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Webster NJG, Kumar D, Wu P. Dysregulation of RNA splicing in early non-alcoholic fatty liver disease through hepatocellular carcinoma. Sci Rep 2024; 14:2500. [PMID: 38291075 PMCID: PMC10828381 DOI: 10.1038/s41598-024-52237-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2023] [Accepted: 01/16/2024] [Indexed: 02/01/2024] Open
Abstract
While changes in RNA splicing have been extensively studied in hepatocellular carcinoma (HCC), no studies have systematically investigated changes in RNA splicing during earlier liver disease. Mouse studies have shown that disruption of RNA splicing can trigger liver disease and we have shown that the splicing factor SRSF3 is decreased in the diseased human liver, so we profiled RNA splicing in liver samples from twenty-nine individuals with no-history of liver disease or varying degrees of non-alcoholic fatty liver disease (NAFLD). We compared our results with three publicly available transcriptome datasets that we re-analyzed for splicing events (SEs). We found many changes in SEs occurred during early liver disease, with fewer events occurring with the onset of inflammation and fibrosis. Many of these early SEs were enriched for SRSF3-dependent events and were associated with SRSF3 binding sites. Mapping the early and late changes to gene ontologies and pathways showed that the genes harboring these early SEs were involved in normal liver metabolism, whereas those harboring late SEs were involved in inflammation, fibrosis and proliferation. We compared the SEs with HCC data from the TCGA and observed that many of these early disease SEs are found in HCC samples and, furthermore, are correlated with disease survival. Changes in splicing factor expression are also observed, which may be associated with distinct subsets of the SEs. The maintenance of these SEs through the multi-year oncogenic process suggests that they may be causative. Understanding the role of these splice variants in metabolic liver disease progression may shed light on the triggers of liver disease progression and the pathogenesis of HCC.
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Affiliation(s)
- Nicholas J G Webster
- Jennifer Moreno VA Medical Center, San Diego, CA, 92161, USA.
- Division of Endocrinology and Metabolism, Department of Medicine, University of California, San Diego, CA, 92093, USA.
- Moores Cancer Center, University of California, San Diego, CA, 92093, USA.
| | - Deepak Kumar
- Division of Endocrinology and Metabolism, Department of Medicine, University of California, San Diego, CA, 92093, USA
| | - Panyisha Wu
- Division of Endocrinology and Metabolism, Department of Medicine, University of California, San Diego, CA, 92093, USA
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2
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Sheng M, Zhang Y, Wang Y, Liu W, Wang X, Ke T, Liu P, Wang S, Shao W. Decoding the role of aberrant RNA alternative splicing in hepatocellular carcinoma: a comprehensive review. J Cancer Res Clin Oncol 2023; 149:17691-17708. [PMID: 37898981 DOI: 10.1007/s00432-023-05474-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/18/2023] [Accepted: 10/10/2023] [Indexed: 10/31/2023]
Abstract
During eukaryotic gene expression, alternative splicing of messenger RNA precursors is critical in increasing protein diversity and regulatory complexity. Multiple transcript isoforms could be produced by alternative splicing from a single gene; they could eventually be translated into protein isoforms with deleted, added, or altered domains or produce transcripts containing premature termination codons that could be targeted by nonsense-mediated mRNA decay. Alternative splicing can generate proteins with similar, different, or even opposite functions. Increasingly strong evidence indicates that abnormal RNA splicing is a prevalent and crucial occurrence in cellular differentiation, tissue advancement, and the development and progression of cancer. Aberrant alternative splicing could affect cancer cell activities such as growth, apoptosis, invasiveness, drug resistance, angiogenesis, and metabolism. This systematic review provides a comprehensive overview of the impact of abnormal RNA alternative splicing on the development and progression of hepatocellular carcinoma.
