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Peng T, Li X, Tong X. Insights into the methods for separation and chromatographic determination of nucleotides/nucleosides in Cordyceps spp. J Chromatogr A 2024; 1734:465279. [PMID: 39197362 DOI: 10.1016/j.chroma.2024.465279] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/21/2024] [Revised: 08/14/2024] [Accepted: 08/15/2024] [Indexed: 09/01/2024]
Abstract
Cordyceps genus is entomopathogenic mushrooms that have traditionally been used in ethnomedicine in Asian countries. Nucleosides (Ns), nucleotide(Nt), Nucleobases (Nb) and their analogues play a critically physiological role and have a great potential in drug development, such as pentostatin and cordycepin (COR). Due to their significance bioactivity, several Nt/Ns were used as markers for quality evaluation for medicinal Cordyceps, including adenosine, inosine, guanosine, uridine and COR. Among them, COR is the most considerable adenosine analogue, exhibiting significant therapeutic potential and has many intracellular targets. Nt/Ns contains polar compounds and the phosphate groups of Nt deprotonate and carry negative charges with a broad range of pH values. Recent years, various advanced methods of extraction and separation, and nanomaterials have been developed to extract, isolate and determine these molecules, such as ultrasound-assisted extraction (UAE), Supercritical fluid extraction (SFE) and pressurized liquid extraction (PLE) for the extraction, the solid phase extraction (SPE) methods (microextraction SPE (SPME), magnetic SPE (MSPE), and unique SPE materials based on the boronate affinity for the separation, and chromatography methods employing ultraviolet (UV), fluorescence, MS detection and electrospray ionization (ESI), along with matrix-assisted laser desorption/ ionization (MALDI) for the determination. COR derived from adenosine and its structure is very similar to that of 2'-deoxyadenosine (2'-dA) and adenosine, resulting in an incorrect identification, which will influence its therapeutic effects. Therefore, this review primarily focused on the characteristics of Nt/Ns, the advanced methods, strategies, nanomaterials for extracting and determining Nt/Ns (COR in particular) in Cordyceps spp, as well as the methods for distinguishing COR from its structure analogs.
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Affiliation(s)
- Ting Peng
- The Ministry of Education Key Laboratory of Standardization of Chinese Medicine, Key Laboratory of Systematic Research of Distinctive Chinese Medicine Resources in Southwest China, Resources Breeding Base of Co-Founded, College of Pharmacy, School of Pharmacy, Chengdu University of Traditional Chinese Medicine, Chengdu, Sichuan 610000, China
| | - Xiaoxing Li
- The Ministry of Education Key Laboratory of Standardization of Chinese Medicine, Key Laboratory of Systematic Research of Distinctive Chinese Medicine Resources in Southwest China, Resources Breeding Base of Co-Founded, College of Pharmacy, School of Pharmacy, Chengdu University of Traditional Chinese Medicine, Chengdu, Sichuan 610000, China
| | - Xinxin Tong
- The Ministry of Education Key Laboratory of Standardization of Chinese Medicine, Key Laboratory of Systematic Research of Distinctive Chinese Medicine Resources in Southwest China, Resources Breeding Base of Co-Founded, College of Pharmacy, School of Pharmacy, Chengdu University of Traditional Chinese Medicine, Chengdu, Sichuan 610000, China.
