Microbial characteristics of bile in gallstone patients: a comprehensive analysis of 9,939 cases.

IF 4 2区 生物学 Q2 MICROBIOLOGY Frontiers in Microbiology Pub Date : 2024-12-19 eCollection Date: 2024-01-01 DOI:10.3389/fmicb.2024.1481112
Xin Zheng, Yunjun Yan, Xin Li, Mimin Liu, Xiaoyue Zhao, Jing He, Xuewei Zhuang
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Abstract

Introduction: The exact triggers of gallstone formation remain incompletely understood, but research indicates that microbial infection is a significant factor and can interfere with treatment. There is no consensus on the bile microbial culture profiles in previous studies, and determining the microbial profile could aid in targeted prevention and treatment. The primary aim of this study is to investigate the differences in microbial communities cultured from bile specimens of patients with gallstones.

Methods: We collected the clinical characteristics and bile microbial status of 9,939 gallstone patients. Statistical analysis was employed to assess the relationship between microbes and clinical features, and a random forest model was utilized to predict recurrence.

Results: Results showed a higher proportion of females among patients, with the age group of 60-74 years being the most prevalent. The most common type of gallstone was solitary gallbladder stones. A total of 76 microbes were cultured from 5,153 patients, with Escherichia coli, Klebsiella pneumoniae, and Enterococcus faecalis being the most frequently identified. Significant differences in microbial diversity and positive detection rates were observed across different age groups, types of gallstones, and recurrence status. Positive frequencies of E. coli, Enterococcus faecium, and K. pneumoniae varied significantly by age group and gallstone type. The microbial diversity in the recurrence group was significantly lower compared to the non-recurrence group. The recurrence rate was significantly higher in the group with single microbial species compared to those with no microbes or multiple microbes. For the recurrence group, there were significant differences in the frequencies of seven microbes (Aeromonas hydrophila, Enterococcus casseliflavus, Enterococcus faecium, E. coli, K. pneumoniae, Proteus mirabilis, Pseudomonas aeruginosa) before and after recurrence, with these microbes appearing in a higher number of patients after recurrence. Regression analysis identified patient age, stone size, diabetes, venous thrombosis, liver cirrhosis, malignancy, coronary heart disease, and the number of microbial species as important predictors of recurrence. A random forest model constructed using these variables demonstrated good performance and high predictive ability (ROC-AUC = 0.862).

Discussion: These findings highlight the significant role of microbial communities in gallstone formation and recurrence. Furthermore, the identified predictors of recurrence, including clinical factors and microbial diversity, may help develop personalized prevention and recurrence strategies for gallstone patients.

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导言:胆结石形成的确切诱因仍不完全清楚,但研究表明,微生物感染是一个重要因素,会干扰治疗。以往的研究对胆汁微生物培养图谱没有达成共识,确定微生物图谱有助于有针对性地预防和治疗。本研究的主要目的是调查从胆结石患者胆汁标本中培养出的微生物群落的差异:我们收集了 9939 名胆结石患者的临床特征和胆汁微生物状况。方法:我们收集了 9939 名胆结石患者的临床特征和胆汁微生物状况,采用统计分析评估微生物与临床特征之间的关系,并利用随机森林模型预测复发情况:结果表明,患者中女性比例较高,60-74 岁年龄组发病率最高。最常见的胆结石类型是单发性胆囊结石。5 153 名患者共培养出 76 种微生物,其中最常见的是大肠埃希菌、肺炎克雷伯菌和粪肠球菌。不同年龄组、胆结石类型和复发状况的患者在微生物多样性和阳性检出率方面存在显著差异。大肠杆菌、粪肠球菌和肺炎双球菌的阳性率因年龄组和胆结石类型的不同而有显著差异。复发组的微生物多样性明显低于非复发组。与无微生物或多种微生物组相比,单一微生物组的复发率明显更高。复发组中,七种微生物(嗜水气单胞菌、卡氏肠球菌、粪肠球菌、大肠杆菌、肺炎双球菌、奇异变形杆菌、铜绿假单胞菌)的出现频率在复发前和复发后存在显著差异,复发后出现这些微生物的患者更多。回归分析发现,患者年龄、结石大小、糖尿病、静脉血栓、肝硬化、恶性肿瘤、冠心病和微生物种类数量是预测复发的重要因素。利用这些变量构建的随机森林模型显示出良好的性能和较高的预测能力(ROC-AUC = 0.862):讨论:这些发现强调了微生物群落在胆结石形成和复发中的重要作用。此外,已确定的复发预测因素(包括临床因素和微生物多样性)可能有助于为胆结石患者制定个性化的预防和复发策略。
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来源期刊
CiteScore
7.70
自引率
9.60%
发文量
4837
审稿时长
14 weeks
期刊介绍: Frontiers in Microbiology is a leading journal in its field, publishing rigorously peer-reviewed research across the entire spectrum of microbiology. Field Chief Editor Martin G. Klotz at Washington State University is supported by an outstanding Editorial Board of international researchers. This multidisciplinary open-access journal is at the forefront of disseminating and communicating scientific knowledge and impactful discoveries to researchers, academics, clinicians and the public worldwide.
期刊最新文献
A review on emerging pharmaceutical residues in Ethiopia: occurrence, ecotoxicological aspects, and regulatory concerns. Characterization of the hepatic flora and metabolome in nonalcoholic fatty liver disease. Diagnostic performance of biomarkers for differentiating active tuberculosis from latent tuberculosis: a systematic review and Bayesian network meta-analysis. Editorial: Microorganisms in tea and tea beverages. Editorial: Recent advances in the prevention, diagnosis and treatment of Chagas disease.
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