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Shen Y, Fan N, Ma S, Cheng X, Yang X, Wang G. Gut Microbiota Dysbiosis: Pathogenesis, Diseases, Prevention, and Therapy. MedComm (Beijing) 2025; 6:e70168. [PMID: 40255918 PMCID: PMC12006732 DOI: 10.1002/mco2.70168] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/04/2024] [Revised: 03/10/2025] [Accepted: 03/13/2025] [Indexed: 04/22/2025] Open
Abstract
Dysbiosis refers to the disruption of the gut microbiota balance and is the pathological basis of various diseases. The main pathogenic mechanisms include impaired intestinal mucosal barrier function, inflammation activation, immune dysregulation, and metabolic abnormalities. These mechanisms involve dysfunctions in the gut-brain axis, gut-liver axis, and others to cause broader effects. Although the association between diseases caused by dysbiosis has been extensively studied, many questions remain regarding the specific pathogenic mechanisms and treatment strategies. This review begins by examining the causes of gut microbiota dysbiosis and summarizes the potential mechanisms of representative diseases caused by microbiota imbalance. It integrates clinical evidence to explore preventive and therapeutic strategies targeting gut microbiota dysregulation, emphasizing the importance of understanding gut microbiota dysbiosis. Finally, we summarized the development of artificial intelligence (AI) in the gut microbiota research and suggested that it will play a critical role in future studies on gut dysbiosis. The research combining multiomics technologies and AI will further uncover the complex mechanisms of gut microbiota dysbiosis. It will drive the development of personalized treatment strategies.
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Affiliation(s)
- Yao Shen
- International Joint Laboratory for Embryonic Development & Prenatal MedicineDivision of Histology and EmbryologySchool of MedicineJinan UniversityGuangzhouChina
- Key Laboratory for Regenerative Medicine of the Ministry of EducationJinan UniversityGuangzhouChina
| | - Nairui Fan
- Basic Medical College of Jiamusi UniversityHeilongjiangChina
| | - Shu‐xia Ma
- Basic Medical College of Jiamusi UniversityHeilongjiangChina
| | - Xin Cheng
- International Joint Laboratory for Embryonic Development & Prenatal MedicineDivision of Histology and EmbryologySchool of MedicineJinan UniversityGuangzhouChina
- Key Laboratory for Regenerative Medicine of the Ministry of EducationJinan UniversityGuangzhouChina
| | - Xuesong Yang
- International Joint Laboratory for Embryonic Development & Prenatal MedicineDivision of Histology and EmbryologySchool of MedicineJinan UniversityGuangzhouChina
- Key Laboratory for Regenerative Medicine of the Ministry of EducationJinan UniversityGuangzhouChina
- International SchoolGuangzhou Huali College, ZengchengGuangzhouChina
| | - Guang Wang
- International Joint Laboratory for Embryonic Development & Prenatal MedicineDivision of Histology and EmbryologySchool of MedicineJinan UniversityGuangzhouChina
- Key Laboratory for Regenerative Medicine of the Ministry of EducationJinan UniversityGuangzhouChina
- Guangdong‐Hong Kong Metabolism & Reproduction Joint LaboratoryGuangdong Second Provincial General HospitalSchool of MedicineJinan UniversityGuangzhouChina
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2
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Chen Y, Nian F, Chen J, Jiang Q, Yuan T, Feng H, Shen X, Dong L. Metagenomic Microbial Signatures for Noninvasive Detection of Pancreatic Cancer. Biomedicines 2025; 13:1000. [PMID: 40299688 PMCID: PMC12025148 DOI: 10.3390/biomedicines13041000] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/10/2025] [Revised: 04/03/2025] [Accepted: 04/10/2025] [Indexed: 05/01/2025] Open
Abstract
Background/Objectives: Pancreatic ductal adenocarcinoma (PDAC) is a highly aggressive malignancy with poor early detection rates owing to the limited sensitivity and specificity of the current biomarker CA19-9. Gut microbiota dysbiosis plays a key role in PDAC pathogenesis. This study aimed to evaluate the noninvasive approach we developed, combining metagenome-derived microbial signatures with CA19-9, to improve PDAC detection. Methods: This study included 50 treatment-naïve patients with PDAC and their matched controls. Fecal samples were analyzed using shotgun metagenomic sequencing. Machine learning algorithms were used to develop and validate a diagnostic panel integrating microbial signatures and CA19-9 levels. Subgroup analyses were used to confirm the robustness of the microbial markers. Results: The combined models at both species and genus levels effectively distinguished patients with PDAC from healthy individuals, and their strong diagnostic efficacy and accuracy were demonstrated through rigorous validation. Conclusions: In conclusion, the combination of gut microbiome profiling and CA19-9 improves PDAC detection accuracy compared to the use of CA19-9 alone, showing promise for early and noninvasive diagnosis.
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Affiliation(s)
- Yueying Chen
- Department of Gastroenterology and Hepatology, Zhongshan Hospital, Fudan University, Shanghai 200032, China
- Shanghai Institute of Liver Diseases, Shanghai 200032, China
| | - Fulin Nian
- Department of Gastroenterology and Hepatology, Zhongshan Hospital, Fudan University, Shanghai 200032, China
- Shanghai Institute of Liver Diseases, Shanghai 200032, China
| | - Jia Chen
- Department of Gastroenterology and Hepatology, Zhongshan Hospital, Fudan University, Shanghai 200032, China
- Shanghai Institute of Liver Diseases, Shanghai 200032, China
| | - Qiuyu Jiang
- Department of Gastroenterology and Hepatology, Zhongshan Hospital, Fudan University, Shanghai 200032, China
- Shanghai Institute of Liver Diseases, Shanghai 200032, China
| | - Tianli Yuan
- Department of Gastrointestinal Surgery, Renji Hospital Affiliated, University School of Medicine, Shanghai Jiao Tong University, Shanghai 200127, China
| | - Haokang Feng
- Key Laboratory of Carcinogenesis and Cancer Invasion, Department of Liver Surgery, Liver Cancer Institute, Zhongshan Hospital, Fudan University, Ministry of Education, Shanghai 200032, China
| | - Xizhong Shen
- Department of Gastroenterology and Hepatology, Zhongshan Hospital, Fudan University, Shanghai 200032, China
- Shanghai Institute of Liver Diseases, Shanghai 200032, China
| | - Ling Dong
- Department of Gastroenterology and Hepatology, Zhongshan Hospital, Fudan University, Shanghai 200032, China
- Shanghai Institute of Liver Diseases, Shanghai 200032, China
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3
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Huang L, Chen C, Meng J, Yan Q, Luo G, Sha S, Xing Y, Liu C, Xu M, Zhao L, Guo S, Wu X, Chen H, Ma J, You W, Zhang Y, Guo R, Li S, Yao X, Ma W, Kong X, Zhou P, Sun W. Metagenome-Based Characterization of the Gut Virome Signatures in Patients With Gout. J Med Virol 2025; 97:e70336. [PMID: 40207877 DOI: 10.1002/jmv.70336] [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: 12/02/2024] [Revised: 03/23/2025] [Accepted: 03/27/2025] [Indexed: 04/11/2025]
Abstract
The gut microbiome has been implicated in the development of autoimmune diseases, including gout. However, the role of the gut virome in gout pathogenesis remains underexplored. We employed a reference-dependent virome approach to analyze fecal metagenomic data from 102 gout patients (77 in the discovery cohort and 25 in the validation cohort) and 86 healthy controls (HCs) (63 and 23 in each cohort). A subset of gout patients in the discovery cohort provided longitudinal samples at Weeks 2, 4, and 24. Our analysis revealed significant alterations in the gut virome of gout patients, including reduced viral richness and shifts in viral family composition. Notably, Siphoviridae, Myoviridae, and Podoviridae were depleted, while Quimbyviridae, Retroviridae, and Schitoviridae were enriched in gout patients. We identified 359 viral operational taxonomic units (vOTUs) associated with gout. Enriched vOTUs in gout patients predominantly consisted of Fusobacteriaceae, Bacteroidaceae, and Selenomonadaceae phages, while control-enriched vOTUs included Ruminococcaceae, Oscillospiraceae, and Enterobacteriaceae phages. Longitudinal analysis revealed that a substantial proportion of these virome signatures remained stable over 6 months. Functional profiling highlighted the enrichment of viral auxiliary metabolic genes, suggesting potential metabolic interactions between viruses and host bacteria. Notably, gut virome signatures effectively discriminated gout patients from HCs, with high classification performance in the validation cohort. This study provides the first comprehensive characterization of the gut virome in gout, revealing its potential role in disease pathogenesis and highlighting virome-based signatures as promising biomarkers for gout diagnosis and future therapeutic strategies.
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Affiliation(s)
- Liansha Huang
- Department of Reproductive Health, Shenzhen Bao'an Chinese Medicine Hospital, Guangzhou University of Chinese Medicine, Shenzhen, China
| | - Changming Chen
- Department of Rheumatology and Immunology, The Second Affiliated Hospital of Guizhou University of Traditional Chinese Medicine, Guiyang, China
| | | | - Qiulong Yan
- The Fifth Affiliated Hospital of Southern Medical University, Guangzhou, China
- Department of Microbiology, Department of Biochemistry and Molecular Biology, College of Basic Medical Sciences, Dalian Medical University, Dalian, China
- Central Hospital of Loudi, Loudi, China
| | - Guangbin Luo
- Centre for Translational Medicine, Shenzhen Bao'an Chinese Medicine Hospital, Guangzhou University of Chinese Medicine, Shenzhen, China
| | - Shanshan Sha
- Department of Microbiology, Department of Biochemistry and Molecular Biology, College of Basic Medical Sciences, Dalian Medical University, Dalian, China
| | - Yida Xing
- Department of Rheumatology, The Second Affiliated Hospital of Dalian Medical University, Dalian, China
| | - Changyan Liu
- Department of Rheumatology, The Second Affiliated Hospital of Dalian Medical University, Dalian, China
| | - Mingxi Xu
- Department of Rheumatology, The Second Affiliated Hospital of Dalian Medical University, Dalian, China
| | - Lin Zhao
- Department of Rheumatology, The Second Affiliated Hospital of Dalian Medical University, Dalian, China
| | - Shumin Guo
- Department of Reproductive Health, Shenzhen Bao'an Chinese Medicine Hospital, Guangzhou University of Chinese Medicine, Shenzhen, China
| | - Xiaoling Wu
- Department of Reproductive Health, Shenzhen Bao'an Chinese Medicine Hospital, Guangzhou University of Chinese Medicine, Shenzhen, China
| | - Huiling Chen
- Department of Reproductive Health, Shenzhen Bao'an Chinese Medicine Hospital, Guangzhou University of Chinese Medicine, Shenzhen, China
| | - Jie Ma
- School of Traditional Chinese Medicine, Beijing University of Chinese Medicine, Beijing, China
| | - Wei You
- Department of Acupuncture and Moxibustion, Beijing Hospital of Traditional Chinese Medicine, Capital Medical University, Beijing, China
| | - Yan Zhang
- Department of Traditional Chinese Medicine, Beijing Friendship Hospital, Capital Medical University, Beijing, China
| | - Ruochun Guo
- The Fifth Affiliated Hospital of Southern Medical University, Guangzhou, China
| | | | - Xueming Yao
- Department of Rheumatology and Immunology, The Second Affiliated Hospital of Guizhou University of Traditional Chinese Medicine, Guiyang, China
| | - Wukai Ma
- Department of Rheumatology and Immunology, The Second Affiliated Hospital of Guizhou University of Traditional Chinese Medicine, Guiyang, China
| | - Xiaodan Kong
- Department of Rheumatology, The Second Affiliated Hospital of Dalian Medical University, Dalian, China
| | - Peng Zhou
- Department of Acupuncture, Shenzhen Bao'an Chinese Medicine Hospital, Guangzhou University of Chinese Medicine, Shenzhen, China
| | - Wen Sun
- Centre for Translational Medicine, Shenzhen Bao'an Chinese Medicine Hospital, Guangzhou University of Chinese Medicine, Shenzhen, China
- Key Laboratory of Health Cultivation of the Ministry of Education, Beijing University of Chinese Medicine, Beijing, China
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4
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Yan Q, Huang L, Li S, Zhang Y, Guo R, Zhang P, Lei Z, Lv Q, Chen F, Li Z, Meng J, Li J, Wang G, Chen C, Ullah H, Cheng L, Fan S, You W, Zhang Y, Ma J, Sha S, Sun W. The Chinese gut virus catalogue reveals gut virome diversity and disease-related viral signatures. Genome Med 2025; 17:30. [PMID: 40140988 PMCID: PMC11938785 DOI: 10.1186/s13073-025-01460-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2024] [Accepted: 03/18/2025] [Indexed: 03/28/2025] Open
Abstract
BACKGROUND The gut viral community has been increasingly recognized for its role in human physiology and health; however, our understanding of its genetic makeup, functional potential, and disease associations remains incomplete. METHODS In this study, we collected 11,286 bulk or viral metagenomes from fecal samples across large-scale Chinese populations to establish a Chinese Gut Virus Catalogue (cnGVC) using a de novo virus identification approach. We then examined the diversity and compositional patterns of the gut virome in relation to common diseases by analyzing 6311 bulk metagenomes representing 28 disease or unhealthy states. RESULTS The cnGVC contains 93,462 nonredundant viral genomes, with over 70% of these being novel viruses not included in existing gut viral databases. This resource enabled us to characterize the functional diversity and specificity of the gut virome. Using cnGVC, we profiled the gut virome in large-scale populations, assessed sex- and age-related variations, and identified 4238 universal viral signatures of diseases. A random forest classifier based on these signatures achieved high accuracy in distinguishing diseased individuals from controls (AUC = 0.698) and high-risk patients from controls (AUC = 0.761), and its predictive ability was also validated in external cohorts. CONCLUSIONS Our resources and findings significantly expand the current understanding of the human gut virome and provide a comprehensive view of the associations between gut viruses and common diseases. This will pave the way for novel strategies in the treatment and prevention of these diseases.
