natural product and biomarker characterization. Biochim. Biophys. Acta-General Subj. 1840 (12), 3460–3474. doi: 10.1016/j.bbagen.2014.08.007
Cui, X. Q., Lee, L. M., Heng, X., Zhong, W. W., Sternberg, P. W., Psaltis, D., et al. (2008). Lensless high-resolution on-chip optofluidic microscopes for Caenorhabditis elegans and cell imaging. Proc. Natl. Acad. Sci. U. States America 105 (31), 10670–10675. doi: 10.1073/pnas.0804612105
da Silva, R. M., Guaratini, T., Jimenez, P. C., Fenical, W., Costa-Lotufo, L. V., Vessecchi, R., et al. (2018). Mass spectrometry analysis of protonated marine natural product seriniquinone. J. Braz. Chem. Soc. 29 (5), 1162–1166. doi: 10.21577/0103-5053.20180037
Dufort, S., Sancey, L., Wenk, C., Josserand, V., Coll, J. L. (2010). Optical small animal imaging in the drug discovery process. Biochim. Biophys. Acta-Biomembr. 1798 (12), 2266–2273. doi: 10.1016/j.bbamem.2010.03.016
Earley, S., Vinegoni, C., Dunham, J., Gorbatov, R., Fumene Feruglio, P., Weissleder, R. (2012). In vivo imaging of drug-induced mitochondrial outer membrane permeabilization at single-cell resolution. Cancer Res. 72 (12), 2949–2956. doi: 10.1158/0008-5472.CAN-11-4096
Erharuyi, O., Engel-Lutz, N., Ahomafor, J., Imieje, V., Falodun, A., Nebe, B., et al. (2014). Anticancer activity of five forest crops used in African folklore: antiproliferative and pro-apoptotic effects. Natural Product Res. 28 (10), 740–745. doi: 10.1080/14786419.2013.879475
Esposito, S., Bianco, A., Russo, R., Di Maro, A., Isernia, C., Pedone, P. V. (2019). Therapeutic perspectives of molecules from urtica dioica extracts for cancer treatment. Molecules 24 (15), 2753. doi: 10.3390/molecules24152753
Evans, C. L., Xie, X. S. (2008). Coherent anti-stokes raman scattering microscopy: chemical imaging for biology and medicine. Annu. Rev. Anal. Chem. 1, 883–909. doi: 10.1146/annurev.anchem.1.031207.112754
Freudiger, C. W., Min, W., Saar, B. G., Lu, S., Holtom, G. R., He, C. W., et al. (2008). Label-free biomedical imaging with high sensitivity by stimulated raman scattering microscopy. Science 322 (5909), 1857–1861. doi: 10.1126/science.1165758
Fumagalli, G., Mazza, D., Christodoulou, M. S., Damia, G., Ricci, F., Perdicchia, D., et al. (2015). Cyclopamine-paclitaxel-containing nanoparticles: internalization in cells detected by confocal and super-resolution microscopy. Chempluschem 80 (9), 1380–1383. doi: 10.1002/cplu.201500156
Fung, A. E., Lalwani, G. A., Rosenfeld, P. J., Dubovy, S. R., Michels, S., Feuer, W. J., et al. (2007). An optical coherence tomography-guided, variable dosing regimen with intravitreal ranibizumab (lucentis) for neovascular age-related macular degeneration. Am. J. Ophthalmol. 143 (4), 566–583. doi: 10.1016/j.ajo.2007.01.028
Gao, X. H., Yang, L. L., Petros, J. A., Marshal, F. F., Simons, J. W., Nie, S. M. (2005). In vivo molecular and cellular imaging with quantum dots. Curr. Opin. In Biotechnol. 16 (1), 63–72. doi: 10.1016/j.copbio.2004.11.003