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Tiwari P, Ali SA, Puri B, Kumar A, Datusalia AK. Tinospora cordifolia Miers enhances the immune response in mice immunized with JEV-vaccine: A network pharmacology and experimental approach. PHYTOMEDICINE : INTERNATIONAL JOURNAL OF PHYTOTHERAPY AND PHYTOPHARMACOLOGY 2023; 119:154976. [PMID: 37573808 DOI: 10.1016/j.phymed.2023.154976] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/13/2023] [Revised: 06/09/2023] [Accepted: 07/15/2023] [Indexed: 08/15/2023]
Abstract
BACKGROUND Tinospora cordifolia Miers. (TC) (Giloya/Guduchi) is a native Indian herb, reported for its wide array of medicinal activities including immunomodulatory activity. However, the exact pharmacological mechanism of TC as an immunomodulatory agent remains unclear. Central to this, to the best of our knowledge, no study has explored the immunoadjuvant potential of TC in response to the Japanese encephalitis (JE) vaccines. PURPOSE The study aims to explore the immunoadjuvant potential of TC ethanolic extract in response to the JE vaccine and illustrates its potential mechanism of immunomodulation using an integrated approach of network pharmacology and in-vivo experimental study. STUDY DESIGN AND METHODS Initially, the extract was prepared and the components of TC were identified through high-resolution liquid chromatography mass spectrometry (HR-LC/MS). The compounds were then screened for network pharmacology analysis. Next, the drug and disease targets were identified and the network was constructed using Cytoscape 3.7.2 to obtain different signalling pathways of TC in JEV. We then evaluated the immunoadjuvant potential of TC ethanolic extract in mice immunized with inactivated JE vaccine (SA-14-14-2 strain). BALB/c mice were supplemented with TC extract (30 and 100 mg/kg, i.g.), daily for 56 days, marked with immunization on 28th day of the study, by JE vaccine. Blood was collected for flow cytometry and haematological analysis (total and differential cell counts). The surface expression of immune-cell markers (CD3+, CD4+, CD19+, CD11c+, CD40+) were evaluated on day 0 (pre-immunization), day 14 and 28 post-immunization. Additionally, inflammatory cytokines (IFN-γ+/IL-17A+) were evaluated post-14 and 28 days of immunization. RESULTS The HR-LC/MS analysis identified the presence of glycosides, terpenoids, steroids and alkaloids in the TC extract. Through network analysis, 09 components and 166 targets were obtained, including pathways that involve toll-like receptor signalling, pattern-recognition receptor signalling, cytokine receptor and cytokine mediated signalling, etc. The in-vivo results showed that preconditioning with TC ethanolic extract significantly elevated the haematological variables (leucocyte count) as well as the surface expression of CD markers (B and T cell subsets) on day 0 (pre-immunization), day 14 and 28 post-immunization. Furthermore, preconditioning of TC demonstrated a dose-dependant augmentation of immune cells (CD3+, CD4+, CD19+, CD11c+) and inflammatory cytokines (IFN-γ+/IL-17A+) on day 14 and 28 post-immunization when compared to vaccine alone group. CONCLUSION Results showed that preconditioning with TC extract before immunization might play a potential role in enhancing the cell-mediated as well as humoral immunity. Altogether, the combinatorial approach of network pharmacology and in-vivo animal experimentation demonstrated the immunoadjuvant potential of TC in response to JEV vaccine.
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Affiliation(s)
- Priyanka Tiwari
- Department of Pharmacology and Toxicology, National Institute of Pharmaceutical Education and Research-(NIPER)-Raebareli, Lucknow 226002, India
| | - Syed Afroz Ali
- Department of Pharmacology and Toxicology, National Institute of Pharmaceutical Education and Research-(NIPER)-Raebareli, Lucknow 226002, India
| | - Bhupendra Puri
- Department of Pharmacology and Toxicology, National Institute of Pharmaceutical Education and Research-(NIPER)-Raebareli, Lucknow 226002, India
| | - Anoop Kumar
- Department of Pharmacology, Delhi Pharmaceutical Sciences and Research University, New Delhi 110017, India
| | - Ashok Kumar Datusalia
- Department of Pharmacology and Toxicology, National Institute of Pharmaceutical Education and Research-(NIPER)-Raebareli, Lucknow 226002, India; Department of Regulatory Toxicology, National Institute of Pharmaceutical Education and Research-(NIPER)-Raebareli, Lucknow 226002, India.
