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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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Panyod S, Wu WK, Hu MY, Huang HS, Chen RA, Chen YH, Shen TCD, Ho CT, Liu CJ, Chuang HL, Huang CC, Wu MS, Sheen LY. Healthy diet intervention reverses the progression of NASH through gut microbiota modulation. Microbiol Spectr 2024; 12:e0186823. [PMID: 38018983 PMCID: PMC10782987 DOI: 10.1128/spectrum.01868-23] [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: 05/04/2023] [Accepted: 09/27/2023] [Indexed: 11/30/2023] Open
Abstract
IMPORTANCE The link between gut microbiota and diet is crucial in the development of non-alcoholic steatohepatitis (NASH). This study underscores the essential role of a healthy diet in preventing and treating NASH by reversing obesity, lipidemia, and gut microbiota dysbiosis. Moreover, the supplementation of functional food or drug to the diet can provide additional advantages by inhibiting hepatic inflammation through the modulation of the hepatic inflammasome signaling pathway and partially mediating the gut microbiota and lipopolysaccharide signaling pathway. This study highlights the importance of adopting healthy dietary habits in treating NASH and proposes that supplementing with ginger essential oil or obeticholic acid may offer additional benefits. Nonetheless, further clinical studies are necessary to validate these findings.
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Affiliation(s)
- Suraphan Panyod
- Institute of Food Science and Technology, National Taiwan University, Taipei, Taiwan
- Center for Food and Biomolecules, National Taiwan University, Taipei, Taiwan
| | - Wei-Kai Wu
- Department of Medical Research, National Taiwan University Hospital, Taipei, Taiwan
| | - Meng-Yun Hu
- Institute of Food Science and Technology, National Taiwan University, Taipei, Taiwan
| | - Huai-Syuan Huang
- Institute of Food Science and Technology, National Taiwan University, Taipei, Taiwan
| | - Rou-An Chen
- Institute of Food Science and Technology, National Taiwan University, Taipei, Taiwan
| | - Yi-Hsun Chen
- Department of Internal Medicine, College of Medicine, National Taiwan University, Taipei, Taiwan
| | - Ting-Chin David Shen
- Division of Gastroenterology, University of Pennsylvania, Perelman School of Medicine, Philadelphia, Pennsylvania, USA
| | - Chi-Tang Ho
- Department of Food Science, Rutgers University, New Brunswick, New Jersey, USA
| | - Chun-Jen Liu
- Department of Internal Medicine, College of Medicine, National Taiwan University, Taipei, Taiwan
- Department of Internal Medicine, National Taiwan University Hospital, Taipei, Taiwan
| | - Hsiao-Li Chuang
- National Laboratory Animal Center, National Applied Research Laboratories, Taipei, Taiwan
| | - Chi-Chang Huang
- Graduate Institute of Sports Science, National Taiwan Sport University, Taoyuan City, Taiwan
| | - Ming-Shiang Wu
- Department of Internal Medicine, College of Medicine, National Taiwan University, Taipei, Taiwan
- Department of Internal Medicine, National Taiwan University Hospital, Taipei, Taiwan
| | - Lee-Yan Sheen
- Institute of Food Science and Technology, National Taiwan University, Taipei, Taiwan
- Center for Food and Biomolecules, National Taiwan University, Taipei, Taiwan
- National Taiwan University, National Center for Food Safety Education and Research, Taipei, Taiwan
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Peng YC, Xu JX, You XM, Huang YY, Ma L, Li LQ, Qi LN. Specific gut microbiome signature predicts hepatitis B virus-related hepatocellular carcinoma patients with microvascular invasion. Ann Med 2023; 55:2283160. [PMID: 38112540 PMCID: PMC10986448 DOI: 10.1080/07853890.2023.2283160] [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] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/30/2023] [Accepted: 11/08/2023] [Indexed: 12/21/2023] Open
Abstract
BACKGROUND We aimed to assess differences in intestinal microflora between patients with operable hepatitis B virus-related hepatocellular carcinoma (HBV-HCC) with microvascular invasion (MVI) and those without MVI. Additionally, we investigated the potential of the microbiome as a non-invasive biomarker for patients with MVI. METHODS We analyzed the preoperative gut microbiomes (GMs) of two groups, the MVI (n = 46) and non-MVI (n = 56) groups, using 16S ribosomal RNA gene sequencing data. At the operational taxonomic unit level, we employed random forest models to predict MVI risk and validated the results in independent validation cohorts [MVI group (n = 17) and non-MVI group (n = 15)]. RESULTS β diversity analysis, utilizing weighted UniFrac distances, revealed a significant difference between the MVI and non-MVI groups, as indicated by non-metric multidimensional scaling and principal coordinate analysis. We also observed a significant correlation between the characteristic intestinal microbial communities at the genus level and their main functions. Nine optimal microbial markers were identified, with an area under the curve of 79.76% between 46 MVI and 56 non-MVI samples and 79.80% in the independent verification group. CONCLUSION This pioneering analysis of the GM in patients with operable HBV-HCC with and without MVI opens new avenues for treating HBV-HCC with MVI. We successfully established a diagnostic model and independently verified microbial markers for patients with MVI. As preoperative targeted biomarkers, GM holds potential as a non-invasive tool for patients with HBV-HCC with MVI.