Gertsch, J., Feyen, F., Butzberger, A., Gerber, B., Pfeiffer, B., Altmann, K. H. (2009). Making epothilones fluoresce: design, synthesis, and biological characterization of a fluorescent N12-Aza-Epothilone (Azathilone). Chembiochem 10 (15), 2513–2521. doi: 10.1002/cbic.200900376
Gordon, A., Colman-Lerner, A., Chin, T. E., Benjamin, K. R., Yu, R. C., Brent, R. (2007). Single-cell quantification of molecules and rates using open-source microscope-based cytometry. Nat. Methods 4 (2), 175–181. doi: 10.1038/Nmeth1008
Graziani, V., Scognamiglio, M., Belli, V., Esposito, A., D’Abrosca, B., Chambery, A., et al. (2018). Metabolomic approach for a rapid identification of natural products with cytotoxic activity against human colorectal cancer cells. Sci. Rep. 8 (1), 5309. doi: 10.1038/S41598-018-23704-9
Guo, W. J., Chen, T. S., Wang, X. P., Chen, R. (2010). Taxol induces concentration-dependent apoptotic and paraptosis-like cell death in human lung adenocarcinoma (ASTC-a-1) cells. J. X-Ray Sci. Technol. 18 (3), 293–308. doi: 10.3233/Xst-2010-0261
Guo, Q., Cao, H. Y., Qi, X. H., Li, H. K., Ye, P. Z., Wang, Z. G., et al. (2017). Research progress in reversal of tumor multi-drug resistance via natural products. Anti-Cancer Agents In Med. Chem. 17 (11), 1466–1476. doi: 10.2174/1871520617666171016105704
Harvey, A. L., Edrada-Ebel, R., Quinn, R. J. (2015). The re-emergence of natural products for drug discovery in the genomics era. Nat. Rev. Drug Discovery 14 (2), 111–129. doi: 10.1038/nrd4510
Havelek, R., Seifrtova, M., Kralovec, K., Krocova, E., Tejkalova, V., Novotny, I., et al. (2016). Comparative cytotoxicity of chelidonine and homochelidonine, the dimethoxy analogues isolated from Chelidonium majus L. (Papaveraceae), against human leukemic and lung carcinoma cells. Phytomedicine 23 (3), 253–266. doi: 10.1016/j.phymed.2016.01.001
Horibe, T., Okushima, N., Torisawa, A., Akiyoshi, R., Hatta-Ohashi, Y., Suzuki, H., et al. (2018). Evaluation of chemical chaperones based on the monitoring of Bip promoter activity and visualization of extracellular vesicles by real-time bioluminescence imaging. Luminescence 33 (1), 249–255. doi: 10.1002/bio.3388
Huang, W. Z., Wang, X., Shi, C. Y., Guo, D. D., Xu, G. F., Wang, L. L., et al. (2015). Fine-tuning Vitamin E-containing telodendrimers for efficient delivery of gambogic acid in colon cancer treatment. Mol. Pharmaceutics 12 (4), 1216–1229. doi: 10.1021/acs.molpharmaceut.5b00051
Huang, L. W., Luo, Y. P., Sun, X., Ju, H. X., Tian, J. W., Yu, B. Y. (2017). An artemisinin-mediated ROS evolving and dual protease light-up nanocapsule for real-time imaging of lysosomal tumor cell death. Biosens. Bioelectr. 92, 724–732. doi: 10.1016/j.bios.2016.10.004
Huminiecki, L., Horbanczuk, J., Atanasov, A. G. (2017). The functional genomic studies of curcumin. Semin. In Cancer Biol. 46, 107–118. doi: 10.1016/j.semcancer.2017.04.002
Jabbour, J. M., Bentley, J. L., Malik, B. H., Nemechek, J., Warda, J., Cuenca, R., et al. (2014). Reflectance confocal endomicroscope with optical axial scanning for in vivo imaging of the oral mucosa. Biomed. Optics Express 5 (11), 3781–3791. doi: 10.1364/Boe.5.003781