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Affiliation(s)
- Mengfei Sheng
- School of Basic Medical Sciences, Anhui Medical University, Hefei, China
| | - Yuanyuan Zhang
- School of Basic Medical Sciences, Anhui Medical University, Hefei, China
| | - Yaoyun Wang
- School of Basic Medical Sciences, Anhui Medical University, Hefei, China
| | - Weiyi Liu
- School of Basic Medical Sciences, Anhui Medical University, Hefei, China
| | - Xingyu Wang
- School of Basic Medical Sciences, Anhui Medical University, Hefei, China
| | - Tiaoying Ke
- School of Basic Medical Sciences, Anhui Medical University, Hefei, China
| | - Pingyang Liu
- Department of Epidemiology and Biostatistics, University of California, San Francisco, San Francisco, CA, USA
| | - Sihan Wang
- Department of Clinical Medicine, Bengbu Medical College, Bengbu, China
| | - Wei Shao
- School of Basic Medical Sciences, Anhui Medical University, Hefei, China.
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Kumar D, Das M, Oberg A, Sahoo D, Wu P, Sauceda C, Jih L, Ellies LG, Langiewicz MT, Sen S, Webster NJG. Hepatocyte Deletion of IGF2 Prevents DNA Damage and Tumor Formation in Hepatocellular Carcinoma. ADVANCED SCIENCE (WEINHEIM, BADEN-WURTTEMBERG, GERMANY) 2022; 9:e2105120. [PMID: 35615981 PMCID: PMC9313545 DOI: 10.1002/advs.202105120] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/09/2021] [Revised: 03/18/2022] [Indexed: 05/12/2023]
Abstract
Hepatocellular carcinoma (HCC) is the fifth most common cancer worldwide. Serine-arginine rich splicing factor 3 (SRSF3) plays a critical role in hepatocyte function and its loss in mice promotes chronic liver damage and leads to HCC. Hepatocyte-specific SRSF3 knockout mice (SKO mice) also overexpress insulin-like growth factor 2 (IGF2). In the present study, double deletion of Igf2 and Srsf3 (DKO mice) prevents hepatic fibrosis and inflammation, and completely prevents tumor formation, and is associated with decreased proliferation, apoptosis and DNA damage, and restored DNA repair enzyme expression. This is confirmed in vitro, where IGF2 treatment of HepG2 hepatoma cells decreases DNA repair enzyme expression and causes DNA damage. Tumors from the SKO mice also show mutational signatures consistent with homologous recombination and mismatch repair defects. Analysis of frozen human samples shows that SRSF3 protein is decreased sixfold in HCC compared to normal liver tissue but SRSF3 mRNA is increased. Looking at public TCGA data, HCC patients having high SRSF3 mRNA expression show poor survival, as do patients with alterations in known SRSF3-dependent splicing events. The results indicate that IGF2 overexpression in conjunction with reduced SRSF3 splicing activity could be a major cause of DNA damage and driver of liver cancer.
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Affiliation(s)
- Deepak Kumar
- Research and Development ServiceVA San Diego Healthcare SystemSan DiegoCA92161USA
- Division of Endocrinology and Metabolism, Department of MedicineUniversity of California San DiegoLa JollaCA92093USA
| | - Manasi Das
- Division of Endocrinology and Metabolism, Department of MedicineUniversity of California San DiegoLa JollaCA92093USA
| | - Alexis Oberg
- Research and Development ServiceVA San Diego Healthcare SystemSan DiegoCA92161USA
- Division of Endocrinology and Metabolism, Department of MedicineUniversity of California San DiegoLa JollaCA92093USA
| | - Debashis Sahoo
- Division of Genome Information Sciences, Department of PediatricsUniversity of California San DiegoLa JollaCA92093USA
| | - Panyisha Wu
- Research and Development ServiceVA San Diego Healthcare SystemSan DiegoCA92161USA
- Division of Endocrinology and Metabolism, Department of MedicineUniversity of California San DiegoLa JollaCA92093USA
| | - Consuelo Sauceda
- Research and Development ServiceVA San Diego Healthcare SystemSan DiegoCA92161USA