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Shi L, Cao H, Fu S, Jia Z, Lu X, Cui Z, Yu D. Cordycepin enhances hyperthermia-induced apoptosis and cell cycle arrest by modulating the MAPK pathway in human lymphoma U937 cells. Mol Biol Rep 2022; 49:8673-8683. [PMID: 35763180 DOI: 10.1007/s11033-022-07705-6] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/12/2021] [Accepted: 06/14/2022] [Indexed: 12/22/2022]
Abstract
BACKGROUND Hyperthermia induces cancer cell death. However, the cytotoxic effect of hyperthermia is not sufficient. Cordycepin can also induce apoptosis in cancer cells and enhance the antitumoral activity of irradiation. To examine cordycepin-mediated enhancement of hyperthermia-induced apoptosis, this study investigated the combined effects and apoptotic mechanisms of hyperthermia and cordycepin on human leukemia U937 cells. METHODS Cell viability and apoptosis were measured using MTT assays, Hoechst 33342 staining and Annexin V/PI double staining. The distribution of the cell cycle and sub-G1 phase, reactive oxygen species (ROS) and mitochondrial membrane potential (MMP) were examined by flow cytometry. The expression of related proteins was analyzed by western blotting. RESULTS Combined treatment with hyperthermia and cordycepin markedly augmented apoptosis by upregulating Bax and suppressing Bcl-2, Bid and activated caspase 3 and 8 expression, and apoptosis was decreased by Z-VAD-fmk (a pan caspase inhibitor). We also found that the MMP was significantly decreased and excessive ROS generation occurred. The combination treatment also induced arrest in the G2/M phase by downregulating cyclin dependent kinase 1 (CDK1) and cyclin B1 protein expression. Furthermore, it was observed that mitogen-activated protein kinase (MAPK) pathway including ERK, JNK and p38 signals was involved in the induction of apoptosis. The phosphorylated p38 and JNK were increased and ERK phosphorylation was decreased by the combined treatment. In addition, N-acetyl-L-cysteine (NAC) significantly protected the cells by restoring ROS levels and the activity of caspase-3, inactivating the MAPK pathway. CONCLUSION Cordycepin significantly enhanced hyperthermia-induced apoptosis and G2/M phase arrest in U937 cells. The combined treatment enhanced apoptosis through the MAPK pathway and mitochondrial dysfunction, and these effects could be rescued by NAC. We report for the first time that cordycepin can be used as a hyperthermia sensitizer to treat leukemia.
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Affiliation(s)
- Liying Shi
- The School of Life Science and Biotechnology, Dalian University, Dalian, 116622, People's Republic of China
| | - He Cao
- The School of Life Science and Biotechnology, Dalian University, Dalian, 116622, People's Republic of China
| | - Siyu Fu
- The School of Life Science and Biotechnology, Dalian University, Dalian, 116622, People's Republic of China
| | - Zixian Jia
- The School of Life Science and Biotechnology, Dalian University, Dalian, 116622, People's Republic of China
| | - Xuan Lu
- The School of Life Science and Biotechnology, Dalian University, Dalian, 116622, People's Republic of China
| | - Zhengguo Cui
- Department of Environmental Health, University of Fukui School of Medical Science, University of Fukui, Eiheiji, 910-1193, Japan.
| | - Dayong Yu
- The School of Life Science and Biotechnology, Dalian University, Dalian, 116622, People's Republic of China.
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Han Z, Tan X, Sun J, Wang T, Yan G, Wang C, Ma K. Systems pharmacology and transcriptomics reveal the mechanisms of Sanhuang decoction enema in the treatment of ulcerative colitis with additional Candida albicans infection. Chin Med 2021; 16:75. [PMID: 34376226 PMCID: PMC8353752 DOI: 10.1186/s13020-021-00487-2] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/21/2021] [Accepted: 08/02/2021] [Indexed: 01/16/2023] Open
Abstract
Background Ulcerative colitis (UC) is an important inflammatory phenotype in bowel disease (IBD), which is caused by multiple potential factors, including fungal dysbiosis. Candida albicans (C. albicans) was confirmed to be an important factor promoting the occurrence and development of UC. Sanhuang decoction (SHD) has been used for UC therapy in China for thousand of years, although its core active constituents and pharmacological mechanism remain undefined. Methods In this work, a murine model of UC with C. albicans colonization was established with dextran sodium sulfate (DSS) and C. albicans intragastric administration. The major bioactive constituents and potential mechanism of SHD against UC with fungal dysbiosis were comprehensively examined by combining systems pharmacology and in vivo transcriptomics. Results SHD attenuated C. albicans burden, reduced DAI, increased mucosal integrity and relived systemic inflammation in UC mice. Systems pharmacology analysis identified 9 core bioactive ingredients and 45 hub targets of SHD against UC. Transcriptomics analysis confirmed 370 differentially expressed genes (DEGs) after SHD treatment, which were mainly enriched in inflammatory and immune response related signaling pathways. Toll-like receptor and PI3K-Akt signaling pathway were screened out as the candidate targets involved in the action of SHD on fungal dysbiosis-associated UC, which were consistent with the findings in systems pharmacology. The expression of TLR4, IL-1β, NF-κB, PI3K and Akt proteins were stimulated by C. albicans, and partially reversed by SHD in UC mice. Conclusion These findings suggested SHD could be a candidate for the treatment of fungal dysbiosis-associated UC via TLR4-NF-κB and PI3K-Akt signaling pathways. Supplementary Information The online version contains supplementary material available at 10.1186/s13020-021-00487-2.