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Affiliation(s)
- Qiulong Yan
- The Fifth Affiliated Hospital of Southern Medical University, Guangzhou, 510900, China.
- Department of Microbiology, Department of Biochemistry and Molecular Biology, College of Basic Medical Sciences, Dalian Medical University, Dalian, 116044, China.
| | - Liansha Huang
- Department of Reproductive Health, Shenzhen Bao'an Chinese Medicine Hospital, Guangzhou University of Chinese Medicine, Shenzhen, 518101, China
| | - Shenghui Li
- Puensum Genetech Institute, Wuhan, 430076, China
| | - Yue Zhang
- Puensum Genetech Institute, Wuhan, 430076, China
| | - Ruochun Guo
- The Fifth Affiliated Hospital of Southern Medical University, Guangzhou, 510900, China
| | - Pan Zhang
- Department of Gastroenterology, The Second Affiliated Hospital of Xi'an Jiaotong University, Xi'an, 710004, China
| | - Zhixin Lei
- School of Chemistry, Hubei Key Laboratory of Nanomedicine for Neurodegenerative Disease, Chemical Engineering and Life Science, Wuhan University of Technology, Wuhan, 430070, China.
| | - Qingbo Lv
- Puensum Genetech Institute, Wuhan, 430076, China
| | - Fang Chen
- The Fifth Affiliated Hospital of Southern Medical University, Guangzhou, 510900, China
- Department of Microbiology, Department of Biochemistry and Molecular Biology, College of Basic Medical Sciences, Dalian Medical University, Dalian, 116044, China
| | | | - Jinxin Meng
- Puensum Genetech Institute, Wuhan, 430076, China
| | - Jing Li
- Department of Rheumatology and Immunology, Peking University People's Hospital, Beijing, 100044, China
| | - Guangyang Wang
- The Fifth Affiliated Hospital of Southern Medical University, Guangzhou, 510900, China
- Department Pathology, Dalian Municipal Central Hospital, Dalian, 116033, China
| | - Changming Chen
- Department of Rheumatology and Immunology, The Second Affiliated Hospital of Guizhou University of Traditional Chinese Medicine, Guiyang, 550025, China
| | - Hayan Ullah
- Department of Microbiology, Department of Biochemistry and Molecular Biology, College of Basic Medical Sciences, Dalian Medical University, Dalian, 116044, China
| | - Lin Cheng
- Department of Microbiology, Department of Biochemistry and Molecular Biology, College of Basic Medical Sciences, Dalian Medical University, Dalian, 116044, China
| | - Shao Fan
- Department of Microbiology, Department of Biochemistry and Molecular Biology, College of Basic Medical Sciences, Dalian Medical University, Dalian, 116044, China
| | - Wei You
- Department of Acupuncture and Moxibustion, Beijing Hospital of Traditional Chinese Medicine, Capital Medical University, Beijing, 100010, China
| | - Yan Zhang
- Department of Traditional Chinese Medicine, Beijing Friendship Hospital, Capital Medical University, Beijing, 100050, China
| | - Jie Ma
- School of Traditional Chinese Medicine, Beijing University of Chinese Medicine, Beijing, 100029, China
| | - Shanshan Sha
- Department of Microbiology, Department of Biochemistry and Molecular Biology, College of Basic Medical Sciences, Dalian Medical University, Dalian, 116044, China.
| | - Wen Sun
- Centre for Translational Medicine, Shenzhen Bao'an Chinese Medicine Hospital, Guangzhou University of Chinese Medicine, Shenzhen, 518101, China.
- Key Laboratory of Health Cultivation of the Ministry of Education, Beijing University of Chinese Medicine, Beijing, 100029, China.
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5
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Wu Y, Cheng R, Lin H, Li L, Jia Y, Philips A, Zuo T, Zhang H. Gut virome and its implications in the pathogenesis and therapeutics of inflammatory bowel disease. BMC Med 2025; 23:183. [PMID: 40140901 PMCID: PMC11948845 DOI: 10.1186/s12916-025-04016-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/09/2024] [Accepted: 03/18/2025] [Indexed: 03/28/2025] Open
Abstract
Inflammatory bowel disease (IBD) refers to chronic, recurrent inflammatory intestinal disorders, primarily including Crohn's disease (CD) and Ulcerative colitis (UC). Numerous studies have elucidated the importance of the gut microbiome in IBD. Recently, numerous studies have focused on the gut virome, an intriguing and enigmatic aspect of the gut microbiome. Alterations in the composition of phages, eukaryotic viruses, and human endogenous retroviruses that occur in IBD suggest potential involvement of the gut virome in IBD. Nevertheless, the mechanisms by which it maintains intestinal homeostasis and interacts with diseases are only beginning to be understood. Here, we thoroughly reviewed the composition of the gut virome in both healthy individuals and IBD patients, emphasizing the key viruses implicated in the onset and progression of IBD. Furthermore, the complex connections between the gut virome and the intestinal barrier, immunity, and gut microbiome were dissected to advance the interpretation of IBD pathogenesis. The updated discussion of the evidence regarding the gut virome will advance our knowledge in gut virome and chronic gastrointestinal diseases. Targeting the gut virome is a promising avenue for IBD treatment in future.
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Affiliation(s)
- Yushan Wu
- Department of Gastroenterology, West China Hospital, Sichuan University, Chengdu, China
- Centre for Inflammatory Bowel Disease, West China Hospital, Sichuan University, Chengdu, China
- Lab of Inflammatory Bowel Disease, Frontiers Science Center for Disease-Related Molecular Network, West China Hospital, Sichuan University, Chengdu, China
| | - Rui Cheng
- Department of Gastroenterology, West China Hospital, Sichuan University, Chengdu, China
- Centre for Inflammatory Bowel Disease, West China Hospital, Sichuan University, Chengdu, China
- Lab of Inflammatory Bowel Disease, Frontiers Science Center for Disease-Related Molecular Network, West China Hospital, Sichuan University, Chengdu, China
| | - Hao Lin
- Department of Gastroenterology, West China Hospital, Sichuan University, Chengdu, China
- Centre for Inflammatory Bowel Disease, West China Hospital, Sichuan University, Chengdu, China
- Lab of Inflammatory Bowel Disease, Frontiers Science Center for Disease-Related Molecular Network, West China Hospital, Sichuan University, Chengdu, China
| | - Lili Li
- Department of Gastroenterology, West China Hospital, Sichuan University, Chengdu, China
- Centre for Inflammatory Bowel Disease, West China Hospital, Sichuan University, Chengdu, China
- Lab of Inflammatory Bowel Disease, Frontiers Science Center for Disease-Related Molecular Network, West China Hospital, Sichuan University, Chengdu, China
| | - Yongbin Jia
- Lab of Inflammatory Bowel Disease, Frontiers Science Center for Disease-Related Molecular Network, West China Hospital, Sichuan University, Chengdu, China
| | - Anna Philips
- Laboratory of Bioinformatics, Institute of Bioorganic Chemistry, Polish Academy of Sciences, Poznan, Poland
| | - Tao Zuo
- Key Laboratory of Human Microbiome and Chronic Diseases, Ministry of Education, Sun Yat-Sen University, Guangzhou, China.
- Guangdong Institute of Gastroenterology, the Sixth Affiliated Hospital, Sun Yat-Sen University, Guangzhou, China.
- Biomedical Innovation Centre, the Sixth Affiliated Hospital, Sun Yat-Sen University, Guangzhou, China.
- The Sixth Affiliated Hospital, Sun Yat-Sen University, Guangzhou, China.
| | - Hu Zhang
- Department of Gastroenterology, West China Hospital, Sichuan University, Chengdu, China.
- Centre for Inflammatory Bowel Disease, West China Hospital, Sichuan University, Chengdu, China.
- Lab of Inflammatory Bowel Disease, Frontiers Science Center for Disease-Related Molecular Network, West China Hospital, Sichuan University, Chengdu, China.
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6
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Zhang P, Guo R, Ma S, Jiang H, Yan Q, Li S, Wang K, Deng J, Zhang Y, Zhang Y, Wang G, Chen L, Li L, Guo X, Zhao G, Yang L, Wang Y, Kang J, Sha S, Fan S, Cheng L, Meng J, Yu H, Chen F, He D, Wang J, Liu S, Shi H. A metagenome-wide study of the gut virome in chronic kidney disease. Theranostics 2025; 15:1642-1661. [PMID: 39897560 PMCID: PMC11780533 DOI: 10.7150/thno.101601] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/29/2024] [Accepted: 11/29/2024] [Indexed: 02/04/2025] Open
Abstract
Rationale: Chronic kidney disease (CKD) is a progressively debilitating condition leading to kidney dysfunction and severe complications. While dysbiosis of the gut bacteriome has been linked to CKD, the alteration in the gut viral community and its role in CKD remain poorly understood. Methods: Here, we characterize the gut virome in CKD using metagenome-wide analyses of faecal samples from 425 patients and 290 healthy individuals. Results: CKD is associated with a remarkable shift in the gut viral profile that occurs regardless of host properties, disease stage, and underlying diseases. We identify 4,649 differentially abundant viral operational taxonomic units (vOTUs) and reveal that some CKD-enriched viruses are closely related to gut bacterial taxa such as Bacteroides, [Ruminococcus], Erysipelatoclostridium, and Enterocloster spp. In contrast, CKD-depleted viruses include more crAss-like viruses and often target Faecalibacterium, Ruminococcus, and Prevotella species. Functional annotation of the vOTUs reveals numerous viral functional signatures associated with CKD, notably a marked reduction in nicotinamide adenine dinucleotide (NAD+) synthesis capacity within the CKD-associated virome. Furthermore, most CKD viral signatures are reproducible in the gut viromes of diabetic kidney disease and several other common diseases, highlighting the considerable universality of disease-associated viromes. Conclusions: This research provides comprehensive resources and novel insights into the CKD-associated gut virome, offering valuable guidance for future mechanistic and therapeutic investigations.
