Identification of Causal Plasma Proteins in Hepatocellular Carcinoma via Two-sample Mendelian Randomization and Integrative Transcriptomic‒Proteomic Analysis

孟德尔随机化 肝细胞癌 鉴定(生物学) 计算生物学 转录组 生物 血液蛋白质类 生物信息学 遗传学 基因 生物化学 基因表达 遗传变异 植物 基因型
作者
Weihao Tang,Xiaoke Ma
出处
期刊:Cancer research communications
标识
DOI:10.1158/2767-9764.crc-24-0553
摘要

Hepatocellular carcinoma (HCC) poses a serious threat to human health. Identifying diagnostic and therapeutic targets from plasma proteins is essential for early HCC detection and treatment. Large-scale plasma proteomics data and Mendelian randomization (MR) offer opportunities for this type of research. Proteomic data from protein quantitative trait loci (pQTLs) were obtained from the UKB-PPP. Two-sample MR was used to evaluate the causal association between plasma protein levels and HCC. Sensitivity, directionality, and colocalization analyses were conducted to validate the causal associations identified by MR. Robustness was further tested through colocalization analysis. The single-cell dataset GSE166635 was used to assess the expression of genes corresponding to proteins identified via MR. Potential drugs targeting these proteins were evaluated using the DSigDB/DrugBank databases and molecular docking. Seven proteins with potential causal associations with HCC were identified: ASS1, B2M, FUOM, GABARAPL1, ST8SIA1, STOML2, and KRT8. Among these genes, ASS1, KRT8, and STOML2 presented the strongest effects in the colocalization analyses. In a single-cell liver cancer dataset, ASS1, KRT8, and STOML2 were expressed mainly in hepatic progenitor cells (HPCs) and malignant cells, with KRT8 predominantly found in HPCs and playing a role in the oncogenesis of malignant liver cells. Potential drugs included ASS1 with arginine, aspartic acid, and citrulline; KRT8 with ambroxol, diltiazem, and amikacin; and STOML2 with chlortetracycline, chlorzoxazone, and dirithromycin. This study identified several novel causal plasma proteins, providing new insights into the early diagnosis and treatment of HCC.

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