Wu Xinrui, Liu Xinpeng, Xu Wenbo, Chen Wenhui, Zhong Zixin, Tan Hongzhuan, Xiang Tianyu
School of Medicine, Jishou University, Jishou, China.
Xiangya School of Public Health, Central South University, Changsha, China.
Front Microbiol. 2024 Nov 15;15:1461259. doi: 10.3389/fmicb.2024.1461259. eCollection 2024.
Recent studies have increasingly shown the connection between gut microbiome and gestational diabetes mellitus (GDM). However, no studies have explored the relationship between the gut virome and GDM, and the underlying mechanism remains unknown.
We performed a nested case-control study within a follow-up cohort, enrolling 51 patients with GDM and 51 healthy controls. Shotgun metagenomics sequencing was used to explore gut virome profiles during early pregnancy.
Diversity analysis revealed no difference in the overall gut virome composition between two groups, however, we found greater abundance of ( = 0.23), ( = 0.21), ( = 0.21), ( = 0.21), and ( = 0.23) in GDM patients. Cross-kingdom correlation analysis showed the negative correlation between the gut bacterium and three bacteriophages (, , and ) in GDM group ( < 0, < 0.05). Based on gut microbial features and clinical indicators, we constructed a new prediction model using random forest method for GDM with good predictive performance (AUC of 0.893, 95% : 0.736 ∼ 0.990).
This study is the first to investigate the relationship between the gut virome and GDM as well as the cross-kingdom correlation between gut viruses and bacteria in GDM. Our findings could enhance strategies for preventing and treating GDM from the perspective of gut microbiome, offering valuable insights into its pathogenesis.
近期研究越来越多地表明肠道微生物群与妊娠期糖尿病(GDM)之间的联系。然而,尚无研究探讨肠道病毒组与GDM之间的关系,其潜在机制仍不清楚。
我们在一个随访队列中进行了一项巢式病例对照研究,纳入51例GDM患者和51例健康对照。采用鸟枪法宏基因组测序技术探索孕早期的肠道病毒组谱。
多样性分析显示两组之间肠道病毒组的总体组成没有差异,然而,我们发现GDM患者中 ( = 0.23)、 ( = 0.21)、 ( = 0.21)、 ( = 0.21)和 ( = 0.23)的丰度更高。跨界相关性分析显示,GDM组中肠道细菌 与三种噬菌体( 、 和 )之间存在负相关( < 0, < 0.05)。基于肠道微生物特征和临床指标,我们采用随机森林方法构建了一个新的GDM预测模型,具有良好的预测性能(AUC为0.893,95% :0.736 ∼ 0.990)。
本研究首次探讨了肠道病毒组与GDM之间的关系以及GDM中肠道病毒与细菌之间的跨界相关性。我们的研究结果可以从肠道微生物群的角度加强GDM的防治策略,为其发病机制提供有价值的见解。