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Affiliation(s)
- Pan Zhang
- Department of Gastroenterology, The Second Affiliated Hospital of Xi'an Jiaotong University; Shaanxi Key Laboratory of Gastrointestinal Motility Disorders; Shaanxi Provincial Clinical Research Center for Gastrointestinal Diseases; Digestive Disease Quality Control Center of Shaanxi Province, Xi'an 710004, China
| | - Ruochun Guo
- College of Basic Medical Sciences, Dalian Medical University, Dalian 116044, China
- Puensum Genetech Institute, Wuhan 430076, China
| | - Shiyang Ma
- Department of Gastroenterology, The Second Affiliated Hospital of Xi'an Jiaotong University; Shaanxi Key Laboratory of Gastrointestinal Motility Disorders; Shaanxi Provincial Clinical Research Center for Gastrointestinal Diseases; Digestive Disease Quality Control Center of Shaanxi Province, Xi'an 710004, China
| | - Hongli Jiang
- Department of Critical Care Nephrology and Blood Purification, the First Affiliated Hospital of Xi'an Jiaotong University, Shaanxi, 710061, China
| | - Qiulong Yan
- College of Basic Medical Sciences, Dalian Medical University, Dalian 116044, China
| | - Shenghui Li
- Puensum Genetech Institute, Wuhan 430076, China
| | - Kairuo Wang
- Department of Gastroenterology, The Second Affiliated Hospital of Xi'an Jiaotong University; Shaanxi Key Laboratory of Gastrointestinal Motility Disorders; Shaanxi Provincial Clinical Research Center for Gastrointestinal Diseases; Digestive Disease Quality Control Center of Shaanxi Province, Xi'an 710004, China
| | - Jiang Deng
- Department of Gastroenterology, The Second Affiliated Hospital of Xi'an Jiaotong University; Shaanxi Key Laboratory of Gastrointestinal Motility Disorders; Shaanxi Provincial Clinical Research Center for Gastrointestinal Diseases; Digestive Disease Quality Control Center of Shaanxi Province, Xi'an 710004, China
| | - Yanli Zhang
- College of Basic Medical Sciences, Dalian Medical University, Dalian 116044, China
| | - Yue Zhang
- Puensum Genetech Institute, Wuhan 430076, China
| | - Guangyang Wang
- Department of Nephrology, Dalian Municipal Central Hospital affiliated with Dalian University of Technology, Dalian Key Laboratory of Intelligent Blood Purification, Dalian 116033, China
| | - Lei Chen
- Department of Critical Care Nephrology and Blood Purification, the First Affiliated Hospital of Xi'an Jiaotong University, Shaanxi, 710061, China
| | - Lu Li
- Department of Gastroenterology, The Second Affiliated Hospital of Xi'an Jiaotong University; Shaanxi Key Laboratory of Gastrointestinal Motility Disorders; Shaanxi Provincial Clinical Research Center for Gastrointestinal Diseases; Digestive Disease Quality Control Center of Shaanxi Province, Xi'an 710004, China
| | - Xiaoyan Guo
- Department of Gastroenterology, The Second Affiliated Hospital of Xi'an Jiaotong University; Shaanxi Key Laboratory of Gastrointestinal Motility Disorders; Shaanxi Provincial Clinical Research Center for Gastrointestinal Diseases; Digestive Disease Quality Control Center of Shaanxi Province, Xi'an 710004, China
| | - Gang Zhao
- Department of Gastroenterology, The Second Affiliated Hospital of Xi'an Jiaotong University; Shaanxi Key Laboratory of Gastrointestinal Motility Disorders; Shaanxi Provincial Clinical Research Center for Gastrointestinal Diseases; Digestive Disease Quality Control Center of Shaanxi Province, Xi'an 710004, China
| | - Longbao Yang
- Department of Gastroenterology, The Second Affiliated Hospital of Xi'an Jiaotong University; Shaanxi Key Laboratory of Gastrointestinal Motility Disorders; Shaanxi Provincial Clinical Research Center for Gastrointestinal Diseases; Digestive Disease Quality Control Center of Shaanxi Province, Xi'an 710004, China
| | - Yan Wang
- Department of Gastroenterology, The Second Affiliated Hospital of Xi'an Jiaotong University; Shaanxi Key Laboratory of Gastrointestinal Motility Disorders; Shaanxi Provincial Clinical Research Center for Gastrointestinal Diseases; Digestive Disease Quality Control Center of Shaanxi Province, Xi'an 710004, China
| | - Jian Kang
- College of Basic Medical Sciences, Dalian Medical University, Dalian 116044, China
| | - Shanshan Sha
- College of Basic Medical Sciences, Dalian Medical University, Dalian 116044, China
| | - Shao Fan
- College of Basic Medical Sciences, Dalian Medical University, Dalian 116044, China
| | - Lin Cheng
- College of Basic Medical Sciences, Dalian Medical University, Dalian 116044, China
| | - Jinxin Meng
- Puensum Genetech Institute, Wuhan 430076, China
| | - Hailong Yu
- Puensum Genetech Institute, Wuhan 430076, China
| | - Fenrong Chen
- Department of Gastroenterology, The Second Affiliated Hospital of Xi'an Jiaotong University; Shaanxi Key Laboratory of Gastrointestinal Motility Disorders; Shaanxi Provincial Clinical Research Center for Gastrointestinal Diseases; Digestive Disease Quality Control Center of Shaanxi Province, Xi'an 710004, China
| | - Danni He
- Department of Urology, Affiliated Zhongshan Hospital of Dalian University, Dalian 116001, China
| | - Jinhai Wang
- Department of Gastroenterology, The Second Affiliated Hospital of Xi'an Jiaotong University; Shaanxi Key Laboratory of Gastrointestinal Motility Disorders; Shaanxi Provincial Clinical Research Center for Gastrointestinal Diseases; Digestive Disease Quality Control Center of Shaanxi Province, Xi'an 710004, China
| | - Shuxin Liu
- Department of Nephrology, Dalian Municipal Central Hospital affiliated with Dalian University of Technology, Dalian Key Laboratory of Intelligent Blood Purification, Dalian 116033, China
| | - Haitao Shi
- Department of Gastroenterology, The Second Affiliated Hospital of Xi'an Jiaotong University; Shaanxi Key Laboratory of Gastrointestinal Motility Disorders; Shaanxi Provincial Clinical Research Center for Gastrointestinal Diseases; Digestive Disease Quality Control Center of Shaanxi Province, Xi'an 710004, China
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7
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Zhou Z, Kleis L, Depetris-Chauvin A, Jaskulski S, Damerell V, Michels KB, Gigic B, Nöthlings U, Panagiotou G. Beneficial microbiome and diet interplay in early-onset colorectal cancer. EMBO Mol Med 2025; 17:9-30. [PMID: 39653811 PMCID: PMC11730345 DOI: 10.1038/s44321-024-00177-0] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/11/2024] [Revised: 10/30/2024] [Accepted: 11/08/2024] [Indexed: 01/15/2025] Open
Abstract
Colorectal cancer (CRC) is the third most commonly diagnosed cancer and the second leading cause of cancer-related deaths worldwide. Although the risk of developing CRC increases with age, approximately 10% of newly diagnosed cases occur in individuals under the age of 50. Significant changes in dietary habits in young adults since industrialization create a favorable microenvironment for colorectal carcinogenesis. We aim here to shed light on the complex interplay between diet and gut microbiome in the pathogenesis and prevention of early-onset CRC (EO-CRC). We provide an overview of dietary risk factors associated with EO-CRC and contrast them with the general trends for CRC. We delve into gut bacteria, fungi, and phages with potential benefits against CRC and discuss the underlying molecular mechanisms. Furthermore, based on recent findings from human studies, we offer insights into how dietary modifications could potentially enhance gut microbiome composition to mitigate CRC risk. All together, we outline the current research landscape in this area and propose directions for future investigations that could pave the way for novel preventive and therapeutic strategies.
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Affiliation(s)
- Zhengyuan Zhou
- Department of Microbiome Dynamics, Leibniz Institute for Natural Product Research and Infection Biology (Leibniz-HKI), Jena, Germany
| | - Linda Kleis
- Institute of Nutritional and Food Sciences-Nutritional Epidemiology, University of Bonn, Friedrich-Hirzebruch-Allee 7, 53115, Bonn, Germany
| | - Ana Depetris-Chauvin
- Department of Microbiome Dynamics, Leibniz Institute for Natural Product Research and Infection Biology (Leibniz-HKI), Jena, Germany
| | - Stefanie Jaskulski
- Institute for Prevention and Cancer Epidemiology, Faculty of Medicine and Medical Center, University of Freiburg, Freiburg, Germany
| | - Victoria Damerell
- Department of General, Visceral and Transplantation Surgery, Heidelberg University Hospital, Heidelberg, Germany
| | - Karin B Michels
- Institute for Prevention and Cancer Epidemiology, Faculty of Medicine and Medical Center, University of Freiburg, Freiburg, Germany
| | - Biljana Gigic
- Department of General, Visceral and Transplantation Surgery, Heidelberg University Hospital, Heidelberg, Germany
| | - Ute Nöthlings
- Institute of Nutritional and Food Sciences-Nutritional Epidemiology, University of Bonn, Friedrich-Hirzebruch-Allee 7, 53115, Bonn, Germany.
| | - Gianni Panagiotou
- Department of Microbiome Dynamics, Leibniz Institute for Natural Product Research and Infection Biology (Leibniz-HKI), Jena, Germany.
- Friedrich Schiller University, Faculty of Biological Sciences, Jena, Germany.
- Friedrich Schiller University, Jena University Hospital, Jena, Germany.
