Multi-omics integration identifies key biomarkers in retinopathy of prematurity through 16S rRNA sequencing and metabolomics.

IF 4 2区 生物学 Q2 MICROBIOLOGY
Frontiers in Microbiology Pub Date : 2025-06-18 eCollection Date: 2025-01-01 DOI:10.3389/fmicb.2025.1601292
Linlin Guo, Ruoming Wang, Liping Han, Yongcheng Fu, Xiujuan Wang, Lintao Nie, Wenjun Fu, Hongyan Ren, Lijia Wu, Guangshuai Li, Juan Ding
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Abstract

Background: The gut microbiome is increasingly recognized for its role in the pathogenesis of neonatal conditions commonly associated with retinopathy of prematurity (ROP). This study aimed to identify key intestinal microbiota and metabolites in ROP and examine their relationships.

Methods: Fecal samples were collected from infants with and without ROP at weeks 2 (T1) and 4 (T2) for 16S rRNA sequencing. At T2, additional fecal samples underwent non-targeted metabolomic analyses. A combined analysis of the 16S rRNA sequencing and metabolomics data was performed.

Results: No significant differences in α-diversity indexes were observed between the ROP and non-ROP at T1. However, at T2, the Chao, ACE, and Shannon indices were significantly higher, whereas the Simpson index was lower in ROP compared to non-ROP. At the phylum level, the dominant phyla at T2 included Pseudomonadota, Bacillota, Actinomycetota, Bacteroidota, and Verrucomicrobiota. LEfSe analysis of T2 showed that Bifidobacterium, Rhodococcus, Staphyloococcus, Caulobacter, Sphingomonas, Aquabacterium, and Klebsiella as key genera associated with ROP. Metabolomic analysis identified 382 differentially accumulated metabolites, which were enriched in steroid hormone biosynthesis; the PPAR signaling pathway; linoleic acid metabolism; histidine metabolism; and alanine, aspartate, and glutamate metabolism. Additionally, the AUC of the combined analysis exceeded that of differential bacterial communities (0.9958) alone.

Conclusion: This study revealed characteristic changes in the intestinal flora and metabolites in ROP, which provide promising targets/pathways for ROP diagnosis and therapy.

多组学整合通过16S rRNA测序和代谢组学鉴定早产儿视网膜病变的关键生物标志物。
背景:肠道微生物群在早产儿视网膜病变(ROP)相关的新生儿疾病发病机制中的作用越来越得到认可。本研究旨在确定ROP的关键肠道菌群和代谢物,并研究它们之间的关系。方法:分别于第2周(T1)和第4周(T2)采集ROP患儿和非ROP患儿的粪便样本,进行16S rRNA测序。T2时,额外的粪便样本进行非靶向代谢组学分析。对16S rRNA测序和代谢组学数据进行了联合分析。结果:T1时ROP组与非ROP组α-多样性指数无显著差异。然而,在T2时,Chao、ACE和Shannon指数显著升高,而ROP的Simpson指数低于非ROP。在门水平上,T2的优势门包括假单胞菌门、芽孢杆菌门、放线菌门、拟杆菌门和Verrucomicrobiota。T2的LEfSe分析显示双歧杆菌、红球菌、葡萄球菌、Caulobacter、鞘单胞菌、水杆菌和克雷伯氏菌是与ROP相关的关键属。代谢组学分析鉴定出382种差异积累代谢物,这些代谢物富集于类固醇激素生物合成;PPAR信号通路;亚油酸代谢;组氨酸代谢;以及丙氨酸,天冬氨酸和谷氨酸的代谢。此外,联合分析的AUC(0.9958)超过了单独的差异菌群。结论:本研究揭示了ROP中肠道菌群和代谢物的特征性变化,为ROP的诊断和治疗提供了有希望的靶点/途径。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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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.
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