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Boyang H, Yanjun Y, Jing Z, Chenxin Y, Ying M, Shuwen H, Qiang Y. Investigating the influence of the gut microbiome on cholelithiasis: unveiling insights through sequencing and predictive modeling. J Appl Microbiol 2024; 135:lxae096. [PMID: 38614959 DOI: 10.1093/jambio/lxae096] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/23/2023] [Revised: 03/26/2024] [Accepted: 04/11/2024] [Indexed: 04/15/2024]
Abstract
BACKGROUND Cholelithiasis is one of the most common disorders of hepatobiliary system. Gut bacteria may be involved in the process of gallstone formation and are, therefore considered as potential targets for cholelithiasis prediction. OBJECTIVE To reveal the correlation between cholelithiasis and gut bacteria. METHODS Stool samples were collected from 100 cholelithiasis and 250 healthy individuals from Huzhou Central Hospital; The 16S rRNA of gut bacteria in the stool samples was sequenced using the third-generation Pacbio sequencing platform; Mothur v.1.21.1 was used to analyze the diversity of gut bacteria; Wilcoxon rank-sum test and linear discriminant analysis of effect sizes (LEfSe) were used to analyze differences in gut bacteria between patients suffering from cholelithiasis and healthy individuals; Chord diagram and Plot-related heat maps were used to analyze the correlation between cholelithiasis and gut bacteria; six machine algorithms were used to construct models to predict cholelithiasis. RESULTS There were differences in the abundance of gut bacteria between cholelithiasis and healthy individuals, but there were no differences in their community diversity. Increased abundance of Costridia, Escherichia flexneri, and Klebsiella pneumonae were found in cholelithiasis, while Bacteroidia, Phocaeicola, and Phocaeicola vulgatus were more abundant in healthy individuals. The top four bacteria that were most closely associated with cholelithiasis were Escherichia flexneri, Escherichia dysenteriae, Streptococcus salivarius, and Phocaeicola vulgatus. The cholelithiasis model based on CatBoost algorithm had the best prediction effect (sensitivity: 90.48%, specificity: 88.32%, and AUC: 0.962). CONCLUSION The identification of characteristic gut bacteria may provide new predictive targets for gallstone screening. As being screened by the predictive model, people at high risk of cholelithiasis can determine the need for further testing, thus enabling early warning of cholelithiasis.
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Affiliation(s)
- Hu Boyang
- Department of General Surgery, Huzhou Central Hospital, Affiliated Huzhou Hospital, Zhejiang University School of Medicine, No.1558, Sanhuan North Road, Wuxing District, Huzhou, Zhejiang Province 313000, China
- Department of Hepatobiliary and Pancreatic Surgery, Huzhou Central Hospital, No.1558, Sanhuan North Road, Wuxing District, Huzhou, Zhejiang Province 313000, China
- Department of General Surgery, Huzhou Central Hospital, Affiliated Central Hospital, Huzhou University, No.1558, Sanhuan North Road, Wuxing District, Huzhou, Zhejiang Province 313000, China
- Department of General Surgery, Huzhou Central Hospital, Affiliated Huzhou Central Hospital, The Fifth School of Clinical Medicine, Zhejiang Chinese Medical University, No.1558, Sanhuan North Road, Wuxing District, Huzhou, Zhejiang Province 313000, China
- Huzhou Key Laboratory of Intelligent and Digital Precision Surgery, No.1558, Sanhuan North Road, Wuxing District, Huzhou, Zhejiang Province 313000, China
| | - Yao Yanjun
- Department of General Surgery, Huzhou Central Hospital, Affiliated Huzhou Hospital, Zhejiang University School of Medicine, No.1558, Sanhuan North Road, Wuxing District, Huzhou, Zhejiang Province 313000, China