Kasymjanova, G., Tran, A.-T., Cohen, V., Pepe, C., Sakr, L., Small, D., et al. (2018). The use of a standardized Chinese herbal formula in patients with advanced lung cancer: a feasibility study. J. Integr. Med. 16 (6), 390–395. doi: 10.1016/j.joim.2018.09.001
Kell, D. B. (2013). Finding novel pharmaceuticals in the systems biology era using multiple effective drug targets, phenotypic screening and knowledge of transporters: where drug discovery went wrong and how to fix it. FEBS J. 280 (23), 5957–5980. doi: 10.1111/febs.12268
Kneipp, J., Wittig, B., Bohr, H., Kneipp, K. (2010). Surface-enhanced Raman scattering: a new optical probe in molecular biophysics and biomedicine. Theor. Chem. Accounts 125 (3-6), 319–327. doi: 10.1007/s00214-009-0665-2
Konig, K., Ehlers, A., Stracke, F., Riemann, I. (2006). In vivo drug screening in human skin using femtosecond laser multiphoton tomography. Skin Pharmacol. Physiol. 19 (2), 78–88. doi: 10.1159/000091974
Krucker, T., Sandanaraj, B. S. (2011). Optical imaging for the new grammar of drug discovery. Philos. Trans. R. Soc. a-Math. Phys. Eng. Sci. 369 (1955), 4651–4665. doi: 10.1098/rsta.2011.0300
Krutzik, P. O., Crane, J. M., Clutter, M. R., Nolan, G. P. (2008). High-content single-cell drug screening with phosphospecific flow cytometry. Nat. Chem. Biol. 4 (2), 132–142. doi: 10.1038/nchembio.2007.59
Kumar, S., Alibhai, D., Margineanu, A., Laine, R., Kennedy, G., McGinty, J., et al. (2011). FLIM FRET Technology for drug discovery: automated multiwell-plate high-content analysis, multiplexed readouts and application in situ. Chemphyschem 12 (3), 609–626. doi: 10.1002/cphc.201000874
Li, X., Lao, Y. Z., Zhang, H., Wang, X. Y., Tan, H. S., Lin, Z. X., et al. (2015). “The natural compound Guttiferone F sensitizes prostate cancer to starvation induced apoptosis via calcium and JNK elevation.”. BMC Cancer 15, 254. doi: 10.1186/S12885-015-1292-Z
Lin, X. G., Li, W. C., Ye, C. B., Liu, X. Z., Zhu, H., Peng, W. B., et al. (2014). Research on the Interaction between Tubeimoside 1 and HepG2 Cells Using the Microscopic Imaging and Fluorescent Spectra Method. Comput. Math. Methods In Med. 2014, 470452. doi: 10.1155/2014/470452
Liu, L., Mason, R. P., Gimi, B. (2015). Dynamic bioluminescence and fluorescence imaging of the effects of the antivascular agent Combretastatin-A4P (CA4P) on brain tumor xenografts. Cancer Lett. 356 (2), 462–469. doi: 10.1016/j.canlet.2014.09.038
Lu, J. Q., Huang, Y. X., Zhao, W. C., Marquez, R. T., Meng, X. J., Li, J., et al. (2013). PEG-derivatized embelin as a nanomicellar carrier for delivery of paclitaxel to breast and prostate cancers. Biomaterials 34 (5), 1591–1600. doi: 10.1016/j.biomaterials.2012.10.073
Ma, X. B., Liu, Z. F., Yang, X., Gao, Q. J., Zhu, S. P., Qin, C. H., et al. (2011). Dual-modality monitoring of tumor response to cyclophosphamide therapy in mice with bioluminescence imaging and small-animal positron emission tomography. Mol. Imaging 10 (4), 278–283. doi: 10.2310/7290.2010.00041