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8
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Chen W, Liang F, Zhang Y, Zhang Y, Lv J, Jin X, Ran Y, Li S, Sun W. Metagenome-based characterization of the gut bacteriome, mycobiome, and virome in patients with chronic hepatitis B-related liver fibrosis. Front Microbiol 2024; 15:1449090. [PMID: 39526142 PMCID: PMC11543496 DOI: 10.3389/fmicb.2024.1449090] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/11/2024] [Accepted: 10/09/2024] [Indexed: 11/16/2024] Open
Abstract
Introduction The gut microbiota is believed to be directly involved in the etiology and development of chronic liver diseases. However, the holistic characterization of the gut bacteriome, mycobiome, and virome in patients with chronic hepatitis B-related liver fibrosis (CHB-LF) remains unclear. Methods In this study, we analyzed the multi-kingdom gut microbiome (i.e., bacteriome, mycobiome, and virome) of 25 CHB-LF patients and 28 healthy individuals through whole-metagenome shotgun sequencing of their stool samples. Results We found that the gut bacteriome, mycobiome, and virome of CHB-LF patients were fundamentally altered, characterized by a panel of 110 differentially abundant bacterial species, 16 differential fungal species, and 90 differential viruses. The representative CHB-LF-enriched bacteria included members of Blautia_A (e.g., B. wexlerae, B. massiliensis, and B. obeum), Dorea (e.g., D. longicatena and D. formicigenerans), Streptococcus, Erysipelatoclostridium, while some species of Bacteroides (e.g., B. finegoldii and B. thetaiotaomicron), Faecalibacterium (mainly F. prausnitzii), and Bacteroides_A (e.g., B. plebeius_A and B. coprophilus) were depleted in patients. Fungi such as Malassezia spp. (e.g., M. japonica and M. sympodialis), Candida spp. (e.g., C. parapsilosis), and Mucor circinelloides were more abundant in CHB-LF patients, while Mucor irregularis, Phialophora verrucosa, Hortaea werneckii, and Aspergillus fumigatus were decreases. The CHB-LF-enriched viruses contained 18 Siphoviridae, 12 Myoviridae, and 1 Podoviridae viruses, while the control-enriched viruses included 16 Siphoviridae, 9 Myoviridae, 2 Quimbyviridae, and 1 Podoviridae_crAss-like members. Moreover, we revealed that the CHB-LF-associated gut multi-kingdom signatures were tightly interconnected, suggesting that they may act together on the disease. Finally, we showed that the microbial signatures were effective in discriminating the patients from healthy controls, suggesting the potential of gut microbiota in the prediction of CHB-LF and related diseases. Discussion In conclusion, our findings delineated the fecal bacteriome, mycobiome, and virome landscapes of the CHB-LF microbiota and provided biomarkers that will aid in future mechanistic and clinical intervention studies.
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Affiliation(s)
- Wenlin Chen
- Department of Liver Diseases, Beijing University of Chinese Medicine Shenzhen Hospital (Longgang), Shenzhen, China
| | - Fang Liang
- Department of Liver Diseases, Beijing University of Chinese Medicine Shenzhen Hospital (Longgang), Shenzhen, China
| | - Yue Zhang
- Puensum Genetech Institute, Wuhan, China
| | - Yuncheng Zhang
- Department of Liver Diseases, Beijing University of Chinese Medicine Shenzhen Hospital (Longgang), Shenzhen, China
| | - Jinzhen Lv
- Department of Liver Diseases, Beijing University of Chinese Medicine Shenzhen Hospital (Longgang), Shenzhen, China
| | - Xiande Jin
- Department of Liver Diseases, Beijing University of Chinese Medicine Shenzhen Hospital (Longgang), Shenzhen, China
| | - Yun Ran
- Department of Liver Diseases, Beijing University of Chinese Medicine Shenzhen Hospital (Longgang), Shenzhen, China
| | | | - Wen Sun
- Centre for Translational Medicine, Shenzhen Bao’an Chinese Medicine Hospital, Guangzhou University of Chinese Medicine, Shenzhen, China
- Key Laboratory of Health Cultivation of the Ministry of Education, Beijing Key Laboratory of Health Cultivation, School of Traditional Chinese Medicine, Beijing University of Chinese Medicine, Beijing, China
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9
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Sun W, Zhang Y, Guo R, Sha S, Chen C, Ullah H, Zhang Y, Ma J, You W, Meng J, Lv Q, Cheng L, Fan S, Li R, Mu X, Li S, Yan Q. A population-scale analysis of 36 gut microbiome studies reveals universal species signatures for common diseases. NPJ Biofilms Microbiomes 2024; 10:96. [PMID: 39349486 PMCID: PMC11442664 DOI: 10.1038/s41522-024-00567-9] [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: 03/21/2024] [Accepted: 09/15/2024] [Indexed: 10/02/2024] Open
Abstract
The gut microbiome has been implicated in various human diseases, though findings across studies have shown considerable variability. In this study, we reanalyzed 6314 publicly available fecal metagenomes from 36 case-control studies on different diseases to investigate microbial diversity and disease-shared signatures. Using a unified analysis pipeline, we observed reduced microbial diversity in many diseases, while some exhibited increased diversity. Significant alterations in microbial communities were detected across most diseases. A meta-analysis identified 277 disease-associated gut species, including numerous opportunistic pathogens enriched in patients and a depletion of beneficial microbes. A random forest classifier based on these signatures achieved high accuracy in distinguishing diseased individuals from controls (AUC = 0.776) and high-risk patients from controls (AUC = 0.825), and it also performed well in external cohorts. These results offer insights into the gut microbiome's role in common diseases in the Chinese population and will guide personalized disease management strategies.
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Affiliation(s)
- Wen Sun
- Centre for Translational Medicine, Shenzhen Bao'an Chinese Medicine Hospital, Guangzhou University of Chinese Medicine, Shenzhen, 518000, China
- Key Laboratory of Health Cultivation of the Ministry of Education, Beijing University of Chinese Medicine, Beijing, 100029, China
- School of Traditional Chinese Medicine, Beijing University of Chinese Medicine, Beijing, 100700, China
| | - Yue Zhang
- Puensum Genetech Institute, Wuhan, 430076, China
| | - Ruochun Guo
- Puensum Genetech Institute, Wuhan, 430076, China
| | - Shanshan Sha
- Department of Microbiology, Department of Biochemistry and Molecular Biology, College of Basic Medical Sciences, Dalian Medical University, Dalian, 116044, China
| | - Changming Chen
- Department of Rheumatology and Immunology, The Second Affiliated Hospital of Guizhou University of Traditional Chinese Medicine, Guiyang, 550001, China
| | - Hayan Ullah
- Department of Microbiology, Department of Biochemistry and Molecular Biology, College of Basic Medical Sciences, Dalian Medical University, Dalian, 116044, China
| | - Yan Zhang
- Department of Traditional Chinese Medicine, Beijing Friendship Hospital, Capital Medical University, Beijing, 100050, China
| | - Jie Ma
- School of Traditional Chinese Medicine, Beijing University of Chinese Medicine, Beijing, 100700, China
| | - Wei You
- Department of Acupuncture and Moxibustion, Beijing Hospital of Traditional Chinese Medicine, Capital Medical University, Beijing, 100010, China
| | - Jinxin Meng
- Puensum Genetech Institute, Wuhan, 430076, China
| | - Qingbo Lv
- Puensum Genetech Institute, Wuhan, 430076, China
| | - Lin Cheng
- Department of Microbiology, Department of Biochemistry and Molecular Biology, College of Basic Medical Sciences, Dalian Medical University, Dalian, 116044, China
| | - Shao Fan
- Department of Microbiology, Department of Biochemistry and Molecular Biology, College of Basic Medical Sciences, Dalian Medical University, Dalian, 116044, China
| | - Rui Li
- Department of Microbiology, Department of Biochemistry and Molecular Biology, College of Basic Medical Sciences, Dalian Medical University, Dalian, 116044, China
| | - Xiaohong Mu
- Department Orthopedics, Dongzhimen Hospital, Beijing University of Chinese Medicine, Beijing, 100700, China.
| | - Shenghui Li
- Puensum Genetech Institute, Wuhan, 430076, China.
- School of Chemistry, Chemical Engineering and Life Science, Hubei Key Laboratory of Nanomedicine for Neurodegenerative Disease, Wuhan University of Technology, Wuhan, 430070, China.
| | - Qiulong Yan
- Department of Microbiology, Department of Biochemistry and Molecular Biology, College of Basic Medical Sciences, Dalian Medical University, Dalian, 116044, China.
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10
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Zeng C, Wan SR, Guo M, Tan XZ, Zeng Y, Wu Q, Xie JJ, Yan P, Long Y, Zheng L, Jiang ZZ, Teng FY, Xu Y. Fecal virome transplantation: A promising strategy for the treatment of metabolic diseases. Biomed Pharmacother 2024; 177:117065. [PMID: 38971010 DOI: 10.1016/j.biopha.2024.117065] [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: 04/06/2024] [Revised: 06/27/2024] [Accepted: 06/27/2024] [Indexed: 07/08/2024] Open
Abstract
Metabolic diseases are a group of disorders caused by metabolic abnormalities, including obesity, diabetes, non-alcoholic fatty liver disease, and more. Increasing research indicates that, beyond inherent metabolic irregularities, the onset and progression of metabolic diseases are closely linked to alterations in the gut microbiota, particularly gut bacteria. Additionally, fecal microbiota transplantation (FMT) has demonstrated effectiveness in clinically treating metabolic diseases, notably diabetes. Recent attention has also focused on the role of gut viruses in disease onset. This review first introduces the characteristics and influencing factors of gut viruses, then summarizes their potential mechanisms in disease development, highlighting their impact on gut bacteria and regulation of host immunity. We also compare FMT, fecal filtrate transplantation (FFT), washed microbiota transplantation (WMT), and fecal virome transplantation (FVT). Finally, we review the current understanding of gut viruses in metabolic diseases and the application of FVT in treating these conditions. In conclusion, FVT may provide a novel and promising treatment approach for metabolic diseases, warranting further validation through basic and clinical research.