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Affiliation(s)
- Yu-Chong Peng
- Department of General Surgery, Chongqing Hospital of Traditional Chinese Medicine, Chongqing, China
| | - Jing-Xuan Xu
- Department of Hepatobiliary Surgery, Guangxi Medical University Cancer Hospital, Nanning, China
- Ministry of Education, Key Laboratory of Early Prevention and Treatment for Regional High Frequency Tumor, Nanning, China
| | - Xue-Mei You
- Department of Hepatobiliary Surgery, Guangxi Medical University Cancer Hospital, Nanning, China
- Ministry of Education, Key Laboratory of Early Prevention and Treatment for Regional High Frequency Tumor, Nanning, China
| | - Yi-Yue Huang
- Department of Hepatobiliary Surgery, Guangxi Medical University Cancer Hospital, Nanning, China
- Ministry of Education, Key Laboratory of Early Prevention and Treatment for Regional High Frequency Tumor, Nanning, China
| | - Liang Ma
- Department of Hepatobiliary Surgery, Guangxi Medical University Cancer Hospital, Nanning, China
- Ministry of Education, Key Laboratory of Early Prevention and Treatment for Regional High Frequency Tumor, Nanning, China
| | - Le-Qun Li
- Department of Hepatobiliary Surgery, Guangxi Medical University Cancer Hospital, Nanning, China
- Ministry of Education, Key Laboratory of Early Prevention and Treatment for Regional High Frequency Tumor, Nanning, China
- Guangxi Liver Cancer Diagnosis and Treatment Engineering and Technology Research Center, Nanning, China
| | - Lu-Nan Qi
- Department of Hepatobiliary Surgery, Guangxi Medical University Cancer Hospital, Nanning, China
- Ministry of Education, Key Laboratory of Early Prevention and Treatment for Regional High Frequency Tumor, Nanning, China
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Yang H, Liu J, Jiang P, Li P, Zhou Y, Zhang Z, Zeng Q, Wang M, Xiao LX, Zhang X, Sun Y, Zhu S. An Analysis of the Gene Expression Associated with Lymph Node Metastasis in Colorectal Cancer. Int J Genomics 2023; 2023:9942663. [PMID: 37719786 PMCID: PMC10501847 DOI: 10.1155/2023/9942663] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2023] [Revised: 07/18/2023] [Accepted: 08/22/2023] [Indexed: 09/19/2023] Open
Abstract
Objective This study aimed to explore the genes regulating lymph node metastasis in colorectal cancer (CRC) and to clarify their relationship with tumor immune cell infiltration and patient prognoses. Methods The data sets of CRC patients were collected through the Cancer Gene Atlas database; the differentially expressed genes (DEGs) associated with CRC lymph node metastasis were screened; a protein-protein interaction (PPI) network was constructed; the top 20 hub genes were selected; the Gene Ontology functions and the Kyoto Encyclopedia of Genes and Genomes pathways were enriched and analyzed. The Least Absolute Shrinkage and Selection Operator (LASSO) regression method was employed to further screen the characteristic genes associated with CRC lymph node metastasis in 20 hub genes, exploring the correlation between the characteristic genes and immune cell infiltration, conducting a univariate COX analysis on the characteristic genes, obtaining survival-related genes, constructing a risk score formula, conducting a Kaplan-Meier analysis based on the risk score formula, and performing a multivariate COX regression analysis on the clinical factors and risk scores. Results A total of 62 DEGs associated with CRC lymph node metastasis were obtained. Among the 20 hub genes identified via PPI, only calcium-activated chloride channel regulator 1 (CLCA1) expression was down-regulated in lymph node metastasis, and the rest were up-regulated. A total of nine characteristic genes associated with CRC lymph node metastasis (KIF1A, TMEM59L, CLCA1, COL9A3, GDF5, TUBB2B, STMN2, FOXN1, and SCN5A) were screened using the LASSO regression method. The nine characteristic genes were significantly related to different kinds of immune cell infiltration, from which three survival-related genes (TMEM59L, CLCA1, and TUBB2B) were screened. A multi-factor COX regression showed that the risk scores obtained from TMEM59L, CLCA1, and TUBB2B were independent prognostic factors. Immunohistochemical validation was performed in tissue samples from patients with rectal and colon cancer. Conclusion TMEM59L, CLCA1, and TUBB2B were independent prognostic factors associated with lymphatic metastasis of CRC.