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Affiliation(s)
- Zhijun Han
- College of Integrated Chinese and Western Medicine, College of Life Science, Anhui University of Chinese Medicine, Hefei, 230012, China
| | - Xiaofen Tan
- College of Integrated Chinese and Western Medicine, College of Life Science, Anhui University of Chinese Medicine, Hefei, 230012, China
| | - Juan Sun
- Anhui Provincial Key Laboratory of New Manufacturing Technology for Chinese Medicinal Decoction Pieces, Anhui University of Chinese Medicine, Hefei, 230012, China.,Key Laboratory of Xin'An Medicine, Ministry of Education, Anhui Academy of Chinese Medicine, Hefei, 230012, China
| | - Tianming Wang
- College of Integrated Chinese and Western Medicine, College of Life Science, Anhui University of Chinese Medicine, Hefei, 230012, China.,Institute of Integrated Chinese and Western Medicine, Anhui Academy of Chinese Medicine, Hefei, 230012, China.,Anhui Provincial Key Laboratory of New Manufacturing Technology for Chinese Medicinal Decoction Pieces, Anhui University of Chinese Medicine, Hefei, 230012, China.,Key Laboratory of Xin'An Medicine, Ministry of Education, Anhui Academy of Chinese Medicine, Hefei, 230012, China
| | - Guiming Yan
- College of Integrated Chinese and Western Medicine, College of Life Science, Anhui University of Chinese Medicine, Hefei, 230012, China.,Institute of Integrated Chinese and Western Medicine, Anhui Academy of Chinese Medicine, Hefei, 230012, China.,Anhui Provincial Key Laboratory of New Manufacturing Technology for Chinese Medicinal Decoction Pieces, Anhui University of Chinese Medicine, Hefei, 230012, China.,Key Laboratory of Xin'An Medicine, Ministry of Education, Anhui Academy of Chinese Medicine, Hefei, 230012, China
| | - Changzhong Wang
- College of Integrated Chinese and Western Medicine, College of Life Science, Anhui University of Chinese Medicine, Hefei, 230012, China.,Institute of Integrated Chinese and Western Medicine, Anhui Academy of Chinese Medicine, Hefei, 230012, China.,Anhui Provincial Key Laboratory of New Manufacturing Technology for Chinese Medicinal Decoction Pieces, Anhui University of Chinese Medicine, Hefei, 230012, China.,Key Laboratory of Xin'An Medicine, Ministry of Education, Anhui Academy of Chinese Medicine, Hefei, 230012, China
| | - Kelong Ma
- College of Integrated Chinese and Western Medicine, College of Life Science, Anhui University of Chinese Medicine, Hefei, 230012, China. .,Institute of Integrated Chinese and Western Medicine, Anhui Academy of Chinese Medicine, Hefei, 230012, China. .,Anhui Provincial Key Laboratory of New Manufacturing Technology for Chinese Medicinal Decoction Pieces, Anhui University of Chinese Medicine, Hefei, 230012, China. .,Key Laboratory of Xin'An Medicine, Ministry of Education, Anhui Academy of Chinese Medicine, Hefei, 230012, China.
