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基于一种新型风险评估方法,在存在异质组学数据的情况下推断缺氧缺血性疾病之间的共享遗传特征。

Shared genetic features inference among hypoxia-ischemia diseases in the presence of heterogenous omics data based on a novel risk assessment method.

作者信息

Zhang Yifan, Liu Jianfeng, Basang Zhuoma, Yang Qianxun, Chen Hongce, Chen Shuo, Li Shaogang, Lei Changgui, Fang Mingyan, Liu Huanhuan, Jin Xin, Wang Yingying

机构信息

BGI Research, Chongqing, China.

BGI Research, Shenzhen, China.

出版信息

Front Genet. 2025 Apr 28;16:1587854. doi: 10.3389/fgene.2025.1587854. eCollection 2025.

Abstract

The hypoxia-ischemia (H-I) diseases share some common mechanisms which may help to delay the diseases' processing. However, the shared features are still unclear due to the lack of large scale high-quality multi - omics data that specifically target the same disease, population, and tissues/cells. In this study, we developed a novel risk assessment method to analyze four H-I diseases including eclampsia/preeclampsia (PE), pulmonary arterial hypertension (PAH), high-altitude polycythemia (HAPC), and ischemic stroke (IS). A combined new evaluation score was designed to integrate evaluation information from genomics, transcriptomics, proteomics, and metabolomics in previous researches. Genes were then divided into different groups according to their risk assessment score. The most significant group (direct biomarkers) contained genes with direct evidence of association to H-I disease: and (shared), and (PAH - specific), , , and (HAPC - specific), , , and (PE - specific), , , and (IS - specific). The groups 'Intermediate crucial biomarkers' contained genes played important roles in H-I disease related biological processes: (shared), , , and (PAH - specific), (HAPC - specific), and (PE - specific). The genes lacking disease-association evidence but with similar characteristics with the above two groups were considered as 'potential minor-effect biomarkers': are (shared), (PAH - specific), and (HAPC - specific), (PE - specific). With the development of biological experiments, these intermediate crucial and potential minor-effect biomarkers may be proved to be direct biomarkers in the future. Therefore, these biomarkers may serve as an entry point for subsequent research and are of great significance.

摘要

缺氧缺血性(H-I)疾病具有一些共同机制,这可能有助于延缓疾病进展。然而,由于缺乏针对同一疾病、人群和组织/细胞的大规模高质量多组学数据,这些共同特征仍不明确。在本研究中,我们开发了一种新型风险评估方法,以分析四种H-I疾病,包括子痫/先兆子痫(PE)、肺动脉高压(PAH)、高原红细胞增多症(HAPC)和缺血性中风(IS)。设计了一个综合新评估分数,以整合先前研究中来自基因组学、转录组学、蛋白质组学和代谢组学的评估信息。然后根据基因的风险评估分数将其分为不同组。最显著的组(直接生物标志物)包含与H-I疾病有直接关联证据的基因:以及(共享)、以及(PAH特异性)、、和(HAPC特异性)、、和(PE特异性)、、和(IS特异性)。“中间关键生物标志物”组包含在H-I疾病相关生物学过程中起重要作用的基因:(共享)、、和(PAH特异性)、(HAPC特异性)、和(PE特异性)。缺乏疾病关联证据但与上述两组具有相似特征的基因被视为“潜在微效生物标志物”:为(共享)、(PAH特异性)、和(HAPC特异性)、(PE特异性)。随着生物学实验的发展,这些中间关键和潜在微效生物标志物未来可能被证明是直接生物标志物。因此,这些生物标志物可作为后续研究的切入点,具有重要意义。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2797/12066567/339794b95d29/fgene-16-1587854-g001.jpg

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