肠型鉴定及其对结直肠癌患者的预测价值

IF 4.3 3区 医学 Q1 GASTROENTEROLOGY & HEPATOLOGY Gut Pathogens Pub Date : 2024-02-27 DOI:10.1186/s13099-024-00606-y
Li Qingbo, Zhuang Jing, Qu Zhanbo, Chu Jian, Song Yifei, Wu Yinhang, Han Shuwen
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引用次数: 0

摘要

肠道微生物群失调与结直肠癌(CRC)的发病机制有关。目前尚未确定肠型在 CRC 发病过程中的特征。为了根据肠型确定健康、腺瘤和 CRC 受试者的肠道微生物群特征。我们收集了 315 个新测序个体的 16 S rRNA 测序数据和之前发表的三个数据集,共提供了 367 个健康受试者、320 个腺瘤受试者和 415 个 CRC 受试者的数据。分析了所有样本的肠型,并确定了不同疾病状态的受试者在每个肠型中微生物群组成的差异。评估并验证了基于肠型的随机森林分类器在区分健康受试者、腺瘤受试者和 CRC 受试者方面的预测价值。受试者被分为三种肠型之一,即以乳酸杆菌(BA_E)、布劳氏菌(BL_E)和链球菌(S_E)为主的群组。这三种肠道菌群的分类学特征在健康人群、腺瘤人群和 CRC人群中各不相同。BA_E 组富含 Bacteroides 和 Blautia;BL_E 组富含 Blautia 和 Coprococcus;S_E 组富含 Streptococcus 和 Ruminococcus。这些菌属的相对丰度在三个人类队列中各不相同。在训练集和验证集中,S_E 聚类在区分 CRC 患者、腺瘤患者和健康对照组以及 CRC 和非 CRC 人群方面的表现优于其他两个聚类。这项研究首次提供了证据,表明肠型微生物组成的变化与疾病状态有关,从而突出了肠型在腺瘤和 CRC 治疗中的诊断潜力。在健康、腺瘤和 CRC 受试者中发现了三种肠型(BA_E、BL_E 和 S_E)。BA_E、BL_E 和 S_E 群分别以乳酸杆菌、布劳氏菌和链球菌为主。在对照组、腺瘤组和 CRC 组中,每种肠型的肠道微生物组成都存在差异。与 BA_E 和 BL_E 相比,S_E 在区分三个人类队列方面表现更好。肠道型的疾病预测性能不优于基于所有样本的分类模型。
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Identification of enterotype and its predictive value for patients with colorectal cancer
Gut microbiota dysbiosis involved in the pathogenesis of colorectal cancer (CRC). The characteristics of enterotypes in CRC development have not been determined. To characterize the gut microbiota of healthy, adenoma, and CRC subjects based on enterotype. The 16 S rRNA sequencing data from 315 newly sequenced individuals and three previously published datasets were collected, providing total data for 367 healthy, 320 adenomas, and 415 CRC subjects. Enterotypes were analyzed for all samples, and differences in microbiota composition across subjects with different disease states in each enterotype were determined. The predictive values of a random forest classifier based on enterotype in distinguishing healthy, adenoma, and CRC subjects were evaluated and validated. Subjects were classified into one of three enterotypes, namely, Bacteroide- (BA_E), Blautia- (BL_E), and Streptococcus- (S_E) dominated clusters. The taxonomic profiles of these three enterotypes differed among the healthy, adenoma, and CRC cohorts. BA_E group was enriched with Bacteroides and Blautia; BL_E group was enriched by Blautia and Coprococcus; S_E was enriched by Streptococcus and Ruminococcus. Relative abundances of these genera varying among the three human cohorts. In training and validation sets, the S_E cluster showed better performance in distinguishing among CRC patients, adenoma patients, and healthy controls, as well as between CRC and non-CRC individuals, than the other two clusters. This study provides the first evidence to indicate that changes in the microbial composition of enterotypes are associated with disease status, thereby highlighting the diagnostic potential of enterotypes in the treatment of adenoma and CRC. Three enterotypes (BA_E, BL_E, and S_E) were identified in healthy, adenoma, and CRC subjects. BA_E, BL_E, and S_E clusters were dominated by Bacteroide, Blautia, and Streptococcus, respectively. Differences in gut microbial composition were observed within the control, adenoma, CRC populations for each enterotype. S_E showed better performance in distinguishing three human cohorts than BA_E and BL_E. Disease prediction performance of enterotypes is no better than that of a classification model based on all samples.
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来源期刊
Gut Pathogens
Gut Pathogens GASTROENTEROLOGY & HEPATOLOGY-MICROBIOLOGY
CiteScore
7.70
自引率
2.40%
发文量
43
期刊介绍: Gut Pathogens is a fast publishing, inclusive and prominent international journal which recognizes the need for a publishing platform uniquely tailored to reflect the full breadth of research in the biology and medicine of pathogens, commensals and functional microbiota of the gut. The journal publishes basic, clinical and cutting-edge research on all aspects of the above mentioned organisms including probiotic bacteria and yeasts and their products. The scope also covers the related ecology, molecular genetics, physiology and epidemiology of these microbes. The journal actively invites timely reports on the novel aspects of genomics, metagenomics, microbiota profiling and systems biology. Gut Pathogens will also consider, at the discretion of the editors, descriptive studies identifying a new genome sequence of a gut microbe or a series of related microbes (such as those obtained from new hosts, niches, settings, outbreaks and epidemics) and those obtained from single or multiple hosts at one or different time points (chronological evolution).
期刊最新文献
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