Ma, X. B., Hui, H., Shang, W. T., Jia, X. H., Yang, X., Tian, J. (2015). Recent advances in optical molecular imaging and its applications in targeted drug delivery. Curr. Drug Targets 16 (6), 542–548. doi: 10.2174/1389450116666150102112747
Moriyama, E. H., Zheng, G., Wilson, B. C. (2008). Optical molecular imaging: From single cell to patient. Clin. Pharmacol. Ther. 84 (2), 267–271. doi: 10.1038/clpt.2008.58
Newman, D. J., Cragg, G. M. (2016). Natural products as sources of new drugs from 1981 to 2014. J. Natural Products 79 (3), 629–661. doi: 10.1021/acs.jnatprod.5b01055
Ntziachristos, V., Schellenberger, E. A., Ripoll, J., Yessayan, D., Graves, E., Bogdanov, A., et al. (2004). Visualization of antitumor treatment by means of fluorescence molecular tomography with an annexin V-Cy5.5 conjugate. Proc. Natl. Acad. Sci. U. States America 101 (33), 12294–12299. doi: 10.1073/pnas.0401137101
Ntziachristos, V., Ripoll, J., Wang, L. H. V., Weissleder, R. (2005). Looking and listening to light: the evolution of whole-body photonic imaging. Nat. Biotechnol. 23 (3), 313–320. doi: 10.1038/nbt1074
Peterson, J. D., LaBranche, T. P., Vasquez, K. O., Kossodo, S., Melton, M., Rader, R., et al. (2010). Optical tomographic imaging discriminates between disease-modifying anti-rheumatic drug (DMARD) and non-DMARD efficacy in collagen antibody-induced arthritis. Arthritis Res. Ther. 12 (3), R105. doi: 10.1186/ar3038
Popp, J., Windbergs, M. (2015). Preface: pharmaceutical applications of raman spectroscopy - from diagnosis to therapeutics. Advanced Drug Delivery Rev. 89, 1–2. doi: 10.1016/j.addr.2015.07.008
Rangel, M., Prado, M. P., Konno, K., Naoki, H., Freitas, J. C., Machado-Santelli, G. M. (2006). Cytoskeleton alterations induced by Geodia corticostylifera depsipeptides in breast cancer cells. Peptides 27 (9), 2047–2057. doi: 10.1016/j.peptides.2006.04.021
Razansky, D., Deliolanis, N. C., Vinegoni, C., Ntziachristos, V. (2012). Deep tissue optical and optoacoustic molecular imaging technologies for pre-clinical research and drug discovery. Curr. Pharmaceutical Biotechnol. 13 (4), 504–522. doi: 10.2174/138920112799436258
Saha, S. K., Khuda-Bukhsh, A. R. (2013). Molecular approaches towards development of purified natural products and their structurally known derivatives as efficient anti-cancer drugs: Current trends. Eur. J. Pharmacol. 714 (1-3), 239–248. doi: 10.1016/j.ejphar.2013.06.009
Sarkar, F. H., Li, Y. W. (2009). Harnessing the fruits of nature for the development of multi-targeted cancer therapeutics. Cancer Treat Rev. 35 (7), 597–607. doi: 10.1016/j.ctrv.2009.07.001
Schaafsma, B. E., Mieog, J. S. D., Hutteman, M., Van der Vorst, J. R., Kuppen, P. J. K., Lowik, C. W. G. M., et al. (2011). The clinical use of indocyanine green as a near-infrared fluorescent contrast agent for image-guided oncologic surgery. J. Surg. Oncol. 104 (3), 323–332. doi: 10.1002/jso.21943
Sega, E. I., Low, P. S. (2008). Tumor detection using folate receptor-targeted imaging agents. Cancer Metastasis Rev. 27 (4), 655–664. doi: 10.1007/s10555-008-9155-6