- Department of Hepatobiliary and Pancreatic Surgery, Huzhou Central Hospital, No.1558, Sanhuan North Road, Wuxing District, Huzhou, Zhejiang Province 313000, China
- Department of General Surgery, Huzhou Central Hospital, Affiliated Central Hospital, Huzhou University, No.1558, Sanhuan North Road, Wuxing District, Huzhou, Zhejiang Province 313000, China
- Department of General Surgery, Huzhou Central Hospital, Affiliated Huzhou Central Hospital, The Fifth School of Clinical Medicine, Zhejiang Chinese Medical University, No.1558, Sanhuan North Road, Wuxing District, Huzhou, Zhejiang Province 313000, China
- Huzhou Key Laboratory of Intelligent and Digital Precision Surgery, No.1558, Sanhuan North Road, Wuxing District, Huzhou, Zhejiang Province 313000, China
| | - Zhuang Jing
- Department of General Surgery, Huzhou Central Hospital, Affiliated Huzhou Hospital, Zhejiang University School of Medicine, No.1558, Sanhuan North Road, Wuxing District, Huzhou, Zhejiang Province 313000, China
- Department of Hepatobiliary and Pancreatic Surgery, Huzhou Central Hospital, No.1558, Sanhuan North Road, Wuxing District, Huzhou, Zhejiang Province 313000, China
- Department of General Surgery, Huzhou Central Hospital, Affiliated Central Hospital, Huzhou University, No.1558, Sanhuan North Road, Wuxing District, Huzhou, Zhejiang Province 313000, China
- Department of General Surgery, Huzhou Central Hospital, Affiliated Huzhou Central Hospital, The Fifth School of Clinical Medicine, Zhejiang Chinese Medical University, No.1558, Sanhuan North Road, Wuxing District, Huzhou, Zhejiang Province 313000, China
- Huzhou Key Laboratory of Intelligent and Digital Precision Surgery, No.1558, Sanhuan North Road, Wuxing District, Huzhou, Zhejiang Province 313000, China
| | - Yan Chenxin
- Shulan International Medical school, Zhejiang Shuren University, No.848 Dongxin Road, Gongshu District, Hangzhou City, Zhejiang Province 310000, China
| | - Mei Ying
- Department of General Surgery, Huzhou Central Hospital, Affiliated Huzhou Hospital, Zhejiang University School of Medicine, No.1558, Sanhuan North Road, Wuxing District, Huzhou, Zhejiang Province 313000, China
- Department of Hepatobiliary and Pancreatic Surgery, Huzhou Central Hospital, No.1558, Sanhuan North Road, Wuxing District, Huzhou, Zhejiang Province 313000, China
- Department of General Surgery, Huzhou Central Hospital, Affiliated Central Hospital, Huzhou University, No.1558, Sanhuan North Road, Wuxing District, Huzhou, Zhejiang Province 313000, China
- Department of General Surgery, Huzhou Central Hospital, Affiliated Huzhou Central Hospital, The Fifth School of Clinical Medicine, Zhejiang Chinese Medical University, No.1558, Sanhuan North Road, Wuxing District, Huzhou, Zhejiang Province 313000, China
- Huzhou Key Laboratory of Intelligent and Digital Precision Surgery, No.1558, Sanhuan North Road, Wuxing District, Huzhou, Zhejiang Province 313000, China
| | - Han Shuwen
- Department of General Surgery, Huzhou Central Hospital, Affiliated Huzhou Hospital, Zhejiang University School of Medicine, No.1558, Sanhuan North Road, Wuxing District, Huzhou, Zhejiang Province 313000, China
- Department of Hepatobiliary and Pancreatic Surgery, Huzhou Central Hospital, No.1558, Sanhuan North Road, Wuxing District, Huzhou, Zhejiang Province 313000, China
- Department of General Surgery, Huzhou Central Hospital, Affiliated Central Hospital, Huzhou University, No.1558, Sanhuan North Road, Wuxing District, Huzhou, Zhejiang Province 313000, China
- Department of General Surgery, Huzhou Central Hospital, Affiliated Huzhou Central Hospital, The Fifth School of Clinical Medicine, Zhejiang Chinese Medical University, No.1558, Sanhuan North Road, Wuxing District, Huzhou, Zhejiang Province 313000, China