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Affiliation(s)
- Hongjie Yang
- Nankai University, Tianjin, China
- Department of Colorectal Surgery, Tianjin Union Medical Center, Tianjin, China
| | - Jiafei Liu
- Nankai University, Tianjin, China
- Department of Colorectal Surgery, Tianjin Union Medical Center, Tianjin, China
- Tianjin Institute of Coloproctology, Tianjin, China
- The Institute of Translational Medicine, Tianjin Union Medical Center of Nankai University, Tianjin, China
| | - Peishi Jiang
- Nankai University, Tianjin, China
- Department of Colorectal Surgery, Tianjin Union Medical Center, Tianjin, China
- Tianjin Institute of Coloproctology, Tianjin, China
- The Institute of Translational Medicine, Tianjin Union Medical Center of Nankai University, Tianjin, China
| | - Peng Li
- Nankai University, Tianjin, China
- Department of Colorectal Surgery, Tianjin Union Medical Center, Tianjin, China
- Tianjin Institute of Coloproctology, Tianjin, China
- The Institute of Translational Medicine, Tianjin Union Medical Center of Nankai University, Tianjin, China
| | - Yuanda Zhou
- Nankai University, Tianjin, China
- Department of Colorectal Surgery, Tianjin Union Medical Center, Tianjin, China
- Tianjin Institute of Coloproctology, Tianjin, China
- The Institute of Translational Medicine, Tianjin Union Medical Center of Nankai University, Tianjin, China
| | - Zhichun Zhang
- Nankai University, Tianjin, China
- Department of Colorectal Surgery, Tianjin Union Medical Center, Tianjin, China
- Tianjin Institute of Coloproctology, Tianjin, China
- The Institute of Translational Medicine, Tianjin Union Medical Center of Nankai University, Tianjin, China
| | - Qingsheng Zeng
- Nankai University, Tianjin, China
- Department of Colorectal Surgery, Tianjin Union Medical Center, Tianjin, China
- Tianjin Institute of Coloproctology, Tianjin, China
- The Institute of Translational Medicine, Tianjin Union Medical Center of Nankai University, Tianjin, China
| | - Min Wang
- Key Laboratory of Molecular Microbiology and Technology, Ministry of Education, TEDA Institute of Biological Sciences and Biotechnology, Nankai University, Tianjin, China
| | - Luciena Xiao Xiao
- Department of Mathematics and Statistics, University of Helsinki, Helsinki, Finland
| | - Xipeng Zhang
- Nankai University, Tianjin, China
- Department of Colorectal Surgery, Tianjin Union Medical Center, Tianjin, China
- Tianjin Institute of Coloproctology, Tianjin, China
- The Institute of Translational Medicine, Tianjin Union Medical Center of Nankai University, Tianjin, China
| | - Yi Sun
- Nankai University, Tianjin, China
- Department of Colorectal Surgery, Tianjin Union Medical Center, Tianjin, China
- Tianjin Institute of Coloproctology, Tianjin, China
- The Institute of Translational Medicine, Tianjin Union Medical Center of Nankai University, Tianjin, China
| | - Siwei Zhu
- Nankai University, Tianjin, China
- The Institute of Translational Medicine, Tianjin Union Medical Center of Nankai University, Tianjin, China
- Department of Oncology, Tianjin Union Medical Center, Tianjin, China
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Xie N, Wang Z, Shu Q, Liang X, Wang J, Wu K, Nie Y, Shi Y, Fan D, Wu J. Association between Gut Microbiota and Digestive System Cancers: A Bidirectional Two-Sample Mendelian Randomization Study. Nutrients 2023; 15:2937. [PMID: 37447263 DOI: 10.3390/nu15132937] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/30/2023] [Revised: 06/24/2023] [Accepted: 06/26/2023] [Indexed: 07/15/2023] Open