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Scanlon N, Saklawi Y, Rouphael N. The Role of Systems Vaccinology in Understanding the Immune Defects to Vaccination in Solid Organ Transplant Recipients. Front Immunol 2020; 11:582201. [PMID: 33324400 PMCID: PMC7723964 DOI: 10.3389/fimmu.2020.582201] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/10/2020] [Accepted: 10/19/2020] [Indexed: 12/26/2022] Open
Abstract
Solid organ transplant recipients (SOTRs) are at increased risk for many infections, whether viral, bacterial, or fungal, due to immunosuppressive therapy to prevent organ rejection. The same immune defects that render transplanted patients susceptible to infection dampen their immune response to vaccination. Therefore, it is vital to identify immune defects to vaccination in transplant recipients and methods to obviate them. These methods can include alternative vaccine composition, dosage, adjuvants, route of administration, timing, and re-vaccination strategies. Systems biology is a relatively new field of study, which utilizes high throughput means to better understand biological systems and predict outcomes. Systems biology approaches have been used to help obtain a global picture of immune responses to infections and vaccination (i.e. systems vaccinology), but little work has been done to use systems biology to improve vaccine efficacy in immunocompromised patients, particularly SOTRs, thus far. Systems vaccinology approaches may hold key insights to vaccination in this vulnerable population.
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Affiliation(s)
- Nicholas Scanlon
- Department of Medicine, School of Medicine, Emory University, Atlanta, GA, United States.,The Hope Clinic of the Emory Vaccine Center, Division of Infectious Diseases, Emory University, Decatur, GA, United States
| | - Youssef Saklawi
- The Hope Clinic of the Emory Vaccine Center, Division of Infectious Diseases, Emory University, Decatur, GA, United States
| | - Nadine Rouphael
- Department of Medicine, School of Medicine, Emory University, Atlanta, GA, United States.,The Hope Clinic of the Emory Vaccine Center, Division of Infectious Diseases, Emory University, Decatur, GA, United States
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Wu QJ, Lv WL, Li JM, Zhang TT, Zhou WH, Zhang Q, Wang JC, Wang QN, Zhang RX, Zhao X, Chen ST, Liu S, Li GH, Cao ZM, Xu L, Chen J. Efficacy and safety of YinQiSanHuang-antiviral decoction in chronic hepatitis B: study protocol for a randomized, placebo-controlled, double-blinded trial. Trials 2020; 21:482. [PMID: 32503608 PMCID: PMC7275558 DOI: 10.1186/s13063-020-04395-y] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/18/2019] [Accepted: 05/08/2020] [Indexed: 02/07/2023] Open
Abstract
Introduction Chronic hepatitis B (CHB) is a global public health problem. Antiviral therapy is the primary treatment. Studies have shown that a combined therapy of traditional Chinese medicine (TCM) and conventional antiviral drugs has better efficacy than conventional antiviral for treatment of CHB. YinQiSanHuang-antiviral decoction (YQSH) is a TCM compound preparation that has shown an effect on anti-hepatitis B virus and on slowing progression of hepatitis B-related liver diseases. To evaluate the efficacy and safety of YQSH combined with entecavir and its preventive effect on hepatitis B cirrhosis, we designed this randomized, double-blind and placebo-controlled trial. The objective is that the combination of YinQiSanHuang-antiviral decoction with entecavir will reduce the annual incidence of liver fibrosis/cirrhosis to 1%. Methods This is a multicenter, randomized, placebo-controlled, double-blinded trial involving five hospitals. A total of 802 patients are randomly allocated to two groups: the YQSH group (n = 401) or the placebo group (n = 401). The YQSH group receives YQSH with entecavir; the placebo group receives granules of placebo with entecavir. Patients receive treatment for 52 weeks and then are followed up for 52 ± 2 weeks. The primary outcome measure is the annual incidence of cirrhosis. The secondary outcome measures are hepatitis B virus DNA negative rate, hepatitis B surface antigen negative rate, hepatitis B e antigen seroconversion rate, liver function (alanine aminotransferase, aspartate aminotransferase , gamma-glutamyl transferase , alkaline phosphatase , serum albumin, and total bilirubin), spleen thickness, evaluation scores of patients’ clinical symptoms, and safety assessment. Outcomes will be assessed at baseline and after treatment. Discussion Combination therapy could become a trend for treatment of CHB, and this trial expects to provide credible clinical evidence for the future combination of TCM and conventional antiviral drugs for the treatment of CHB. Trial registration Chinese Clinical Trial Registry: ChiCTR1900021521. Registered on 25 February 2019.
