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基于机器学习的蛋白质优先级排序鉴定 VWA5A 作为乳腺癌转移抑制的新型生物标志物。

Identification of VWA5A as a novel biomarker for inhibiting metastasis in breast cancer by machine-learning based protein prioritization.

机构信息

Department of Pathology, Seoul National University Hospital, Seoul National University College of Medicine, 101 Daehakro, Seoul, 03080, South Korea.

Cancer Research Institute, Seoul National University, Seoul, South Korea.

出版信息

Sci Rep. 2024 Jan 30;14(1):2459. doi: 10.1038/s41598-024-53015-1.

Abstract

Distant metastasis is the leading cause of death in breast cancer (BC). The timing of distant metastasis differs according to subtypes of BCs and there is a need for identification of biomarkers for the prediction of early and late metastasis. To identify biomarker candidates whose abundance level can discriminate metastasis types, we performed a high-throughput proteomics assay using tissue samples from BCs with no metastasis, late metastasis, and early metastasis, processed data with machine learning-based feature selection, and found that low VWA5A could be responsible for shorter duration of metastasis-free interval. Low expression of VWA5A gene in METABRIC cohort was associated with poor survival in BCs, especially in hormone receptor (HR)-positive BCs. In-vitro experiments confirmed tumor suppressive effect of VWA5A on BCs in HR+ and triple-negative BC cell lines. We found that expression of VWA5A can be assessed by immunohistochemistry (IHC) on archival tissue samples. Decreasing nuclear expression of VWA5A was significantly associated with advanced T stage and lymphatic invasion in consecutive BCs of all subtypes. We discovered lower expression of VWA5A as the potential biomarker for metastasis-prone BCs, and our results support the clinical utility of VWA5A IHC, as an adjunctive tools for prognostication of BCs.

摘要

远处转移是乳腺癌(BC)死亡的主要原因。远处转移的时间根据 BC 的亚型而有所不同,因此需要鉴定生物标志物以预测早期和晚期转移。为了鉴定能够区分转移类型的生物标志物候选物,我们使用无转移、晚期转移和早期转移的 BC 组织样本进行了高通量蛋白质组学分析,使用基于机器学习的特征选择处理数据,发现 VWA5A 低丰度可能是转移无间隔时间较短的原因。METABRIC 队列中 VWA5A 基因低表达与 BC 的不良预后相关,尤其是在激素受体(HR)阳性 BC 中。体外实验证实 VWA5A 在 HR+和三阴性 BC 细胞系中对 BC 具有肿瘤抑制作用。我们发现 VWA5A 的表达可以通过免疫组织化学(IHC)在存档组织样本上进行评估。在所有亚型的连续 BC 中,VWA5A 的核表达减少与 T 分期较高和淋巴浸润显著相关。我们发现 VWA5A 表达降低是转移倾向 BC 的潜在生物标志物,我们的结果支持 VWA5A IHC 的临床实用性,可作为 BC 预后的辅助工具。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/34b4/10828438/34f9f81edbc5/41598_2024_53015_Fig1_HTML.jpg

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