Abstract
Accumulating evidence indicates that gut microbiota closely correlates with the tumorigenesis of digestive system cancers (DSCs). However, whether the causality between gut microbiota and DSCs exists is unknown. Genome-wide association study (GWAS) summary statistics for gut microbiota and DSCs and the bidirectional two-sample Mendelian randomization (MR) analysis were utilized to assess the causality between gut microbiota and DSCs. Sensitivity analyses were performed to evaluate the robustness of our results. We found that the genus Eggerthella (OR = 0.464, 95%CI: 0.27 to 0.796, p = 0.005) was negatively associated with the risk of gastric cancer. The genetically predicted genus Lachnospiraceae FCS020 group (OR = 0.607, 95%CI: 0.439 to 0.84, p = 0.003) correlated with a lower risk of colorectal cancer, and genus Turicibacter (OR = 0.271, 95%CI: 0.109 to 0.676, p = 0.005) was a protective factor for liver cancer. In the reverse MR, DSCs regulated the relative abundance of specific strains of gut microbiota. We comprehensively screened the association between gut microbiota and DSCs using a bidirectional two-sample MR analysis and identified the causality between several microbial taxa and DSCs. Our discoveries are beneficial for the development of novel microbial markers and microbiota-modifying therapeutics for DSC patients.
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Affiliation(s)
- Ning Xie
- Department of Gastroenterology, The Second Affiliated Hospital, Xi'an Jiaotong University, Xi'an 710049, China
- Bioinspired Engineering and Biomechanics Center (BEBC), Xi'an Jiaotong University, Xi'an 710049, China
| | - Ziwei Wang
- Department of Gastroenterology, The Second Affiliated Hospital, Xi'an Jiaotong University, Xi'an 710049, China
- Bioinspired Engineering and Biomechanics Center (BEBC), Xi'an Jiaotong University, Xi'an 710049, China
| | - Qiuai Shu
- Department of Gastroenterology, The Second Affiliated Hospital, Xi'an Jiaotong University, Xi'an 710049, China
| | - Xiru Liang
- Department of Gastroenterology, The Second Affiliated Hospital, Xi'an Jiaotong University, Xi'an 710049, China
| | - Jinhai Wang
- Department of Gastroenterology, The Second Affiliated Hospital, Xi'an Jiaotong University, Xi'an 710049, China
| | - Kaichun Wu
- National Clinical Research Center for Digestive Diseases, State Key Laboratory of Cancer Biology, Xijing Hospital of Digestive Diseases, Air Force Medical University, Xi'an 710032, China
| | - Yongzhan Nie
- National Clinical Research Center for Digestive Diseases, State Key Laboratory of Cancer Biology, Xijing Hospital of Digestive Diseases, Air Force Medical University, Xi'an 710032, China
| | - Yongquan Shi
- National Clinical Research Center for Digestive Diseases, State Key Laboratory of Cancer Biology, Xijing Hospital of Digestive Diseases, Air Force Medical University, Xi'an 710032, China
| | - Daiming Fan
- National Clinical Research Center for Digestive Diseases, State Key Laboratory of Cancer Biology, Xijing Hospital of Digestive Diseases, Air Force Medical University, Xi'an 710032, China
| | - Jian Wu
- National Clinical Research Center for Digestive Diseases, State Key Laboratory of Cancer Biology, Xijing Hospital of Digestive Diseases, Air Force Medical University, Xi'an 710032, China
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