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Affiliation(s)
- Qing-Juan Wu
- Guang'anmen Hospital of China Academy of Chinese Medical Sciences, Beijing, China
| | - Wen-Liang Lv
- Guang'anmen Hospital of China Academy of Chinese Medical Sciences, Beijing, China.
| | - Juan-Mei Li
- Guang'anmen Hospital of China Academy of Chinese Medical Sciences, Beijing, China
| | - Ting-Ting Zhang
- Guang'anmen Hospital of China Academy of Chinese Medical Sciences, Beijing, China
| | - Wen-Hui Zhou
- Guang'anmen Hospital of China Academy of Chinese Medical Sciences, Beijing, China
| | - Qiang Zhang
- Guang'anmen Hospital of China Academy of Chinese Medical Sciences, Beijing, China
| | - Jiu-Chong Wang
- Guang'anmen Hospital of China Academy of Chinese Medical Sciences, Beijing, China
| | - Qing-Nan Wang
- Guang'anmen Hospital of China Academy of Chinese Medical Sciences, Beijing, China
| | - Ruo-Xuan Zhang
- Guang'anmen Hospital of China Academy of Chinese Medical Sciences, Beijing, China.,Graduate School of Beijing University of Chinese Medicine, Beijing, China
| | - Xin Zhao
- Guang'anmen Hospital of China Academy of Chinese Medical Sciences, Beijing, China.,Graduate School of Beijing University of Chinese Medicine, Beijing, China
| | - Si-Tong Chen
- Guang'anmen Hospital of China Academy of Chinese Medical Sciences, Beijing, China.,Graduate School of Beijing University of Chinese Medicine, Beijing, China
| | - Shuang Liu
- Guang'anmen Hospital of China Academy of Chinese Medical Sciences, Beijing, China
| | - Gao-Hui Li
- Guang'anmen Hospital of China Academy of Chinese Medical Sciences, Beijing, China
| | - Zheng-Min Cao
- Guang'anmen Hospital of China Academy of Chinese Medical Sciences, Beijing, China.,Graduate School of Beijing University of Chinese Medicine, Beijing, China
| | - Lei Xu
- Guang'anmen Hospital of China Academy of Chinese Medical Sciences, Beijing, China.,Graduate School of Beijing University of Chinese Medicine, Beijing, China
| | - Jing Chen
- Guang'anmen Hospital of China Academy of Chinese Medical Sciences, Beijing, China
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Oulas A, Minadakis G, Zachariou M, Sokratous K, Bourdakou MM, Spyrou GM. Systems Bioinformatics: increasing precision of computational diagnostics and therapeutics through network-based approaches. Brief Bioinform 2019; 20:806-824. [PMID: 29186305 PMCID: PMC6585387 DOI: 10.1093/bib/bbx151] [Citation(s) in RCA: 69] [Impact Index Per Article: 13.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/17/2017] [Revised: 10/17/2017] [Indexed: 02/01/2023] Open
Abstract
Systems Bioinformatics is a relatively new approach, which lies in the intersection of systems biology and classical bioinformatics. It focuses on integrating information across different levels using a bottom-up approach as in systems biology with a data-driven top-down approach as in bioinformatics. The advent of omics technologies has provided the stepping-stone for the emergence of Systems Bioinformatics. These technologies provide a spectrum of information ranging from genomics, transcriptomics and proteomics to epigenomics, pharmacogenomics, metagenomics and metabolomics. Systems Bioinformatics is the framework in which systems approaches are applied to such data, setting the level of resolution as well as the boundary of the system of interest and studying the emerging properties of the system as a whole rather than the sum of the properties derived from the system's individual components. A key approach in Systems Bioinformatics is the construction of multiple networks representing each level of the omics spectrum and their integration in a layered network that exchanges information within and between layers. Here, we provide evidence on how Systems Bioinformatics enhances computational therapeutics and diagnostics, hence paving the way to precision medicine. The aim of this review is to familiarize the reader with the emerging field of Systems Bioinformatics and to provide a comprehensive overview of its current state-of-the-art methods and technologies. Moreover, we provide examples of success stories and case studies that utilize such methods and tools to significantly advance research in the fields of systems biology and systems medicine.