- Division of Endocrinology and Metabolism, Department of MedicineUniversity of California San DiegoLa JollaCA92093USA
| | - Lily Jih
- Research and Development ServiceVA San Diego Healthcare SystemSan DiegoCA92161USA
- Division of Endocrinology and Metabolism, Department of MedicineUniversity of California San DiegoLa JollaCA92093USA
| | - Lesley G. Ellies
- Division of Cancer Biology Research, Department of PathologyUniversity of California San DiegoLa JollaCA92093USA
- Moores Cancer CenterUniversity of California San DiegoLa JollaCA92093USA
| | - Magda T. Langiewicz
- Division of Endocrinology and Metabolism, Department of MedicineUniversity of California San DiegoLa JollaCA92093USA
| | - Supriya Sen
- Division of Endocrinology and Metabolism, Department of MedicineUniversity of California San DiegoLa JollaCA92093USA
| | - Nicholas J. G. Webster
- Research and Development ServiceVA San Diego Healthcare SystemSan DiegoCA92161USA
- Division of Endocrinology and Metabolism, Department of MedicineUniversity of California San DiegoLa JollaCA92093USA
- Moores Cancer CenterUniversity of California San DiegoLa JollaCA92093USA
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Impact of Alternative Splicing Variants on Liver Cancer Biology. Cancers (Basel) 2021; 14:cancers14010018. [PMID: 35008179 PMCID: PMC8750444 DOI: 10.3390/cancers14010018] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/19/2021] [Revised: 12/15/2021] [Accepted: 12/16/2021] [Indexed: 12/24/2022] Open
Abstract
Simple Summary Among the top ten deadly solid tumors are the two most frequent liver cancers, hepatocellular carcinoma, and intrahepatic cholangiocarcinoma, whose development and malignancy are favored by multifactorial conditions, which include aberrant maturation of pre-mRNA due to abnormalities in either the machinery involved in the splicing, i.e., the spliceosome and associated factors, or the nucleotide sequences of essential sites for the exon recognition process. As a consequence of cancer-associated aberrant splicing in hepatocytes- and cholangiocytes-derived cancer cells, abnormal proteins are synthesized. They contribute to the dysregulated proliferation and eventually transformation of these cells to phenotypes with enhanced invasiveness, migration, and multidrug resistance, which contributes to the poor prognosis that characterizes these liver cancers. Abstract The two most frequent primary cancers affecting the liver, whose incidence is growing worldwide, are hepatocellular carcinoma (HCC) and intrahepatic cholangiocarcinoma (iCCA), which are among the five most lethal solid tumors with meager 5-year survival rates. The common difficulty in most cases to reach an early diagnosis, the aggressive invasiveness of both tumors, and the lack of favorable response to pharmacotherapy, either classical chemotherapy or modern targeted therapy, account for the poor outcome of these patients. Alternative splicing (AS) during pre-mRNA maturation results in changes that might affect proteins involved in different aspects of cancer biology, such as cell cycle dysregulation, cytoskeleton disorganization, migration, and adhesion, which favors carcinogenesis, tumor promotion, and progression, allowing cancer cells to escape from pharmacological treatments. Reasons accounting for cancer-associated aberrant splicing include mutations that create or disrupt splicing sites or splicing enhancers or silencers, abnormal expression of splicing factors, and impaired signaling pathways affecting the activity of the splicing machinery. Here we have reviewed the available information regarding the impact of AS on liver carcinogenesis and the development of malignant characteristics of HCC and iCCA, whose understanding is required to develop novel therapeutical approaches aimed at manipulating the phenotype of cancer cells.