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Affiliation(s)
- Chen Zeng
- Department of Endocrinology and Metabolism, The Affiliated Hospital of Southwest Medical University, Luzhou, Sichuan 646000, China; Metabolic Vascular Diseases Key Laboratory of Sichuan Province, and Metabolic Vascular Diseases Key Laboratory of Sichuan-Chongqing Cooperation, The Affiliated Hospital of Southwest Medical University, Luzhou, Sichuan 646000, China; Sichuan Clinical Research Center for Nephropathy, The Affiliated Hospital of Southwest Medical University, Luzhou, Sichuan 646000, China; Sichuan Clinical Research Center for Diabetes and Metabolic Disease, The Affiliated Hospital of Southwest Medical University, Luzhou, Sichuan 646000, China
| | - Sheng-Rong Wan
- Metabolic Vascular Diseases Key Laboratory of Sichuan Province, and Metabolic Vascular Diseases Key Laboratory of Sichuan-Chongqing Cooperation, The Affiliated Hospital of Southwest Medical University, Luzhou, Sichuan 646000, China; Sichuan Clinical Research Center for Nephropathy, The Affiliated Hospital of Southwest Medical University, Luzhou, Sichuan 646000, China; Sichuan Clinical Research Center for Diabetes and Metabolic Disease, The Affiliated Hospital of Southwest Medical University, Luzhou, Sichuan 646000, China; Experimental Medicine Center, The Affiliated Hospital of Southwest Medical University, Luzhou, Sichuan 646000, China
| | - Man Guo
- Department of Endocrinology and Metabolism, The Affiliated Hospital of Southwest Medical University, Luzhou, Sichuan 646000, China; Metabolic Vascular Diseases Key Laboratory of Sichuan Province, and Metabolic Vascular Diseases Key Laboratory of Sichuan-Chongqing Cooperation, The Affiliated Hospital of Southwest Medical University, Luzhou, Sichuan 646000, China; Sichuan Clinical Research Center for Nephropathy, The Affiliated Hospital of Southwest Medical University, Luzhou, Sichuan 646000, China; Sichuan Clinical Research Center for Diabetes and Metabolic Disease, The Affiliated Hospital of Southwest Medical University, Luzhou, Sichuan 646000, China
| | - Xiao-Zhen Tan
- Department of Endocrinology and Metabolism, The Affiliated Hospital of Southwest Medical University, Luzhou, Sichuan 646000, China; Metabolic Vascular Diseases Key Laboratory of Sichuan Province, and Metabolic Vascular Diseases Key Laboratory of Sichuan-Chongqing Cooperation, The Affiliated Hospital of Southwest Medical University, Luzhou, Sichuan 646000, China; Sichuan Clinical Research Center for Nephropathy, The Affiliated Hospital of Southwest Medical University, Luzhou, Sichuan 646000, China; Sichuan Clinical Research Center for Diabetes and Metabolic Disease, The Affiliated Hospital of Southwest Medical University, Luzhou, Sichuan 646000, China; Experimental Medicine Center, The Affiliated Hospital of Southwest Medical University, Luzhou, Sichuan 646000, China
| | - Yan Zeng
- Department of Endocrinology and Metabolism, The Affiliated Hospital of Southwest Medical University, Luzhou, Sichuan 646000, China; Metabolic Vascular Diseases Key Laboratory of Sichuan Province, and Metabolic Vascular Diseases Key Laboratory of Sichuan-Chongqing Cooperation, The Affiliated Hospital of Southwest Medical University, Luzhou, Sichuan 646000, China; Sichuan Clinical Research Center for Nephropathy, The Affiliated Hospital of Southwest Medical University, Luzhou, Sichuan 646000, China; Sichuan Clinical Research Center for Diabetes and Metabolic Disease, The Affiliated Hospital of Southwest Medical University, Luzhou, Sichuan 646000, China; Dr. Neher's Biophysics Laboratory for Innovative Drug Discovery, State Key Laboratory of Quality Research in Chinese Medicine, Faculty of Chinese Medicine, Macau University of Science and Technology, Macao 999078, China
| | - Qi Wu
- Metabolic Vascular Diseases Key Laboratory of Sichuan Province, and Metabolic Vascular Diseases Key Laboratory of Sichuan-Chongqing Cooperation, The Affiliated Hospital of Southwest Medical University, Luzhou, Sichuan 646000, China; Sichuan Clinical Research Center for Nephropathy, The Affiliated Hospital of Southwest Medical University, Luzhou, Sichuan 646000, China; Sichuan Clinical Research Center for Diabetes and Metabolic Disease, The Affiliated Hospital of Southwest Medical University, Luzhou, Sichuan 646000, China; Dr. Neher's Biophysics Laboratory for Innovative Drug Discovery, State Key Laboratory of Quality Research in Chinese Medicine, Faculty of Chinese Medicine, Macau University of Science and Technology, Macao 999078, China; Department of Pathology, The Affiliated Hospital of Southwest Medical University, Luzhou, Sichuan 646000, China
| | - Jia-Jie Xie
- Department of Endocrinology and Metabolism, The Affiliated Hospital of Southwest Medical University, Luzhou, Sichuan 646000, China; Metabolic Vascular Diseases Key Laboratory of Sichuan Province, and Metabolic Vascular Diseases Key Laboratory of Sichuan-Chongqing Cooperation, The Affiliated Hospital of Southwest Medical University, Luzhou, Sichuan 646000, China; Sichuan Clinical Research Center for Nephropathy, The Affiliated Hospital of Southwest Medical University, Luzhou, Sichuan 646000, China; Sichuan Clinical Research Center for Diabetes and Metabolic Disease, The Affiliated Hospital of Southwest Medical University, Luzhou, Sichuan 646000, China
| | - Pijun Yan
- Department of Endocrinology and Metabolism, The Affiliated Hospital of Southwest Medical University, Luzhou, Sichuan 646000, China; Metabolic Vascular Diseases Key Laboratory of Sichuan Province, and Metabolic Vascular Diseases Key Laboratory of Sichuan-Chongqing Cooperation, The Affiliated Hospital of Southwest Medical University, Luzhou, Sichuan 646000, China; Sichuan Clinical Research Center for Nephropathy, The Affiliated Hospital of Southwest Medical University, Luzhou, Sichuan 646000, China; Sichuan Clinical Research Center for Diabetes and Metabolic Disease, The Affiliated Hospital of Southwest Medical University, Luzhou, Sichuan 646000, China; Experimental Medicine Center, The Affiliated Hospital of Southwest Medical University, Luzhou, Sichuan 646000, China; Department of Pathology, The Affiliated Hospital of Southwest Medical University, Luzhou, Sichuan 646000, China; Institute of Cardiovascular Research, Peking University, Beijing 100871, China
| | - Yang Long
- Metabolic Vascular Diseases Key Laboratory of Sichuan Province, and Metabolic Vascular Diseases Key Laboratory of Sichuan-Chongqing Cooperation, The Affiliated Hospital of Southwest Medical University, Luzhou, Sichuan 646000, China; Sichuan Clinical Research Center for Nephropathy, The Affiliated Hospital of Southwest Medical University, Luzhou, Sichuan 646000, China; Sichuan Clinical Research Center for Diabetes and Metabolic Disease, The Affiliated Hospital of Southwest Medical University, Luzhou, Sichuan 646000, China; Experimental Medicine Center, The Affiliated Hospital of Southwest Medical University, Luzhou, Sichuan 646000, China
| | - Lemin Zheng
- Institute of Cardiovascular Research, Peking University, Beijing 100871, China
| | - Zong-Zhe Jiang
- Department of Endocrinology and Metabolism, The Affiliated Hospital of Southwest Medical University, Luzhou, Sichuan 646000, China; Metabolic Vascular Diseases Key Laboratory of Sichuan Province, and Metabolic Vascular Diseases Key Laboratory of Sichuan-Chongqing Cooperation, The Affiliated Hospital of Southwest Medical University, Luzhou, Sichuan 646000, China; Sichuan Clinical Research Center for Nephropathy, The Affiliated Hospital of Southwest Medical University, Luzhou, Sichuan 646000, China; Sichuan Clinical Research Center for Diabetes and Metabolic Disease, The Affiliated Hospital of Southwest Medical University, Luzhou, Sichuan 646000, China
| | - Fang-Yuan Teng
- Department of Endocrinology and Metabolism, The Affiliated Hospital of Southwest Medical University, Luzhou, Sichuan 646000, China; Metabolic Vascular Diseases Key Laboratory of Sichuan Province, and Metabolic Vascular Diseases Key Laboratory of Sichuan-Chongqing Cooperation, The Affiliated Hospital of Southwest Medical University, Luzhou, Sichuan 646000, China; Sichuan Clinical Research Center for Nephropathy, The Affiliated Hospital of Southwest Medical University, Luzhou, Sichuan 646000, China; Sichuan Clinical Research Center for Diabetes and Metabolic Disease, The Affiliated Hospital of Southwest Medical University, Luzhou, Sichuan 646000, China.
| | - Yong Xu
- Department of Endocrinology and Metabolism, The Affiliated Hospital of Southwest Medical University, Luzhou, Sichuan 646000, China; Metabolic Vascular Diseases Key Laboratory of Sichuan Province, and Metabolic Vascular Diseases Key Laboratory of Sichuan-Chongqing Cooperation, The Affiliated Hospital of Southwest Medical University, Luzhou, Sichuan 646000, China; Sichuan Clinical Research Center for Nephropathy, The Affiliated Hospital of Southwest Medical University, Luzhou, Sichuan 646000, China; Sichuan Clinical Research Center for Diabetes and Metabolic Disease, The Affiliated Hospital of Southwest Medical University, Luzhou, Sichuan 646000, China.
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11
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Tian X, Li S, Wang C, Zhang Y, Feng X, Yan Q, Guo R, Wu F, Wu C, Wang Y, Huo X, Ma X. Gut virome-wide association analysis identifies cross-population viral signatures for inflammatory bowel disease. MICROBIOME 2024; 12:130. [PMID: 39026313 PMCID: PMC11256409 DOI: 10.1186/s40168-024-01832-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/31/2023] [Accepted: 05/08/2024] [Indexed: 07/20/2024]
Abstract
BACKGROUND The gut virome has been implicated in inflammatory bowel disease (IBD), yet a full understanding of the gut virome in IBD patients, especially across diverse geographic populations, is lacking. RESULTS In this study, we conducted a comprehensive gut virome-wide association study in a Chinese cohort of 71 IBD patients (15 with Crohn's disease and 56 with ulcerative colitis) and 77 healthy controls via viral-like particle (VLP) and bulk virome sequencing of their feces. By utilizing an integrated gut virus catalog tailored to the IBD virome, we revealed fundamental alterations in the gut virome in IBD patients. These characterized 139 differentially abundant viral signatures, including elevated phages predicted to infect Escherichia, Klebsiella, Enterococcus_B, Streptococcus, and Veillonella species, as well as IBD-depleted phages targeting Prevotella, Ruminococcus_E, Bifidobacterium, and Blautia species. Remarkably, these viral signatures demonstrated high consistency across diverse populations such as those in Europe and the USA, emphasizing their significance and broad relevance in the disease context. Furthermore, fecal virome transplantation experiments verified that the colonization of these IBD-characterized viruses can modulate experimental colitis in mouse models. CONCLUSIONS Building upon these insights into the IBD gut virome, we identified potential biomarkers for prognosis and therapy in IBD patients, laying the foundation for further exploration of viromes in related conditions. Video Abstract.
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Affiliation(s)
- Xiangge Tian
- Second Affiliated Hospital, Dalian Medical University, Dalian, 116023, China
- Dalian Key Laboratory of Metabolic Target Characterization and Traditional Chinese Medicine Intervention, College of Basic Medical Sciences, Dalian Medical University, Dalian, 116044, China
| | - Shenghui Li
- Puensum Genetech Institute, Wuhan, 430076, China
| | - Chao Wang
- Dalian Key Laboratory of Metabolic Target Characterization and Traditional Chinese Medicine Intervention, College of Basic Medical Sciences, Dalian Medical University, Dalian, 116044, China
| | - Yanyan Zhang
- Second Affiliated Hospital, Dalian Medical University, Dalian, 116023, China
- Dalian Key Laboratory of Metabolic Target Characterization and Traditional Chinese Medicine Intervention, College of Basic Medical Sciences, Dalian Medical University, Dalian, 116044, China
| | - Xiaoying Feng
- Second Affiliated Hospital, Dalian Medical University, Dalian, 116023, China
| | - Qiulong Yan
- Second Affiliated Hospital, Dalian Medical University, Dalian, 116023, China.
- Dalian Key Laboratory of Metabolic Target Characterization and Traditional Chinese Medicine Intervention, College of Basic Medical Sciences, Dalian Medical University, Dalian, 116044, China.
| | - Ruochun Guo
- Puensum Genetech Institute, Wuhan, 430076, China
| | - Fan Wu
- Second Affiliated Hospital, Dalian Medical University, Dalian, 116023, China
| | - Chunxue Wu
- Second Affiliated Hospital, Dalian Medical University, Dalian, 116023, China
| | - Yan Wang
- Second Affiliated Hospital, Dalian Medical University, Dalian, 116023, China
| | - Xiaokui Huo
- Second Affiliated Hospital, Dalian Medical University, Dalian, 116023, China.
- Dalian Key Laboratory of Metabolic Target Characterization and Traditional Chinese Medicine Intervention, College of Basic Medical Sciences, Dalian Medical University, Dalian, 116044, China.
| | - Xiaochi Ma
- Second Affiliated Hospital, Dalian Medical University, Dalian, 116023, China.
- Dalian Key Laboratory of Metabolic Target Characterization and Traditional Chinese Medicine Intervention, College of Basic Medical Sciences, Dalian Medical University, Dalian, 116044, China.
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12
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Teixeira M, Silva F, Ferreira RM, Pereira T, Figueiredo C, Oliveira HP. A review of machine learning methods for cancer characterization from microbiome data. NPJ Precis Oncol 2024; 8:123. [PMID: 38816569 PMCID: PMC11139966 DOI: 10.1038/s41698-024-00617-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/15/2024] [Accepted: 05/17/2024] [Indexed: 06/01/2024] Open
Abstract
Recent studies have shown that the microbiome can impact cancer development, progression, and response to therapies suggesting microbiome-based approaches for cancer characterization. As cancer-related signatures are complex and implicate many taxa, their discovery often requires Machine Learning approaches. This review discusses Machine Learning methods for cancer characterization from microbiome data. It focuses on the implications of choices undertaken during sample collection, feature selection and pre-processing. It also discusses ML model selection, guiding how to choose an ML model, and model validation. Finally, it enumerates current limitations and how these may be surpassed. Proposed methods, often based on Random Forests, show promising results, however insufficient for widespread clinical usage. Studies often report conflicting results mainly due to ML models with poor generalizability. We expect that evaluating models with expanded, hold-out datasets, removing technical artifacts, exploring representations of the microbiome other than taxonomical profiles, leveraging advances in deep learning, and developing ML models better adapted to the characteristics of microbiome data will improve the performance and generalizability of models and enable their usage in the clinic.
