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钩端螺旋体病所致严重肺出血综合征中的微小RNA生物标志物与宿主反应途径:一项多组学研究

MicroRNA biomarkers and host response pathways in severe pulmonary hemorrhagic syndrome due to leptospirosis: A multi-omics study.

作者信息

Tran Phu Nguyen Trong, Limothai Umaporn, Dinhuzen Janejira, Tachaboon Sasipha, Sukmark Theerapon, Dokpong Chayomon, Roytrakul Sittiruk, Haake David A, Srisawat Nattachai

机构信息

Faculty of Medicine, Chulalongkorn University, Bangkok, Thailand; Excellence Center for Critical Care Nephrology, King Chulalongkorn Memorial Hospital, Bangkok, Thailand; Department of Internal Medicine, Faculty of Medicine, Can Tho University of Medicine and Pharmacy, Can Tho, Vietnam.

Excellence Center for Critical Care Nephrology, King Chulalongkorn Memorial Hospital, Bangkok, Thailand; Tropical Medicine Cluster, Chulalongkorn University, Bangkok, Thailand.

出版信息

J Infect. 2025 Feb;90(2):106400. doi: 10.1016/j.jinf.2024.106400. Epub 2025 Jan 8.

Abstract

BACKGROUND

Severe pulmonary hemorrhagic syndrome (SPHS) remains a fatal complication of leptospirosis with poorly understood mechanisms and an urgent need for effective biomarkers.

METHODS

A nested case-control analysis was conducted using blood specimens from two previous Thai leptospirosis cohorts. Candidate microRNAs were initially discovered through a global profiling of 798 serum microRNAs in five SPHS and seven non-SPHS patients, and then validated using real-time polymerase chain reactions in 168 patients. Pathways enriched from microRNA targets were compared to those from an integrated transcriptomic-proteomic analysis. Proteins pertaining to the key resulting pathway were measured to validate significance and reveal correlation with microRNA biomarkers.

RESULTS

Serum microRNA profiling revealed a total of 81 significantly expressed microRNAs, of which seven were selected for further validation in the whole cohort of 168 leptospirosis patients, including 28 in SPHS and 140 nonSPHS groups. Among the selected microRNAs, miR-5010-3p and miR-147b-3p had significantly higher expression in SPHS group compared to nonSPHS group, with consistently higher expression after adjusting for age, sex, days of illness, comorbidity, smoking status or recruitment site. The two had area under the curve (AUC) values of 0.76 (95% CI: 0.67-0.85) and 0.70 (95% CI: 0.56-0.81) for discriminating SPHS, respectively. These microRNAs also exhibited consistent AUC values in patients tested before chest radiograph shadows manifested. Combination of miR-5010-3p with miR-548ai and miR-224-5p, as selected by Bayesian Model Averaging algorithm, substantially boosts the AUC value to 0.86 (95% CI: 0.77-0.94). The miRNA biomarkers also enhanced the predictive values of a previously validated clinical model, increasing AUC value from 0.87 to 0.92 with a significant reclassification net index. Multi-omics pathway analysis incorporating microRNA targets and transcriptomic-proteomic data suggested TNF signaling as among the key pathways. In validation, seven out of ten pathway proteins were significantly different between groups, with principal components correlated with severity and miR-5010-3p.

CONCLUSIONS

MiR-5010-3p and miR-147b-3p are novel biomarkers with good predictability and potential relevance with TNF signaling pathway, an important host response mechanism in leptospirosis SPHS.

摘要

背景

严重肺出血综合征(SPHS)仍然是钩端螺旋体病的一种致命并发症,其发病机制尚不清楚,迫切需要有效的生物标志物。

方法

使用来自之前两个泰国钩端螺旋体病队列的血液标本进行巢式病例对照分析。候选微小RNA最初是通过对5例SPHS患者和7例非SPHS患者的798种血清微小RNA进行全面分析发现的,然后在168例患者中使用实时聚合酶链反应进行验证。将微小RNA靶标富集的通路与整合的转录组学-蛋白质组学分析的通路进行比较。检测与关键结果通路相关的蛋白质,以验证其意义并揭示与微小RNA生物标志物的相关性。

结果

血清微小RNA分析共发现81种显著表达的微小RNA,其中7种在168例钩端螺旋体病患者的整个队列中进行进一步验证,包括28例SPHS组和140例非SPHS组。在所选的微小RNA中,与非SPHS组相比,miR-5010-3p和miR-147b-3p在SPHS组中的表达显著更高,在调整年龄、性别、病程、合并症、吸烟状况或招募地点后表达持续更高。两者区分SPHS的曲线下面积(AUC)值分别为0.76(95%CI:0.67-0.85)和0.70(95%CI:0.56-0.81)。这些微小RNA在胸部X线阴影出现前检测的患者中也表现出一致的AUC值。根据贝叶斯模型平均算法选择的miR-5010-3p与miR-548ai和miR-224-5p的组合,可将AUC值大幅提高至0.86(95%CI:0.77-0.94)。微小RNA生物标志物还提高了先前验证的临床模型的预测价值,使AUC值从0.87提高到0.92,重新分类净指数显著。纳入微小RNA靶标和转录组学-蛋白质组学数据的多组学通路分析表明肿瘤坏死因子信号通路是关键通路之一。在验证中,10种通路蛋白中有7种在两组之间存在显著差异,主要成分与严重程度和miR-5010-3p相关。

结论

MiR-5010-3p和miR-147b-3p是具有良好预测性的新型生物标志物,与肿瘤坏死因子信号通路可能相关,而肿瘤坏死因子信号通路是钩端螺旋体病SPHS中重要的宿主反应机制。

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