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使用套索逻辑回归法鉴定SARS1作为浸润性小叶癌的预后生物标志物

Identification of SARS1 as a Prognostic Biomarker in Invasive Lobular Carcinoma Using Lasso-Logistic Regression.

作者信息

Porter Tyrel, Soto-Colón Isaí, Rinaldi-Pérez Emir, Rivera-Aponte David

机构信息

School of Medicine, Universidad Central del Caribe, Bayamón, Puerto Rico.

Department of Biochemistry, Universidad Central del Caribe, Bayamón, Puerto Rico.

出版信息

MicroPubl Biol. 2025 Aug 18;2025. doi: 10.17912/micropub.biology.001688. eCollection 2025.

Abstract

Aminoacyl-tRNA synthetases (ARSs) have emerging roles in cancer biology. Specifically, has been linked to immunosuppressive microenvironments and poor prognosis in breast cancer. To identify other ARS genes with prognostic relevance in invasive lobular carcinoma (ILC), we applied lasso-logistic regression to 41 ARS genes using TCGA RNA-seq data and using patient vital status as the binary outcome. Survival analysis showed expression was associated with significantly reduced survival across 5 and 10 years, while showed significance at 5 years only. These findings support as a candidate prognostic biomarker in ILC and suggest broader relevance for ARS genes in breast cancer outcomes.

摘要

氨酰-tRNA合成酶(ARSs)在癌症生物学中发挥着新出现的作用。具体而言, 已与免疫抑制微环境以及乳腺癌的不良预后相关联。为了鉴定在浸润性小叶癌(ILC)中具有预后相关性的其他ARS基因,我们使用TCGA RNA测序数据并将患者生存状态作为二元结果,对41个ARS基因应用套索逻辑回归。生存分析显示, 表达与5年和10年的生存率显著降低相关,而 仅在5年时具有显著性。这些发现支持 将其作为ILC中的候选预后生物标志物,并表明ARS基因在乳腺癌预后中具有更广泛的相关性。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/812e/12402930/eb0ab154f70e/25789430-2025-micropub.biology.001688.jpg

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