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Liu Z, Ye J, Khan AA, Chen J, Zhou L, Zheng S, Xu X. Genome-Wide Profiling of Alternative Splicing Signatures Associated with Prognosis and Immune Microenvironment of Hepatocellular Carcinoma. Med Sci Monit 2021; 27:e930052. [PMID: 34407065 PMCID: PMC8381756 DOI: 10.12659/msm.930052] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022] Open
Abstract
Background The potential roles of alternative splicing (AS) in HCC remain unknown. This study aimed to identify AS signatures associated with the prognosis that influence the immune microenvironment of HCC. Material/Methods The SpliceSeq tool was employed for genome-wide profiling of 7 AS events in 361 HCC patients from The Cancer Genome Atlas (TCGA). A prognostic signature was built by integrating Cox regression and the least absolute shrinkage and selection operator (LASSO). The support vector machine (SVM) and receiver operating characteristic curve (ROC) were employed to analyze the AS events in the signatures to discriminate the immune microenvironment. Results There were 3546 AS events highly linked to the survival of patients with HCC. The AS signature could effectively stratify HCC patients. Clustering analysis revealed 3 different immune clusters characterized with significantly different prognoses and were significantly correlated with AS signatures. The AS events in the final prognostic signature classified the immune cluster with an average AUC of the ROC (0.88). Moreover, a potential regulatory network of splicing events in HCC is presented. Conclusions We established the prognostic signature based on AS, which can effectively stratify HCC patients and predict the immune subtypes. Moreover, novel RNA splicing patterns and splicing-regulatory networks involved in HCC were discovered.
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Affiliation(s)
- Zhikun Liu
- Department of Hepatobiliary and Pancreatic Surgery, Center for Integrated Oncology and Precision Medicine, Affiliated Hangzhou First People's Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China (mainland).,Key Lab of Combined Multi-Organ Transplantation, Collaborative Innovation Center for Diagnosis and Treatment of Infectious Diseases, Ministry of Public Health, Hangzhou, Zhejiang, China (mainland)
| | - Jiangwei Ye
- Department of Hepatobiliary and Pancreatic Surgery, Center for Integrated Oncology and Precision Medicine, Affiliated Hangzhou First People's Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China (mainland).,Division of Hepatobiliary and Pancreatic Surgery, Sanmen People's Hospital, Sanmen, Zhejiang, China (mainland)
| | - Abid Ali Khan
- Department of Hepatobiliary and Pancreatic Surgery, Center for Integrated Oncology and Precision Medicine, Affiliated Hangzhou First People's Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China (mainland).,Key Lab of Combined Multi-Organ Transplantation, Collaborative Innovation Center for Diagnosis and Treatment of Infectious Diseases, Ministry of Public Health, Hangzhou, Zhejiang, China (mainland)
| | - Jun Chen
- Department of Hepatobiliary and Pancreatic Surgery, Center for Integrated Oncology and Precision Medicine, Affiliated Hangzhou First People's Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China (mainland).,Key Lab of Combined Multi-Organ Transplantation, Collaborative Innovation Center for Diagnosis and Treatment of Infectious Diseases, Ministry of Public Health, Hangzhou, Zhejiang, China (mainland)
| | - Lin Zhou
- Key Lab of Combined Multi-Organ Transplantation, Collaborative Innovation Center for Diagnosis and Treatment of Infectious Diseases, Ministry of Public Health, Hangzhou, Zhejiang, China (mainland)
| | - Shusen Zheng
- Key Lab of Combined Multi-Organ Transplantation, Collaborative Innovation Center for Diagnosis and Treatment of Infectious Diseases, Ministry of Public Health, Hangzhou, Zhejiang, China (mainland)
| | - Xiao Xu
- Department of Hepatobiliary and Pancreatic Surgery, Center for Integrated Oncology and Precision Medicine, Affiliated Hangzhou First People's Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China (mainland).,Key Lab of Combined Multi-Organ Transplantation, Collaborative Innovation Center for Diagnosis and Treatment of Infectious Diseases, Ministry of Public Health, Hangzhou, Zhejiang, China (mainland)