Seidel, E. R., Miao, Y. P., Porterfield, L., Cai, W. L., Zhu, X. J., Kim, S. O. O., et al. (2019). Structure-activity-distribution relationship study of anti-cancer antimycin-type depsipeptides. Chem. Commun. 55 (63), 9379–9382. doi: 10.1039/c9cc03051d
Sharma, S., Santiskulvong, C., Bentolila, L. A., Rao, J. Y., Dorigo, O., Gimzewski, J. K. (2012). Correlative nanomechanical profiling with super-resolution F-actin imaging reveals novel insights into mechanisms of cisplatin resistance in ovarian cancer cells. Nanomed.-Nanotechnol. Biol. Med. 8 (5), 757–766. doi: 10.1016/j.nano.2011.09.015
Sharpe, J., Ahlgren, U., Perry, P., Hill, B., Ross, A., Hecksher-Sorensen, J., et al. (2002). Optical projection tomography as a tool for 3D microscopy and gene expression studies. Science 296 (5567), 541–545. doi: 10.1126/science.1068206
Shi, H. B., Cheng, X. M., Sze, S. K., Yao, S. Q. (2011). Proteome profiling reveals potential cellular targets of staurosporine using a clickable cell-permeable probe. Chem. Commun. 47 (40), 11306–11308. doi: 10.1039/c1cc14824a
Shukla, Y., Singh, R. (2011). Resveratrol and cellular mechanisms of cancer prevention. Resveratr. Health 1215, 1–8. doi: 10.1111/j.1749-6632.2010.05870.x
Song, J., Hu, M. H., Wang, J. S., Zhou, M., Sun, L., Qiu, S., et al. (2019). ALK positive lung cancer identification and targeted drugs evaluation using microscopic hyperspectral imaging technique. Infrared Phys. Technol. 96, 267–275. doi: 10.1016/j.infrared.2018.12.001
Sun, K. K., Xu, C., Hu, T. K., Lin, C. X., Wang, Y. F., Li, Y. L., et al. (2018). gamma-Fe2O3/La-MOFs{{{at}}}SiO2 for magnetic resonance/fluorescence dual mode imaging and pH-drug delivery. Materials Lett. 228, 216–219. doi: 10.1016/j.matlet.2018.06.018
Tawfike, A. F., Abbott, G., Young, L., Edrada-Ebel, R. (2018). Metabolomic-Guided isolation of bioactive natural products from curvularia sp., an endophytic fungus of terminalia laxiflora. Planta Med. 84 (3), 182–190. doi: 10.1055/s-0043-118807
Teng, B., Jiang, J. G., Zhao, L. J., Gao, J., Chen, J. Y., Liu, Z., et al. (2017). Ginsenoside PPD’s antitumor effect via down-regulation of mtor revealed by super-resolution imaging. Molecules 22 (3), 486. doi: 10.3390/Molecules22030486
Tian, G., Zheng, X. P., Zhang, X., Yin, W. Y., Yu, J., Wang, D. L., et al. (2015). TPGS-stabilized NaYbF4:Er upconversion nanoparticles for dual-modal fluorescent/CT imaging and anticancer drug delivery to overcome multi-drug resistance. Biomaterials 40, 107–116. doi: 10.1016/j.biomaterials.2014.11.022
Tsai, E. H. R., Bentz, B. Z., Chelvam, V., Gaind, V., Webb, K. J., Low, P. S. (2014). In vivo mouse fluorescence imaging for folate-targeted delivery and release kinetics. Biomed. Optics Express 5 (8), 2662–2678. doi: 10.1364/Boe.5.002662
Tung, Y. T., Tsai, T. C., Kuo, Y. H., Yen, C. C., Sun, J. Y., Chang, W. H., et al. (2014). Comparison of solid-state-cultured and wood-cultured Antrodia camphorata in anti-inflammatory effects using NF-kappa B/luciferase inducible transgenic mice. Phytomedicine 21 (12), 1708–1716. doi: 10.1016/j.phymed.2014.08.011