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Affiliation(s)
- Marco Teixeira
- Institute for Systems and Computer Engineering, Technology and Science, Porto, Portugal.
- Faculty of Engineering, University of Porto, Porto, Portugal.
| | - Francisco Silva
- Institute for Systems and Computer Engineering, Technology and Science, Porto, Portugal
- Faculty of Science, University of Porto, Porto, Portugal
| | - Rui M Ferreira
- Ipatimup - Institute of Molecular Pathology and Immunology of the University of Porto, Porto, Portugal
- Instituto de Investigação e Inovação em Saúde, University of Porto, Porto, Portugal
| | - Tania Pereira
- Institute for Systems and Computer Engineering, Technology and Science, Porto, Portugal
- Faculty of Sciences and Technology, University of Coimbra, Coimbra, Portugal
| | - Ceu Figueiredo
- Ipatimup - Institute of Molecular Pathology and Immunology of the University of Porto, Porto, Portugal
- Instituto de Investigação e Inovação em Saúde, University of Porto, Porto, Portugal
- Faculty of Medicine, University of Porto, Porto, Portugal
| | - Hélder P Oliveira
- Institute for Systems and Computer Engineering, Technology and Science, Porto, Portugal
- Faculty of Science, University of Porto, Porto, Portugal
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13
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Lv LJ, Wen JY, Zhang Y, Guo RC, Li H, Yi ZT, He TW, Chen MC, Chen Y, Wu XY, Li SH, Kang J, Hou YP, Yan QL, Yin AH. Deep metagenomic characterization of the gut virome in pregnant women with preeclampsia. mSphere 2024; 9:e0067623. [PMID: 38506520 PMCID: PMC11036803 DOI: 10.1128/msphere.00676-23] [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: 11/05/2023] [Accepted: 12/21/2023] [Indexed: 03/21/2024] Open
Abstract
Preeclampsia (PE), a pregnancy-specific syndrome, has been associated with the gut bacteriome. Here, to investigate the impact of the gut virome on the development of PE, we identified over 8,000 nonredundant viruses from the fecal metagenomes of 40 early-onset PE and 37 healthy pregnant women and profiled their abundances. Comparison and correlation analysis showed that PE-enriched viruses frequently connected to Blautia species enriched in PE. By contrast, bacteria linked to PE-depleted viruses were often the Bacteroidaceae members such as Bacteroides spp., Phocaeicola spp., Parabacteroides spp., and Alistipes shahii. In terms of viral function, PE-depleted viruses had auxiliary metabolic genes that participated in the metabolism of simple and complex polysaccharides, sulfur metabolism, lipopolysaccharide biosynthesis, and peptidoglycan biosynthesis, while PE-enriched viruses had a gene encoding cyclic pyranopterin monophosphate synthase, which seemed to be special, that participates in the biosynthesis of the molybdenum cofactor. Furthermore, the classification model based on gut viral signatures was developed to discriminate PE patients from healthy controls and showed an area under the receiver operating characteristic curve of 0.922 that was better than that of the bacterium-based model. This study opens up new avenues for further research, providing valuable insights into the PE gut virome and offering potential directions for future mechanistic and therapeutic investigations, with the ultimate goal of improving the diagnosis and management of PE.IMPORTANCEThe importance of this study lies in its exploration of the previously overlooked but potentially critical role of the gut virome in preeclampsia (PE). While the association between PE and the gut bacteriome has been recognized, this research takes a pioneering step into understanding how the gut virome, represented by over 8,000 nonredundant viruses, contributes to this condition. The findings reveal intriguing connections between PE-enriched viruses and specific gut bacteria, such as the prevalence of Blautia species in individuals with PE, contrasting with bacteria linked to PE-depleted viruses, including members of the Bacteroidaceae family. These viral interactions and associations provide a deeper understanding of the complex dynamics at play in PE.
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Affiliation(s)
- Li-Juan Lv
- Medical Genetic Center, Guangdong Women and Children Hospital, Guangzhou, China
| | - Ji-Ying Wen
- Department of Obstetrics, Guangdong Women and Children Hospital, Guangzhou, China
| | - Yue Zhang
- Puensum Genetech Institute, Wuhan, China
| | | | - Hui Li
- Department of Obstetrics, Guangdong Women and Children Hospital, Guangzhou, China
| | - Zhou-Ting Yi
- Department of Obstetrics, Guangdong Women and Children Hospital, Guangzhou, China
| | - Tian-Wen He
- Medical Genetic Center, Guangdong Women and Children Hospital, Guangzhou, China
| | - Min-Chai Chen
- Medical Genetic Center, Guangdong Women and Children Hospital, Guangzhou, China
| | - Yang Chen
- Medical Genetic Center, Guangdong Women and Children Hospital, Guangzhou, China
| | - Xiao-Yan Wu
- Medical Genetic Center, Guangdong Women and Children Hospital, Guangzhou, China
| | | | - Jian Kang
- Department of Microbiology, College of Basic Medical Science, Dalian Medical University, Dalian, China
| | - Ya-Ping Hou
- Medical Genetic Center, Guangdong Women and Children Hospital, Guangzhou, China
| | - Qiu-long Yan
- Department of Microbiology, College of Basic Medical Science, Dalian Medical University, Dalian, China
| | - Ai-Hua Yin
- Medical Genetic Center, Guangdong Women and Children Hospital, Guangzhou, China
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Abstract
Colorectal cancer (CRC) is a substantial source of global morbidity and mortality in dire need of improved prevention and treatment strategies. As our understanding of CRC grows, it is becoming increasingly evident that the gut microbiota, consisting of trillions of microorganisms in direct interface with the colon, plays a substantial role in CRC development and progression. Understanding the roles that individual microorganisms and complex microbial communities play in CRC pathogenesis, along with their attendant mechanisms, will help yield novel preventive and therapeutic interventions for CRC. In this Review, we discuss recent evidence concerning global perturbations of the gut microbiota in CRC, associations of specific microorganisms with CRC, the underlying mechanisms by which microorganisms potentially drive CRC development and the roles of complex microbial communities in CRC pathogenesis. While our understanding of the relationship between the microbiota and CRC has improved in recent years, our findings highlight substantial gaps in current research that need to be filled before this knowledge can be used to the benefit of patients.
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Affiliation(s)
- Maxwell T White
- Division of Infectious Diseases, Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Cynthia L Sears
- Division of Infectious Diseases, Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD, USA.
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15
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Wang X, Ding Z, Yang Y, Liang L, Sun Y, Hou C, Zheng Y, Xia Y, Dong L. ViromeFlowX: a Comprehensive Nextflow-based Automated Workflow for Mining Viral Genomes from Metagenomic Sequencing Data. Microb Genom 2024; 10:001202. [PMID: 38381034 PMCID: PMC10926697 DOI: 10.1099/mgen.0.001202] [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: 08/15/2023] [Accepted: 02/02/2024] [Indexed: 02/22/2024] Open
Abstract
Understanding the link between the human gut virome and diseases has garnered significant interest in the research community. Extracting virus-related information from metagenomic sequencing data is crucial for unravelling virus composition, host interactions, and disease associations. However, current metagenomic analysis workflows for viral genomes vary in effectiveness, posing challenges for researchers seeking the most up-to-date tools. To address this, we present ViromeFlowX, a user-friendly Nextflow workflow that automates viral genome assembly, identification, classification, and annotation. This streamlined workflow integrates cutting-edge tools for processing raw sequencing data for taxonomic annotation and functional analysis. Application to a dataset of 200 metagenomic samples yielded high-quality viral genomes. ViromeFlowX enables efficient mining of viral genomic data, offering a valuable resource to investigate the gut virome's role in virus-host interactions and virus-related diseases.
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Affiliation(s)
- Xiaokai Wang
- Department of Biomedical Engineering, City University of Hong Kong, Hong Kong 999077, PR China
| | | | - Ying Yang
- 01Life Institute, Shenzhen, PR China
| | | | | | - Chaojian Hou
- Department of Biomedical Engineering, City University of Hong Kong, Hong Kong 999077, PR China
| | | | - Yan Xia
- 01Life Institute, Shenzhen, PR China
| | - Lixin Dong
- Department of Biomedical Engineering, City University of Hong Kong, Hong Kong 999077, PR China
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16
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Li Y, Ma J, Meng J, Li S, Zhang Y, You W, Sai X, Yang J, Zhang S, Sun W. Structural changes in the gut virome of patients with atherosclerotic cardiovascular disease. Microbiol Spectr 2024; 12:e0105023. [PMID: 38051048 PMCID: PMC10782949 DOI: 10.1128/spectrum.01050-23] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2023] [Accepted: 10/31/2023] [Indexed: 12/07/2023] Open
Abstract
IMPORTANCE Existing studies have found that there is a close relationship between human virome and numerous diseases, and diseases may affect the diversity and composition of the virome; at the same time, changes in the virome will in turn affect the onset and progression of the disease. However, the composition and functional capabilities of the gut virome associated with atherosclerotic cardiovascular disease (ACVD) have not been systematically investigated. To our knowledge, this is the first study investigating the gut virome in patients with ACVD. We characterized the structural changes in the gut virome of ACVD patients, which may facilitate additional mechanistic, diagnostic, and interventional studies of ACVD and related diseases.
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Affiliation(s)
- Youshan Li
- Department of Peripheral Vascular Diseases II, Dongzhimen Hospital, Beijing University of Chinese Medicine, Beijing, China
| | - Jie Ma
- School of Traditional Chinese Medicine, Beijing University of Chinese Medicine, Beijing, China
| | | | | | - Yan Zhang
- Department of Traditional Chinese Medicine, Beijing Friendship Hospital, Capital Medical University, Beijing, China
| | - Wei You
- Department of Acupuncture and Moxibustion, Beijing Hospital of Traditional Chinese Medicine, Capital Medical University, Beijing Key Laboratory of Acupuncture Neuromodulation, Beijing, China
| | - Xulin Sai
- Department of Peripheral Vascular Diseases II, Dongzhimen Hospital, Beijing University of Chinese Medicine, Beijing, China
| | - Jianfeng Yang
- Department of Peripheral Vascular Diseases II, Dongzhimen Hospital, Beijing University of Chinese Medicine, Beijing, China
| | - Shuo Zhang
- Department of Peripheral Vascular Diseases II, Dongzhimen Hospital, Beijing University of Chinese Medicine, Beijing, China
| | - Wen Sun
- Department of Traditional Chinese Medicine, Beijing Friendship Hospital, Capital Medical University, Beijing, China
- Key Laboratory of Health Cultivation of the Ministry of Education, Beijing University of Chinese Medicine, Beijing, China
- Beijing Key Laboratory of Health Cultivation, Beijing University of Chinese Medicine, Beijing, China
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17
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Tun HM, Peng Y, Massimino L, Sin ZY, Parigi TL, Facoetti A, Rahman S, Danese S, Ungaro F. Gut virome in inflammatory bowel disease and beyond. Gut 2024; 73:350-360. [PMID: 37949638 PMCID: PMC10850733 DOI: 10.1136/gutjnl-2023-330001] [Citation(s) in RCA: 17] [Impact Index Per Article: 17.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/01/2023] [Accepted: 10/24/2023] [Indexed: 11/12/2023]
Abstract
OBJECTIVE The gut virome is a dense community of viruses inhabiting the gastrointestinal tract and an integral part of the microbiota. The virome coexists with the other components of the microbiota and with the host in a dynamic equilibrium, serving as a key contributor to the maintenance of intestinal homeostasis and functions. However, this equilibrium can be interrupted in certain pathological states, including inflammatory bowel disease, causing dysbiosis that may participate in disease pathogenesis. Nevertheless, whether virome dysbiosis is a causal or bystander event requires further clarification. DESIGN This review seeks to summarise the latest advancements in the study of the gut virome, highlighting its cross-talk with the mucosal microenvironment. It explores how cutting-edge technologies may build upon current knowledge to advance research in this field. An overview of virome transplantation in diseased gastrointestinal tracts is provided along with insights into the development of innovative virome-based therapeutics to improve clinical management. RESULTS Gut virome dysbiosis, primarily driven by the expansion of Caudovirales, has been shown to impact intestinal immunity and barrier functions, influencing overall intestinal homeostasis. Although emerging innovative technologies still need further implementation, they display the unprecedented potential to better characterise virome composition and delineate its role in intestinal diseases. CONCLUSIONS The field of gut virome is progressively expanding, thanks to the advancements of sequencing technologies and bioinformatic pipelines. These have contributed to a better understanding of how virome dysbiosis is linked to intestinal disease pathogenesis and how the modulation of virome composition may help the clinical intervention to ameliorate gut disease management.
