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全血 RNA 谱与肺动脉高压及临床结局的相关性。

Whole-Blood RNA Profiles Associated with Pulmonary Arterial Hypertension and Clinical Outcome.

机构信息

National Heart and Lung Institute, Imperial College London, London, United Kingdom.

Department of Medicine, University of Cambridge, Cambridge, United Kingdom.

出版信息

Am J Respir Crit Care Med. 2020 Aug 15;202(4):586-594. doi: 10.1164/rccm.202003-0510OC.

Abstract

Idiopathic and heritable pulmonary arterial hypertension (PAH) are rare but comprise a genetically heterogeneous patient group. RNA sequencing linked to the underlying genetic architecture can be used to better understand the underlying pathology by identifying key signaling pathways and stratify patients more robustly according to clinical risk. To use a three-stage design of RNA discovery, RNA validation and model construction, and model validation to define a set of PAH-associated RNAs and a single summarizing RNA model score. To define genes most likely to be involved in disease development, we performed Mendelian randomization (MR) analysis. RNA sequencing was performed on whole-blood samples from 359 patients with idiopathic, heritable, and drug-induced PAH and 72 age- and sex-matched healthy volunteers. The score was evaluated against disease severity markers including survival analysis using all-cause mortality from diagnosis. MR used known expression quantitative trait loci and summary statistics from a PAH genome-wide association study. We identified 507 genes with differential RNA expression in patients with PAH compared with control subjects. A model of 25 RNAs distinguished PAH with 87% accuracy (area under the curve 95% confidence interval: 0.791-0.945) in model validation. The RNA model score was associated with disease severity and long-term survival ( = 4.66 × 10) in PAH. MR detected an association between SMAD5 levels and PAH disease susceptibility (odds ratio, 0.317; 95% confidence interval, 0.129-0.776;  = 0.012). A whole-blood RNA signature of PAH, which includes RNAs relevant to disease pathogenesis, associates with disease severity and identifies patients with poor clinical outcomes. Genetic variants associated with lower SMAD5 expression may increase susceptibility to PAH.

摘要

特发性和遗传性肺动脉高压(PAH)较为罕见,但包含了一组遗传异质性的患者群体。通过识别关键信号通路并根据临床风险更稳健地对患者进行分层,与潜在遗传结构相关的 RNA 测序可用于更好地了解潜在的病理生理学。采用 RNA 发现、RNA 验证和模型构建以及模型验证的三阶段设计,定义一组与 PAH 相关的 RNA 和单个总结 RNA 模型评分。为了定义最有可能参与疾病发展的基因,我们进行了孟德尔随机化(MR)分析。对 359 例特发性、遗传性和药物性 PAH 患者以及 72 名年龄和性别匹配的健康志愿者的全血样本进行了 RNA 测序。使用从诊断开始的全因死亡率进行生存分析来评估该评分与疾病严重程度标志物的相关性。MR 使用了已知的表达数量性状基因座和 PAH 全基因组关联研究的汇总统计数据。与对照相比,PAH 患者中有 507 个基因的 RNA 表达存在差异。在模型验证中,由 25 个 RNA 组成的模型以 87%的准确率(曲线下面积 95%置信区间:0.791-0.945)区分 PAH。RNA 模型评分与 PAH 的疾病严重程度和长期生存相关( = 4.66 × 10)。MR 检测到 SMAD5 水平与 PAH 疾病易感性之间存在关联(优势比,0.317;95%置信区间,0.129-0.776;  = 0.012)。PAH 的全血 RNA 特征包括与疾病发病机制相关的 RNA,与疾病严重程度相关,并识别出临床结局不佳的患者。与较低的 SMAD5 表达相关的遗传变异可能会增加 PAH 的易感性。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f02e/7427383/0b4aaaf4c135/rccm.202003-0510OCf1.jpg

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