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抗逆转录病毒药物治疗的 HIV 感染者肠道微生物组中与胰岛素敏感性相关的分类群大量减少。

Major depletion of insulin sensitivity-associated taxa in the gut microbiome of persons living with HIV controlled by antiretroviral drugs.

机构信息

IRD, Sorbonne Université, Unité de Modélisation Mathématique et Informatique des Systèmes Complexes, UMMISCO, Bondy, F-93143, France.

Sorbonne Université, INSERM, Nutrition et Obesities, Systemic Approaches, NutriOmique, AP-HP, Hôpital Pitié-Salpêtrière, Paris, France.

出版信息

BMC Med Genomics. 2024 Aug 13;17(1):209. doi: 10.1186/s12920-024-01978-5.

Abstract

BACKGROUND

Persons living with HIV (PWH) harbor an altered gut microbiome (higher abundance of Prevotella and lower abundance of Bacillota and Ruminococcus lineages) compared to non-infected individuals. Some of these alterations are linked to sexual preference and others to the HIV infection. The relationship between these lineages and metabolic alterations, often present in aging PWH, has been poorly investigated.

METHODS

In this study, we compared fecal metagenomes of 25 antiretroviral-treatment (ART)-controlled PWH to three independent control groups of 25 non-infected matched individuals by means of univariate analyses and machine learning methods. Moreover, we used two external datasets to validate predictive models of PWH classification. Next, we searched for associations between clinical and biological metabolic parameters with taxonomic and functional microbiome profiles. Finally, we compare the gut microbiome in 7 PWH after a 17-week ART switch to raltegravir/maraviroc.

RESULTS

Three major enterotypes (Prevotella, Bacteroides and Ruminococcaceae) were present in all groups. The first Prevotella enterotype was enriched in PWH, with several of characteristic lineages associated with poor metabolic profiles (low HDL and adiponectin, high insulin resistance (HOMA-IR)). Conversely butyrate-producing lineages were markedly depleted in PWH independently of sexual preference and were associated with a better metabolic profile (higher HDL and adiponectin and lower HOMA-IR). Accordingly with the worst metabolic status of PWH, butyrate production and amino-acid degradation modules were associated with high HDL and adiponectin and low HOMA-IR. Random Forest models trained to classify PWH vs. control on taxonomic abundances displayed high generalization performance on two external holdout datasets (ROC AUC of 80-82%). Finally, no significant alterations in microbiome composition were observed after switching to raltegravir/maraviroc.

CONCLUSION

High resolution metagenomic analyses revealed major differences in the gut microbiome of ART-controlled PWH when compared with three independent matched cohorts of controls. The observed marked insulin resistance could result both from enrichment in Prevotella lineages, and from the depletion in species producing butyrate and involved into amino-acid degradation, which depletion is linked with the HIV infection.

摘要

背景

与未感染个体相比,HIV 感染者(PWH)的肠道微生物组发生了改变(普雷沃氏菌属增加,厚壁菌门和瘤胃球菌属减少)。这些变化中的一些与性取向有关,另一些与 HIV 感染有关。这些谱系与代谢改变之间的关系,在衰老的 PWH 中经常出现,但研究甚少。

方法

在这项研究中,我们通过单变量分析和机器学习方法,比较了 25 名接受抗逆转录病毒治疗(ART)的 PWH 与三个独立的 25 名匹配的未感染对照个体的粪便宏基因组。此外,我们使用了两个外部数据集来验证 PWH 分类的预测模型。接下来,我们在临床和生物学代谢参数与分类和功能微生物组图谱之间搜索关联。最后,我们比较了 7 名 PWH 在 17 周 ART 转换为拉替拉韦/马拉维若后的肠道微生物组。

结果

所有组中均存在三种主要的肠型(普雷沃氏菌属、拟杆菌属和瘤胃球菌科)。第一类普雷沃氏菌属肠型在 PWH 中富集,其特征谱系与较差的代谢特征相关(低高密度脂蛋白和脂联素,高胰岛素抵抗(HOMA-IR))。相反,丁酸产生菌属在 PWH 中明显缺失,与性取向无关,与更好的代谢特征相关(更高的高密度脂蛋白和脂联素,更低的 HOMA-IR)。与 PWH 最差的代谢状态相一致,丁酸产生和氨基酸降解模块与高 HDL 和脂联素和低 HOMA-IR 相关。基于分类群丰度训练的用于 PWH 与对照分类的随机森林模型在两个外部验证数据集上显示出较高的泛化性能(ROC AUC 为 80-82%)。最后,在转换为拉替拉韦/马拉维若后,微生物组组成没有明显改变。

结论

高分辨率宏基因组分析显示,与三个独立的对照匹配队列相比,ART 控制的 PWH 的肠道微生物组存在显著差异。观察到的明显的胰岛素抵抗可能既源于普雷沃氏菌属的富集,也源于丁酸产生菌属和参与氨基酸降解的物种的缺失,而后者的缺失与 HIV 感染有关。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a47c/11320835/566d36d12dd1/12920_2024_1978_Fig1_HTML.jpg

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