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利用通路衍生多基因风险评分预测缺血性脑卒中患者的死亡率。

Predicting mortality among ischemic stroke patients using pathways-derived polygenic risk scores.

机构信息

Department of Molecular and Functional Genomics, Weis Center for Research, Geisinger Health System, Danville, PA, 17822, USA.

Neuroscience Institute, Geisinger Health System, Danville, PA, 17822, USA.

出版信息

Sci Rep. 2022 Jul 19;12(1):12358. doi: 10.1038/s41598-022-16510-x.

DOI:10.1038/s41598-022-16510-x
PMID:35853973
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC9296485/
Abstract

We aim to determine whether ischemic stroke(IS)-related PRSs are also associated with and further predict 3-year all-cause mortality. 1756 IS patients with European ancestry were randomly split into training (n = 1226) and testing (n = 530) groups with 3-year post-event observations. Univariate Cox proportional hazards regression model (CoxPH) was used for primary screening of individual prognostic PRSs. Only the significantly associated PRSs and clinical risk factors with the same direction for a causal relationship with IS were used to construct a multivariate CoxPH. Feature selection was conducted by the LASSO method. After feature selection, a prediction model with 11 disease-associated pathway-specific PRSs outperformed the base model, as demonstrated by a higher concordance index (0.751, 95%CI [0.693-0.809] versus 0.729, 95%CI [0.676-0.782]) in the testing sample. A PRS derived from endothelial cell apoptosis showed independent predictability in the multivariate CoxPH (Hazard Ratio = 1.193 [1.027-1.385], p = 0.021). These PRSs fine-tuned the model by better stratifying high, intermediate, and low-risk groups. Several pathway-specific PRSs were associated with clinical risk factors in an age-dependent manner and further confirmed some known etiologies of IS and all-cause mortality. In conclusion, Pathway-specific PRSs for IS are associated with all-cause mortality, and the integrated multivariate risk model provides prognostic value in this context.

摘要

我们旨在确定与缺血性脑卒中(IS)相关的PRS 是否也与 3 年全因死亡率相关,并进一步预测 3 年全因死亡率。1756 名具有欧洲血统的 IS 患者被随机分为训练组(n = 1226)和测试组(n = 530),并进行了 3 年的随访。采用单变量 Cox 比例风险回归模型(CoxPH)对个体预后 PRS 进行初步筛选。仅使用与 IS 具有因果关系且方向相同的显著相关 PRS 和临床危险因素构建多变量 CoxPH。采用 LASSO 方法进行特征选择。经过特征选择,具有 11 个疾病相关途径特异性 PRS 的预测模型表现优于基础模型,在测试样本中具有更高的一致性指数(0.751,95%CI [0.693-0.809] 与 0.729,95%CI [0.676-0.782])。来自内皮细胞凋亡的 PRS 在多变量 CoxPH 中具有独立的预测能力(危险比=1.193 [1.027-1.385],p=0.021)。这些 PRS 通过更好地区分高危、中危和低危组来微调模型。一些途径特异性 PRS 与临床危险因素呈年龄依赖性相关,并进一步证实了一些已知的 IS 和全因死亡率的病因。总之,IS 的途径特异性 PRS 与全因死亡率相关,综合的多变量风险模型在这种情况下提供了预后价值。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d824/9296485/a181d7615c96/41598_2022_16510_Fig6_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d824/9296485/663a8e63e935/41598_2022_16510_Fig1_HTML.jpg
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https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d824/9296485/150c72931a60/41598_2022_16510_Fig4_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d824/9296485/6d0b57d64987/41598_2022_16510_Fig5_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d824/9296485/a181d7615c96/41598_2022_16510_Fig6_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d824/9296485/663a8e63e935/41598_2022_16510_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d824/9296485/a07f1a88f7a8/41598_2022_16510_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d824/9296485/26bfb4c974c9/41598_2022_16510_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d824/9296485/150c72931a60/41598_2022_16510_Fig4_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d824/9296485/6d0b57d64987/41598_2022_16510_Fig5_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d824/9296485/a181d7615c96/41598_2022_16510_Fig6_HTML.jpg

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