Uche, F. I., McCullagh, J., Claridge, T. W. D., Richardson, A., Li, W. W. (2018). Synthesis of (aminoalkyl)cycleanine analogues: cytotoxicity, cellular uptake, and apoptosis induction in ovarian cancer cells. Bioorgan. Med. Chem. Lett. 28 (9), 1652–1656. doi: 10.1016/j.bmcl.2018.03.038
Walsh, A. J., Castellanos, J. A., Nagathihalli, N. S., Merchant, N. B., Skala, M. C. (2016). Optical imaging of drug-induced metabolism changes in murine and human pancreatic cancer organoids reveals heterogeneous drug response. Pancreas 45 (6), 863–869. doi: 10.1097/MPA.0000000000000543
Walsh, A. J., Cook, R. S., Skala, M. C. (2017). Functional optical imaging of primary human tumor organoids: development of a personalized drug screen. J. Nuclear Med. 58 (9), 1367–1372. doi: 10.2967/jnumed.117.192534
Weissleder, R., Tung, C. H., Mahmood, U., Bogdanov, A. (1999). In vivo imaging of tumors with protease-activated near-infrared fluorescent probes. Nat. Biotechnol. 17 (4), 375–378. doi: 10.1038/7933
Wu, S. H., Liang, J. L. (2010). Counter-current chromatography for high throughput analysis of natural products. Combinatorial Chem. High Throughput Screening 13 (10), 932–942. doi: 10.2174/138620710793360248
Wu, K. J., Zhong, H. J., Yang, G. J., Wu, C., Huang, J. M., Li, G. D., et al. (2018). Small molecule Pin1 inhibitor blocking NF-B signaling in prostate cancer cells. Chemistry-an Asian J. 13 (3), 275–279. doi: 10.1002/asia.201701216
Xiao, Q. C., Zhu, W. S., Feng, W., Lee, S. S., Leung, A. W., Shen, J., et al. (2019). A review of resveratrol as a potent chemoprotective and synergistic agent in cancer chemotherapy. Front. In Pharmacol. 9, 1534. doi: 10.3389/Fphar.2018.01534
Xie, F., Peng, F. Y. (2017). Anti-prostate cancer activity of 8-Hydroxyquinoline-2-carboxaldehyde-thiosemicarbazide copper complexes by fluorescent microscopic imaging. J. Fluorescence 27 (6), 1937–1941. doi: 10.1007/s10895-017-2133-z
Xie, F., Peng, F. Y. (2018). Anticancer activity of copper complex of (4R)-(-)-2-Thioxo-4-thiazolidinecarboxylic Acid and 3-rhodaninepropionic acid on prostate and breast cancer cells by fluorescent microscopic imaging. J. Fluorescence 28 (1), 89–96. doi: 10.1007/s10895-017-2177-0
Xing, T., Yang, X. Z., Wang, F., Lai, B., Yan, L. F. (2012). Synthesis of polypeptide conjugated with near infrared fluorescence probe and doxorubicin for pH-responsive and image-guided drug delivery. J. Materials Chem. 22 (41), 22290–22300. doi: 10.1039/c2jm35627a
Yang, M., Baranov, E., Jiang, P., Sun, F. X., Li, X. M., Li, L. N., et al. (2000). Whole-body optical imaging of green fluorescent protein-expressing tumors and metastases. Proc. Natl. Acad. Sci. U. States America 97 (3), 1206–1211. doi: 10.1073/pnas.97.3.1206
Yang, Z., Wu, Y. Q., Zhou, H., Cao, X. J., Jiang, X. H., Wang, K. W., et al. (2015). A novel strategy for screening new natural products by a combination of reversed-phase liquid chromatography fractionation and C-13 NMR pattern recognition: the discovery of new anti-cancer flavone dimers from Dysosma versipellis (Hance). RSC Adv. 5 (95), 77553–77564. doi: 10.1039/c5ra13756j