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Affiliation(s)
- Anastasis Oulas
- Bioinformatics European Research Area Chair, The Cyprus Institute of Neurology and Genetics, Nicosia, Cyprus
| | - George Minadakis
- Bioinformatics European Research Area Chair, The Cyprus Institute of Neurology and Genetics, Nicosia, Cyprus
| | - Margarita Zachariou
- Bioinformatics European Research Area Chair, The Cyprus Institute of Neurology and Genetics, Nicosia, Cyprus
| | - Kleitos Sokratous
- Bioinformatics European Research Area Chair, The Cyprus Institute of Neurology and Genetics, Nicosia, Cyprus
| | - Marilena M Bourdakou
- Bioinformatics European Research Area Chair, The Cyprus Institute of Neurology and Genetics, Nicosia, Cyprus
| | - George M Spyrou
- Bioinformatics European Research Area Chair, The Cyprus Institute of Neurology and Genetics, Nicosia, Cyprus
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9
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Zhang P, Cui S, Ren X, Kang S, Wei F, Ma S, Liu B. Discriminatory Power Evaluation of Nuclear Ribosomal RNA Barcoding Sequences Through Ophiocordyceps sinensis Related Samples. Front Microbiol 2018; 9:2498. [PMID: 30405561 PMCID: PMC6206270 DOI: 10.3389/fmicb.2018.02498] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/04/2018] [Accepted: 10/01/2018] [Indexed: 11/13/2022] Open
Abstract
Since the cost of Ophiocordyceps sinensis has increased dramatically and the counterfeits may have adverse effect to health, a rapid and precise species-level DNA barcoding identification system could be a potent approach and significantly enhance the regulatory capacity. The discrimination power of three subunits sequences from nuclear ribosomal RNA gene cluster were determined by Simpson’s index of discrimination using 43 wild O. sinensis fruiting bodies, pure cultures, commercial mycelium fermented powder and counterfeits. The internal transcribed spacer (ITS) sequences showed the highest variance and discrimination power among 43 samples, as determined by Simpson’s index of discrimination (D = 0.972), followed by large subunit (LSU; D = 0.963) and small subunit (SSU; D = 0.921). ITS-2 sequences showed the highest discrimination power for 43 samples among ITS-1, ITS-2, and 5.8S region of ITS sequences. All O. sinensis samples were grouped into a unique ITS sequence cluster under 95% similarity and two O. sinensis samples and six non-O. sinensis samples showed false claims. Our data showed that the ITS region could provide accurate species identification for O. sinensis samples, especially when macroscopic and microscopic method could not be applied in the highly processed commercial products. Since the authentication of O. sinensis related products is essential to ensure its safety and efficacy, identification of O. sinensis through ITS sequence comparison or unique PCR amplification of the species specific target, such as the ITS region, should be considered in the next revision of Chinese pharmacopeia.
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Affiliation(s)
- Ping Zhang
- National Institutes for Food and Drug Control, State Food and Drug Administration, Beijing, China.,Department of Chinese Medicine Chemistry, Beijing University of Chinese Medicine, Beijing, China
| | - Shenghui Cui
- National Institutes for Food and Drug Control, State Food and Drug Administration, Beijing, China
| | - Xiu Ren
- National Institutes for Food and Drug Control, State Food and Drug Administration, Beijing, China
| | - Shuai Kang
- National Institutes for Food and Drug Control, State Food and Drug Administration, Beijing, China
| | - Feng Wei
- National Institutes for Food and Drug Control, State Food and Drug Administration, Beijing, China
| | - Shuangcheng Ma
- National Institutes for Food and Drug Control, State Food and Drug Administration, Beijing, China
| | - Bin Liu
- Department of Chinese Medicine Chemistry, Beijing University of Chinese Medicine, Beijing, China
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