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Affiliation(s)
- Hein Min Tun
- Microbiota I-Center (MagIC), Hong Kong SAR, China
- JC School of Public Health and Primary Care, Faculty of medicine, The Chinese University of Hong Kong, Hong Kong SAR, China
- Li Ka Shing Institute of Health Sciences, The Chinese University of Hong Kong, Hong Kong SAR, China
| | - Ye Peng
- Microbiota I-Center (MagIC), Hong Kong SAR, China
- JC School of Public Health and Primary Care, Faculty of medicine, The Chinese University of Hong Kong, Hong Kong SAR, China
- Li Ka Shing Institute of Health Sciences, The Chinese University of Hong Kong, Hong Kong SAR, China
| | - Luca Massimino
- Gastroenterology and Endoscopy, IRCCS Ospedale San Raffaele, Milano, Italy
| | - Zhen Ye Sin
- JC School of Public Health and Primary Care, Faculty of medicine, The Chinese University of Hong Kong, Hong Kong SAR, China
- Li Ka Shing Institute of Health Sciences, The Chinese University of Hong Kong, Hong Kong SAR, China
| | - Tommaso Lorenzo Parigi
- Gastroenterology and Endoscopy, IRCCS Ospedale San Raffaele, Milano, Italy
- Università Vita-Salute San Raffaele Facoltà di Medicina e Chirurgia, Milano, Italy
| | - Amanda Facoetti
- Università Vita-Salute San Raffaele Facoltà di Medicina e Chirurgia, Milano, Italy
| | | | - Silvio Danese
- Gastroenterology and Endoscopy, IRCCS Ospedale San Raffaele, Milano, Italy
- Università Vita-Salute San Raffaele Facoltà di Medicina e Chirurgia, Milano, Italy
| | - Federica Ungaro
- Gastroenterology and Endoscopy, IRCCS Ospedale San Raffaele, Milano, Italy
- Università Vita-Salute San Raffaele Facoltà di Medicina e Chirurgia, Milano, Italy
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Gao W, Gao X, Zhu L, Gao S, Sun R, Feng Z, Wu D, Liu Z, Zhu R, Jiao N. Multimodal metagenomic analysis reveals microbial single nucleotide variants as superior biomarkers for early detection of colorectal cancer. Gut Microbes 2023; 15:2245562. [PMID: 37635357 PMCID: PMC10464540 DOI: 10.1080/19490976.2023.2245562] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/24/2023] [Revised: 08/02/2023] [Accepted: 08/03/2023] [Indexed: 08/29/2023] Open
Abstract
Microbial signatures show remarkable potentials in predicting colorectal cancer (CRC). This study aimed to evaluate the diagnostic powers of multimodal microbial signatures, multi-kingdom species, genes, and single-nucleotide variants (SNVs) for detecting precancerous adenomas. We performed cross-cohort analyses on whole metagenome sequencing data of 750 samples via xMarkerFinder to identify adenoma-associated microbial multimodal signatures. Our data revealed that fungal species outperformed species from other kingdoms with an area under the ROC curve (AUC) of 0.71 in distinguishing adenomas from controls. The microbial SNVs, including dark SNVs with synonymous mutations, displayed the strongest diagnostic capability with an AUC value of 0.89, sensitivity of 0.79, specificity of 0.85, and Matthews correlation coefficient (MCC) of 0.74. SNV biomarkers also exhibited outstanding performances in three independent validation cohorts (AUCs = 0.83, 0.82, 0.76; sensitivity = 1.0, 0.72, 0.93; specificity = 0.67, 0.81, 0.67, MCCs = 0.69, 0.83, 0.72) with high disease specificity for adenoma. In further support of the above results, functional analyses revealed more frequent inter-kingdom associations between bacteria and fungi, and abnormalities in quorum sensing, purine and butanoate metabolism in adenoma, which were validated in a newly recruited cohort via qRT-PCR. Therefore, these data extend our understanding of adenoma-associated multimodal alterations in the gut microbiome and provide a rationale of microbial SNVs for the early detection of CRC.
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Affiliation(s)
- Wenxing Gao
- Department of Gastroenterology, the Shanghai Tenth People’s Hospital, School of Medicine, School of Life Sciences and Technology, Tongji University, Shanghai, P. R. China
| | - Xiang Gao
- Department of Gastroenterology, the Shanghai Tenth People’s Hospital, School of Medicine, School of Life Sciences and Technology, Tongji University, Shanghai, P. R. China
| | - Lixin Zhu
- Guangdong Institute of Gastroenterology; Guangdong Provincial Key Laboratory of Colorectal and Pelvic Floor Diseases; Biomedical Innovation Center, Sun Yat-Sen University, Guangzhou, P. R. China
- Department of General Surgery, The Sixth Affiliated Hospital of Sun Yat-Sen University, Guangzhou, P. R. China
| | - Sheng Gao
- Department of Gastroenterology, the Shanghai Tenth People’s Hospital, School of Medicine, School of Life Sciences and Technology, Tongji University, Shanghai, P. R. China
| | - Ruicong Sun
- Department of Gastroenterology, the Shanghai Tenth People’s Hospital, School of Medicine, School of Life Sciences and Technology, Tongji University, Shanghai, P. R. China
| | - Zhongsheng Feng
- Department of Gastroenterology, the Shanghai Tenth People’s Hospital, School of Medicine, School of Life Sciences and Technology, Tongji University, Shanghai, P. R. China
| | - Dingfeng Wu
- National Clinical Research Center for Child Health, the Children’s Hospital, Zhejiang University School of Medicine, Hangzhou, P. R. China
| | - Zhanju Liu
- Center for IBD Research, Department of Gastroenterology, the Shanghai Tenth People’s Hospital, School of Medicine, Tongji University, Shanghai, P. R. China
| | - Ruixin Zhu
- Department of Gastroenterology, the Shanghai Tenth People’s Hospital, School of Medicine, School of Life Sciences and Technology, Tongji University, Shanghai, P. R. China
- Research Institute, GloriousMed Clinical Laboratory Co, Ltd, Shanghai, P. R. China
| | - Na Jiao
- National Clinical Research Center for Child Health, the Children’s Hospital, Zhejiang University School of Medicine, Hangzhou, P. R. China
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19
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Yu Y, Wang W, Zhang F. The Next Generation Fecal Microbiota Transplantation: To Transplant Bacteria or Virome. ADVANCED SCIENCE (WEINHEIM, BADEN-WURTTEMBERG, GERMANY) 2023; 10:e2301097. [PMID: 37914662 PMCID: PMC10724401 DOI: 10.1002/advs.202301097] [Citation(s) in RCA: 19] [Impact Index Per Article: 9.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/17/2023] [Revised: 09/02/2023] [Indexed: 11/03/2023]
Abstract
Fecal microbiota transplantation (FMT) has emerged as a promising therapeutic approach for dysbiosis-related diseases. However, the clinical practice of crude fecal transplants presents limitations in terms of acceptability and reproductivity. Consequently, two alternative solutions to FMT are developed: transplanting bacteria communities or virome. Advanced methods for transplanting bacteria mainly include washed microbiota transplantation and bacteria spores treatment. Transplanting the virome is also explored, with the development of fecal virome transplantation, which involves filtering the virome from feces. These approaches provide more palatable options for patients and healthcare providers while minimizing research heterogeneity. In general, the evolution of the next generation of FMT in global trends is fecal microbiota components transplantation which mainly focuses on transplanting bacteria or virome.
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Affiliation(s)
- You Yu
- Department of Microbiota Medicine & Medical Center for Digestive DiseasesThe Second Affiliated Hospital of Nanjing Medical UniversityNanjing210011China
- Key Lab of Holistic Integrative EnterologyNanjing Medical UniversityNanjing210011China
| | - Weihong Wang
- Department of Microbiota Medicine & Medical Center for Digestive DiseasesThe Second Affiliated Hospital of Nanjing Medical UniversityNanjing210011China
- Key Lab of Holistic Integrative EnterologyNanjing Medical UniversityNanjing210011China
| | - Faming Zhang
- Department of Microbiota Medicine & Medical Center for Digestive DiseasesThe Second Affiliated Hospital of Nanjing Medical UniversityNanjing210011China
- Key Lab of Holistic Integrative EnterologyNanjing Medical UniversityNanjing210011China
- Department of Microbiota MedicineSir Run Run HospitalNanjing Medical UniversityNanjing211166China
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20
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Jian C, Jing Z, Yinhang W, Jinlong D, Yuefen P, Quan Q, Shuwen H. Colorectal cancer and gut viruses: a visualized analysis based on CiteSpace knowledge graph. Front Microbiol 2023; 14:1239818. [PMID: 37928670 PMCID: PMC10622771 DOI: 10.3389/fmicb.2023.1239818] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/12/2023] [Accepted: 10/03/2023] [Indexed: 11/07/2023] Open
Abstract
Background Gut microbiome is a complex community of microbes present in the human gut and plays an important role in the occurrence and progression of colorectal cancer (CRC). However, the relationship between virus and CRC has not been fully understood. Objective To explore the hot spots and research trends in the field of CRC and virus. Methods By using the bibliometric analysis tool CiteSpace and based on the articles of the Web of Science Core Collection (WoSCC) database, the country, institution, highly cited literature, keywords and so on were visually analyzed. Results A total of 356 research articles on CRC from 2001 to 2023 were thoroughly analyzed. The USA and China have made the largest contribution in the field of virus and CRC. The Helmholtz Association published the most papers. There were relatively few cooperations among institutions from different countries. The results of keyword cluster analysis proved that the literature on the relationship between human cytomegalovirus (CMV) and CRC was the most widely studied aspect in this field. "Gut microbiota," "inflammatory bowel disease," "hepatitis b virus," and "human papillomavirus infection" are the current research hotspots; "oncolytic virus," "apoptosis," and "gut microbiome" are the recent research frontiers and should be paid closer attention. Conclusion By using CiteSpace bibliometric software, the visual analysis reflected the research trends and hot topics of virus and CRC. In addition, the prevalence and mechanism of specific virus on CRC were also reviewed, which provides valuable references for future CRC research.