Yue, R., Shan, L., Yang, X., Zhang, W. (2012). Approaches to target profiling of natural products. Curr. Med. Chem. 19 (22), 3841–3855. doi: 10.2174/092986712801661068
Yue, Z. Y., Zhang, W. N., Lu, Y. M., Yang, Q. Y., Ding, Q. Y., Xia, J. F., et al. (2015). Prediction of cancer cell sensitivity to natural products based on genomic and chemical properties. Peerj 3, e1425. doi: 10.7717/Peerj.1425
Yue, Q. X., Gao, G. G., Zou, G. Y., Yu, H. Q., Zheng, X. (2017). Natural products as adjunctive treatment for pancreatic cancer: recent trends and advancements. BioMed. Res. Int. 2017, 8412508. doi: 10.1155/2017/8412508
Zhang, G. L., Liu, F., Zhang, B., He, Y., Luo, J. W., Bai, J. (2013). Imaging of pharmacokinetic rates of indocyanine green in mouse liver with a hybrid fluorescence molecular tomography/x-ray computed tomography system. J. Biomed. Optics 18 (4), 040505. doi: 10.1117/1.JBO.18.4.040505
Zhang, Y. Q., Yu, J. C., Kahkoska, A. R., Gu, Z. (2017). Photoacoustic drug delivery. Sensors 17 (6), 1400. doi: 10.3390/S17061400
Zhang, Q. Y., Wang, F. X., Jia, K. K., Kong, L. D. (2018). Natural product interventions for chemotherapy and radiotherapy-induced side effects. Front. In Pharmacol. 9, 1253. doi: 10.3389/Fphar.2018.01253
Zhao, J., Lui, H., McLean, D. I., Zeng, H. (2007). Automated autofluorescence background subtraction algorithm for biomedical Raman spectroscopy.”. Appl. Spectrosc. 61 (11), 1225–1232. doi: 10.1366/000370207782597003
Zheng, X. L., Ge, J. C., Wu, J. S., Liu, W. M., Guo, L., Jia, Q. Y., et al. (2018). Biodegradable hypocrellin derivative nanovesicle as a near-infrared light-driven theranostic for dually photoactive cancer imaging and therapy. Biomaterials 185, 133–141. doi: 10.1016/j.biomaterials.2018.09.021
Zheng, X. L., Liu, W. M., Ge, J. C., Jia, Q. Y., Nan, F. C., Ding, Y., et al. (2019). Biodegradable natural product-based nanoparticles for near-infrared fluorescence imaging-guided sonodynamic therapy. ACS Appl. Materials Interfaces 11 (20), 18178–18185. doi: 10.1021/acsami.9b03270
Zhou, Y. Q., Di, Z. A., Li, X. M., Shan, Y. H., Li, W., Zhang, H. C., et al. (2017). Chemical proteomics reveal CD147 as a functional target of pseudolaric acid B in human cancer cells. Chem. Commun. 53 (62), 8671–8674. doi: 10.1039/c7cc04345g
Keywords: natural products, optical imaging, microscopic imaging, macroscopic imaging, cancer
Citation: Yan T, Zeng Q, Wang L, Wang N, Cao H, Xu X and Chen X (2019) Harnessing the Power of Optical Microscopic and Macroscopic Imaging for Natural Products as Cancer Therapeutics. Front. Pharmacol. 10:1438. doi: 10.3389/fphar.2019.01438
Received: 25 September 2019; Accepted: 11 November 2019;
Published: 28 November 2019.
Edited by:
Huizi Jin, Shanghai Jiao Tong University, ChinaReviewed by:
Jinchao Feng, Beijing University of Technology, ChinaChen Ling, Fudan University, China
Fangfang Wu, Guangxi Botanical Garden of Medicinal Plant, China
Copyright © 2019 Yan, Zeng, Wang, Wang, Cao, Xu and Chen. 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: Xueli Chen, xlchen@xidian.edu.cn
†These authors have contributed equally to this work