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Xu Q, Xu H, Deng R, Li N, Mu R, Qi Z, Shen Y, Wang Z, Wen J, Zhao J, Weng D, Huang W. Immunological significance of prognostic alternative splicing signature in hepatocellular carcinoma. Cancer Cell Int 2021; 21:190. [PMID: 33794886 PMCID: PMC8017877 DOI: 10.1186/s12935-021-01894-z] [Citation(s) in RCA: 15] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/18/2021] [Accepted: 03/23/2021] [Indexed: 01/23/2023] Open
Abstract
BACKGROUND Hepatocellular carcinoma (HCC) ranks the sixth prevalent tumors with high mortality globally. Alternative splicing (AS) drives protein diversity, the imbalance of which might act an important factor in tumorigenesis. This study aimed to construct of AS-based prognostic signature and elucidate the role in tumor immune microenvironment (TIME) and immunotherapy in HCC. METHODS Univariate Cox regression analysis was performed to determine the prognosis-related AS events and gene set enrichment analysis (GSEA) was employed for functional annotation, followed by the development of prognostic signatures using univariate Cox, LASSO and multivariate Cox regression. K-M survival analysis, proportional hazards model, and ROC curves were conducted to validate prognostic value. ESTIMATE R package, ssGSEA algorithm and CIBERSORT method and TIMER database exploration were performed to uncover the context of TIME in HCC. Quantitative real-time polymerase chain reaction was implemented to detect ZDHHC16 mRNA expression. Cytoscape software 3.8.0 were employed to visualize AS-splicing factors (SFs) regulatory networks. RESULTS A total of 3294 AS events associated with survival of HCC patients were screened. Based on splicing subtypes, eight AS prognostic signature with robust prognostic predictive accuracy were constructed. Furthermore, quantitative prognostic nomogram was developed and exhibited robust validity in prognostic prediction. Besides, the consolidated signature was significantly correlated with TIME diversity and ICB-related genes. ZDHHC16 presented promising prospect as prognostic factor in HCC. Finally, the splicing regulatory network uncovered the potential functions of splicing factors (SFs). CONCLUSION Herein, exploration of AS patterns may provide novel and robust indicators (i.e., risk signature, prognostic nomogram, etc.,) for prognostic prediction of HCC. The AS-SF networks could open up new approach for investigation of potential regulatory mechanisms. And pivotal players of AS events in context of TIME and immunotherapy efficiency were revealed, contributing to clinical decision-making and personalized prognosis monitoring of HCC.
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Affiliation(s)
- Qianhui Xu
- The Second Affiliated Hospital and Yuying Children's Hospital of Wenzhou Medical University, No 109. Xueyuan West Road, Wenzhou, 325000, Zhejiang, China
| | - Hao Xu
- Zhejiang University School of Medicine, Hangzhou, 310009, Zhejiang, China
| | - Rongshan Deng
- Zhejiang University School of Medicine, Hangzhou, 310009, Zhejiang, China
| | - Nanjun Li
- Zhejiang University School of Medicine, Hangzhou, 310009, Zhejiang, China
| | - Ruiqi Mu
- Zhejiang University School of Medicine, Hangzhou, 310009, Zhejiang, China
| | - Zhixuan Qi
- Zhejiang University School of Medicine, Hangzhou, 310009, Zhejiang, China
| | - Yunuo Shen
- Zhejiang University School of Medicine, Hangzhou, 310009, Zhejiang, China
| | - Zijie Wang
- Zhejiang University School of Medicine, Hangzhou, 310009, Zhejiang, China
| | - Jingchao Wen
- Zhejiang University School of Medicine, Hangzhou, 310009, Zhejiang, China
| | - Jiaxin Zhao
- Zhejiang University School of Medicine, Hangzhou, 310009, Zhejiang, China
| | - Di Weng
- Zhejiang University School of Medicine, Hangzhou, 310009, Zhejiang, China
| | - Wen Huang
- The Second Affiliated Hospital and Yuying Children's Hospital of Wenzhou Medical University, No 109. Xueyuan West Road, Wenzhou, 325000, Zhejiang, China.