- Huzhou Key Laboratory of Intelligent and Digital Precision Surgery, No.1558, Sanhuan North Road, Wuxing District, Huzhou, Zhejiang Province 313000, China
| | - Yan Qiang
- Department of General Surgery, Huzhou Central Hospital, Affiliated Huzhou Hospital, Zhejiang University School of Medicine, No.1558, Sanhuan North Road, Wuxing District, Huzhou, Zhejiang Province 313000, China
- Department of Hepatobiliary and Pancreatic Surgery, Huzhou Central Hospital, No.1558, Sanhuan North Road, Wuxing District, Huzhou, Zhejiang Province 313000, China
- Department of General Surgery, Huzhou Central Hospital, Affiliated Central Hospital, Huzhou University, No.1558, Sanhuan North Road, Wuxing District, Huzhou, Zhejiang Province 313000, China
- Department of General Surgery, Huzhou Central Hospital, Affiliated Huzhou Central Hospital, The Fifth School of Clinical Medicine, Zhejiang Chinese Medical University, No.1558, Sanhuan North Road, Wuxing District, Huzhou, Zhejiang Province 313000, China
- Huzhou Key Laboratory of Intelligent and Digital Precision Surgery, No.1558, Sanhuan North Road, Wuxing District, Huzhou, Zhejiang Province 313000, China
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Boyang H, Yangyanqiu W, Wenting R, Chenxin Y, Jian C, Zhanbo Q, Yanjun Y, Qiang Y, Shuwen H. Application and progress of highcontent imaging in molecular biology. Biotechnol J 2023; 18:e2300170. [PMID: 37639283 DOI: 10.1002/biot.202300170] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/19/2023] [Revised: 08/03/2023] [Accepted: 08/22/2023] [Indexed: 08/29/2023]
Abstract
Humans have adopted many different methods to explore matter imaging, among which high content imaging (HCI) could conduct automated imaging analysis of cells while maintaining its structural and functional integrity. Meanwhile, as one of the most important research tools for diagnosing human diseases, HCI is widely used in the frontier of medical research, and its future application has attracted researchers' great interests. Here, the meaning of HCI was briefly explained, the history of optical imaging and the birth of HCI were described, and the experimental methods of HCI were described. Furthermore, the directions of the application of HCI were highlighted in five aspects: protein localization changes, gene identification, chemical and genetic analysis, microbiology, and drug discovery. Most importantly, some challenges and future directions of HCI were discussed, and the application and optimization of HCI were expected to be further explored.
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Affiliation(s)
- Hu Boyang
- Huzhou Hospital of Zhejiang University, Affiliated Central Hospital Huzhou University, Huzhou, China
| | - Wang Yangyanqiu
- Huzhou Hospital of Zhejiang University, Affiliated Central Hospital Huzhou University, Huzhou, China
| | - Rui Wenting
- Huzhou Hospital of Zhejiang University, Affiliated Central Hospital Huzhou University, Huzhou, China
| | - Yan Chenxin
- Shulan International Medical School, Zhejiang Shuren University, Hangzhou, China
| | - Chu Jian
- Fifth Affiliated Clinical Medical College of Zhejiang Chinese Medical University, Huzhou Central Hospital, Huzhou, China
| | - Qu Zhanbo
- Fifth Affiliated Clinical Medical College of Zhejiang Chinese Medical University, Huzhou Central Hospital, Huzhou, China
| | - Yao Yanjun
- Huzhou Hospital of Zhejiang University, Affiliated Central Hospital Huzhou University, Huzhou, China
| | - Yan Qiang
- Huzhou Hospital of Zhejiang University, Affiliated Central Hospital Huzhou University, Huzhou, China
| | - Han Shuwen
- Huzhou Hospital of Zhejiang University, Affiliated Central Hospital Huzhou University, Huzhou, China
- Key Laboratory of Multiomics Research and Clinical Transformation of Digestive Cancer of Huzhou, Huzhou, China
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