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Affiliation(s)
- Chu Jian
- Fifth School of Clinical Medicine of Zhejiang Chinese Medical University (Huzhou Central Hospital), Huzhou, China
- Huzhou Central Hospital, Affiliated Central Hospital Huzhou University, Huzhou, China
- Key Laboratory of Multiomics Research and Clinical Transformation of Digestive Cancer, Huzhou, China
| | - Zhuang Jing
- Fifth School of Clinical Medicine of Zhejiang Chinese Medical University (Huzhou Central Hospital), Huzhou, China
- Huzhou Central Hospital, Affiliated Central Hospital Huzhou University, Huzhou, China
- Key Laboratory of Multiomics Research and Clinical Transformation of Digestive Cancer, Huzhou, China
| | - Wu Yinhang
- Fifth School of Clinical Medicine of Zhejiang Chinese Medical University (Huzhou Central Hospital), Huzhou, China
- Huzhou Central Hospital, Affiliated Central Hospital Huzhou University, Huzhou, China
- Key Laboratory of Multiomics Research and Clinical Transformation of Digestive Cancer, Huzhou, China
| | - Duan Jinlong
- Huzhou Hospital of Traditional Chinese Medicine, Huzhou, China
| | - Pan Yuefen
- Fifth School of Clinical Medicine of Zhejiang Chinese Medical University (Huzhou Central Hospital), Huzhou, China
- Huzhou Central Hospital, Affiliated Central Hospital Huzhou University, Huzhou, China
- Key Laboratory of Multiomics Research and Clinical Transformation of Digestive Cancer, Huzhou, China
| | - Qi Quan
- Fifth School of Clinical Medicine of Zhejiang Chinese Medical University (Huzhou Central Hospital), Huzhou, China
- Huzhou Central Hospital, Affiliated Central Hospital Huzhou University, Huzhou, China
- Key Laboratory of Multiomics Research and Clinical Transformation of Digestive Cancer, Huzhou, China
| | - Han Shuwen
- Fifth School of Clinical Medicine of Zhejiang Chinese Medical University (Huzhou Central Hospital), Huzhou, China
- Huzhou Central Hospital, Affiliated Central Hospital Huzhou University, Huzhou, China
- Key Laboratory of Multiomics Research and Clinical Transformation of Digestive Cancer, Huzhou, China
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21
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Zhang Y, Sharma S, Tom L, Liao YT, Wu VCH. Gut Phageome-An Insight into the Role and Impact of Gut Microbiome and Their Correlation with Mammal Health and Diseases. Microorganisms 2023; 11:2454. [PMID: 37894111 PMCID: PMC10609124 DOI: 10.3390/microorganisms11102454] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/02/2023] [Revised: 09/25/2023] [Accepted: 09/28/2023] [Indexed: 10/29/2023] Open
Abstract
The gut microbiota, including bacteria, archaea, fungi, and viruses, compose a diverse mammalian gut environment and are highly associated with host health. Bacteriophages, the viruses that infect bacteria, are the primary members of the gastrointestinal virome, known as the phageome. However, our knowledge regarding the gut phageome remains poorly understood. In this review, the critical role of the gut phageome and its correlation with mammalian health were summarized. First, an overall profile of phages across the gastrointestinal tract and their dynamic roles in shaping the surrounding microorganisms was elucidated. Further, the impacts of the gut phageome on gastrointestinal fitness and the bacterial community were highlighted, together with the influence of diets on the gut phageome composition. Additionally, new reports on the role of the gut phageome in the association of mammalian health and diseases were reviewed. Finally, a comprehensive update regarding the advanced phage benchwork and contributions of phage-based therapy to prevent/treat mammalian diseases was provided. This study provides insights into the role and impact of the gut phagenome in gut environments closely related to mammal health and diseases. The findings provoke the potential applications of phage-based diagnosis and therapy in clinical and agricultural fields. Future research is needed to uncover the underlying mechanism of phage-bacterial interactions in gut environments and explore the maintenance of mammalian health via phage-regulated gut microbiota.
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Affiliation(s)
| | | | | | | | - Vivian C. H. Wu
- Produce Safety and Microbiology Research Unit, U.S. Department of Agriculture, Agricultural Research Service, Western Regional Research Center, Albany, CA 94710, USA
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22
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Wong CC, Yu J. Gut microbiota in colorectal cancer development and therapy. Nat Rev Clin Oncol 2023:10.1038/s41571-023-00766-x. [PMID: 37169888 DOI: 10.1038/s41571-023-00766-x] [Citation(s) in RCA: 225] [Impact Index Per Article: 112.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 04/13/2023] [Indexed: 05/13/2023]
Abstract
Colorectal cancer (CRC) is one of the commonest cancers globally. A unique aspect of CRC is its intimate association with the gut microbiota, which forms an essential part of the tumour microenvironment. Research over the past decade has established that dysbiosis of gut bacteria, fungi, viruses and Archaea accompanies colorectal tumorigenesis, and these changes might be causative. Data from mechanistic studies demonstrate the ability of the gut microbiota to interact with the colonic epithelia and immune cells of the host via the release of a diverse range of metabolites, proteins and macromolecules that regulate CRC development. Preclinical and some clinical evidence also underscores the role of the gut microbiota in modifying the therapeutic responses of patients with CRC to chemotherapy and immunotherapy. Herein, we summarize our current understanding of the role of gut microbiota in CRC and outline the potential translational and clinical implications for CRC diagnosis, prevention and treatment. Emphasis is placed on how the gut microbiota could now be better harnessed by developing targeted microbial therapeutics as chemopreventive agents against colorectal tumorigenesis, as adjuvants for chemotherapy and immunotherapy to boost drug efficacy and safety, and as non-invasive biomarkers for CRC screening and patient stratification. Finally, we highlight the hurdles and potential solutions to translating our knowledge of the gut microbiota into clinical practice.
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Affiliation(s)
- Chi Chun Wong
- Institute of Digestive Disease and Department of Medicine and Therapeutics, State Key Laboratory of Digestive Disease, Li Ka Shing Institute of Health Sciences, The Chinese University of Hong Kong, Hong Kong SAR, China
| | - Jun Yu
- Institute of Digestive Disease and Department of Medicine and Therapeutics, State Key Laboratory of Digestive Disease, Li Ka Shing Institute of Health Sciences, The Chinese University of Hong Kong, Hong Kong SAR, China.
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23
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Viral Metagenomic Analysis of the Fecal Samples in Domestic Dogs (Canis lupus familiaris). Viruses 2023; 15:v15030685. [PMID: 36992396 PMCID: PMC10058366 DOI: 10.3390/v15030685] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/17/2023] [Revised: 02/24/2023] [Accepted: 03/02/2023] [Indexed: 03/08/2023] Open
Abstract
Canine diarrhea is a common intestinal illness that is usually caused by viruses, bacteria, and parasites, and canine diarrhea may induce morbidity and mortality of domestic dogs if treated improperly. Recently, viral metagenomics was applied to investigate the signatures of the enteric virome in mammals. In this research, the characteristics of the gut virome in healthy dogs and dogs with diarrhea were analyzed and compared using viral metagenomics. The alpha diversity analysis indicated that the richness and diversity of the gut virome in the dogs with diarrhea were much higher than the healthy dogs, while the beta diversity analysis revealed that the gut virome of the two groups was quite different. At the family level, the predominant viruses in the canine gut virome were certified to be Microviridae, Parvoviridae, Siphoviridae, Inoviridae, Podoviridae, Myoviridae, and others. At the genus level, the predominant viruses in the canine gut virome were certified to be Protoparvovirus, Inovirus, Chlamydiamicrovirus, Lambdavirus, Dependoparvovirus, Lightbulbvirus, Kostyavirus, Punavirus, Lederbergvirus, Fibrovirus, Peduovirus, and others. However, the viral communities between the two groups differed significantly. The unique viral taxa identified in the healthy dogs group were Chlamydiamicrovirus and Lightbulbvirus, while the unique viral taxa identified in the dogs with diarrhea group were Inovirus, Protoparvovirus, Lambdavirus, Dependoparvovirus, Kostyavirus, Punavirus, and other viruses. Phylogenetic analysis based on the near-complete genome sequences showed that the CPV strains collected in this study together with other CPV Chinese isolates clustered into a separate branch, while the identified CAV-2 strain D5-8081 and AAV-5 strain AAV-D5 were both the first near-complete genome sequences in China. Moreover, the predicted bacterial hosts of phages were certified to be Campylobacter, Escherichia, Salmonella, Pseudomonas, Acinetobacter, Moraxella, Mediterraneibacter, and other commensal microbiota. In conclusion, the enteric virome of the healthy dogs group and the dogs with diarrhea group was investigated and compared using viral metagenomics, and the viral communities might influence canine health and disease by interacting with the commensal gut microbiome.
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Wang Z, Dan W, Zhang N, Fang J, Yang Y. Colorectal cancer and gut microbiota studies in China. Gut Microbes 2023; 15:2236364. [PMID: 37482657 PMCID: PMC10364665 DOI: 10.1080/19490976.2023.2236364] [Citation(s) in RCA: 35] [Impact Index Per Article: 17.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/15/2022] [Accepted: 07/10/2023] [Indexed: 07/25/2023] Open
Abstract
Colorectal cancer (CRC) is the third most common malignant tumor worldwide. The incidence and mortality rates of CRC have been increasing in China, possibly due to economic development, lifestyle, and dietary changes. Evidence suggests that gut microbiota plays an essential role in the tumorigenesis of CRC. Gut dysbiosis, specific pathogenic microbes, metabolites, virulence factors, and microbial carcinogenic mechanisms contribute to the initiation and progression of CRC. Gut microbiota biomarkers have potential translational applications in CRC screening and early diagnosis. Gut microbiota-related interventions could improve anti-tumor therapy's efficacy and severe intestinal toxic effects. Chinese researchers have made many achievements in the relationship between gut microbiota and CRC, although some challenges remain. This review summarizes the current evidence from China on the role of gut microbiota in CRC, mainly including the gut microbiota characteristics, especially Fusobacterium nucleatum and Parvimonas micra, which have been identified to be enriched in CRC patients; microbial pathogens such as F. nucleatum and enterotoxigenic Bacteroides fragilis, and P. micra, which Chinese scientists have extensively studied; diagnostic biomarkers especially F. nucleatum; therapeutic effects, including microecological agents represented by certain Lactobacillus strains, fecal microbiota transplantation, and traditional Chinese medicines such as Berberine and Curcumin. More efforts should be focused on exploring the underlying mechanisms of microbial pathogenesis of CRC and providing novel gut microbiota-related therapeutic and preventive strategies.
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Affiliation(s)
- Zikai Wang
- Microbiota Division, Department of Gastroenterology and Hepatology, The First Medical Center, Chinese PLA General Hospital, Beijing, China
- National Clinical Research Center for Geriatric Diseases, Chinese PLA General Hospital, Beijing, China
| | - Wanyue Dan
- Microbiota Division, Department of Gastroenterology and Hepatology, The First Medical Center, Chinese PLA General Hospital, Beijing, China
- Medical School, Nankai University, Tianjin, China
| | - Nana Zhang
- Microbiota Division, Department of Gastroenterology and Hepatology, The First Medical Center, Chinese PLA General Hospital, Beijing, China
| | - Jingyuan Fang
- Division of Gastroenterology and Hepatology, Renji Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Yunsheng Yang
- Microbiota Division, Department of Gastroenterology and Hepatology, The First Medical Center, Chinese PLA General Hospital, Beijing, China
- National Clinical Research Center for Geriatric Diseases, Chinese PLA General Hospital, Beijing, China
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