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Mei C, Song PY, Zhang W, Zhou HH, Li X, Liu ZQ. Aberrant RNA Splicing Events Driven by Mutations of RNA-Binding Proteins as Indicators for Skin Cutaneous Melanoma Prognosis. Front Oncol 2020; 10:568469. [PMID: 33178596 PMCID: PMC7593665 DOI: 10.3389/fonc.2020.568469] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/01/2020] [Accepted: 08/14/2020] [Indexed: 12/29/2022] Open
Abstract
The worldwide incidence of skin cutaneous melanoma (SKCM) is increasing at a more rapid rate than other tumors. Aberrant alternative splicing (AS) is found to be common in cancer; however, how this process contributes to cancer prognosis still remains largely unknown. Mutations in RNA-binding proteins (RBPs) may trigger great changes in the splicing process. In this study, we comprehensively analyzed DNA and RNA sequencing data and clinical information of SKCM patients, together with widespread changes in splicing patterns induced by RBP mutations. We screened mRNA expression-related and prognosis-related mutations in RBPs and investigated the potential affections of RBP mutations on splicing patterns. Mutations in 853 RBPs were demonstrated to be correlated with splicing aberrations (p < 0.01). Functional enrichment analysis revealed that these alternative splicing events (ASEs) may participate in tumor progress by regulating the modification process, cell-cycle checkpoint, metabolic pathways, MAPK signaling, PI3K-Akt signaling, and other important pathways in cancer. We also constructed a prediction model based on overall survival-related AS events (OS-ASEs) affected by RBP mutations, which exhibited a good predict efficiency with the area under the curve of 0.989. Our work highlights the importance of RBP mutations in splicing alterations and provides effective biomarkers for prediction of prognosis of SKCM.
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Affiliation(s)
- Chao Mei
- Department of Clinical Pharmacology, Hunan Key Laboratory of Pharmacogenetics, Key Laboratory of Biological Nanotechnology of National Health Commission, and National Clinical Research Center for Geriatric Disorders, Xiangya Hospital, Central South University, Changsha, China.,Engineering Research Center for Applied Technology of Pharmacogenomics of Ministry of Education, Institute of Clinical Pharmacology, Central South University, Changsha, China
| | - Pei-Yuan Song
- Department of Clinical Pharmacology, Hunan Key Laboratory of Pharmacogenetics, Key Laboratory of Biological Nanotechnology of National Health Commission, and National Clinical Research Center for Geriatric Disorders, Xiangya Hospital, Central South University, Changsha, China.,Engineering Research Center for Applied Technology of Pharmacogenomics of Ministry of Education, Institute of Clinical Pharmacology, Central South University, Changsha, China
| | - Wei Zhang
- Department of Clinical Pharmacology, Hunan Key Laboratory of Pharmacogenetics, Key Laboratory of Biological Nanotechnology of National Health Commission, and National Clinical Research Center for Geriatric Disorders, Xiangya Hospital, Central South University, Changsha, China.,Engineering Research Center for Applied Technology of Pharmacogenomics of Ministry of Education, Institute of Clinical Pharmacology, Central South University, Changsha, China
| | - Hong-Hao Zhou
- Department of Clinical Pharmacology, Hunan Key Laboratory of Pharmacogenetics, Key Laboratory of Biological Nanotechnology of National Health Commission, and National Clinical Research Center for Geriatric Disorders, Xiangya Hospital, Central South University, Changsha, China.,Engineering Research Center for Applied Technology of Pharmacogenomics of Ministry of Education, Institute of Clinical Pharmacology, Central South University, Changsha, China
| | - Xi Li
- Department of Clinical Pharmacology, Hunan Key Laboratory of Pharmacogenetics, Key Laboratory of Biological Nanotechnology of National Health Commission, and National Clinical Research Center for Geriatric Disorders, Xiangya Hospital, Central South University, Changsha, China.,Engineering Research Center for Applied Technology of Pharmacogenomics of Ministry of Education, Institute of Clinical Pharmacology, Central South University, Changsha, China
| | - Zhao-Qian Liu
- Department of Clinical Pharmacology, Hunan Key Laboratory of Pharmacogenetics, Key Laboratory of Biological Nanotechnology of National Health Commission, and National Clinical Research Center for Geriatric Disorders, Xiangya Hospital, Central South University, Changsha, China.,Engineering Research Center for Applied Technology of Pharmacogenomics of Ministry of Education, Institute of Clinical Pharmacology, Central South University, Changsha, China
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