PO.PR01.03 · 预防研究
揭示前列腺组织中与前列腺癌相关的因果蛋白标志物:一项全蛋白质组关联研究及功能验证
Uncovering causal protein markers in prostate tissue for prostate cancer: A proteome-wide association study and functional validation
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摘要 Abstract
中文摘要
背景:前列腺癌(PCa)是男性中第二常见的确诊恶性肿瘤。尽管多种蛋白标志物已被认为与PCa相关,但传统研究的结果常因方法学局限(如选择偏倚和未控制的混杂)而不一致。全蛋白质组关联研究(PWAS)设计利用遗传工具变量来识别在疾病中具有潜在因果作用的蛋白生物标志物。尽管在我们此前的工作中已识别出血液中PCa的候选因果蛋白,但很少有研究关注前列腺组织。
方法:我们利用来自PRACTICAL/ELLIPSE联盟的数据开展了首个基于前列腺组织的PWAS,该数据包含122,188例PCa病例和604,640例对照。蛋白质组和基因组数据由201份无PCa的冷冻前列腺组织样本生成,定量了11,575种蛋白。我们使用195名无亲缘关系受试者的数据进行模型构建。使用潜在相关变异附近的明确SNP,应用BLUP、LASSO、弹性网络和top1方法构建蛋白丰度预测模型。对遗传预测的蛋白水平与PCa风险和侵袭性进行了关联检验。对于其中一个被识别的蛋白eIF4G1,我们在雄激素敏感型(LNCaP)、恩杂鲁胺耐药型LNCaP(NO-LNCaP-ENZR)和去势抵抗型(22RV1)PCa细胞系中敲低了其基因表达,并研究了其对多种表型的影响。还利用TCGA原发性PCa RNA-seq数据进行了生存分析。
结果:共有1,034个蛋白模型达到交叉验证R² > 0.01,被保留用于关联检验。56种蛋白显示出与PCa风险的显著关联,其中18种与晚期疾病相关,7种可将晚期与非晚期病例区分开来。其中一个顶级新蛋白EIF4G1是翻译起始步骤所必需的。通过EIF4G1敲低破坏eIF4F复合物活性可减少细胞增殖、集落形成和球体培养生长,并降低细胞迁移和侵袭。EIF4G1敲低还使LNCaP细胞对恩杂鲁胺治疗敏感,并抑制了恩杂鲁胺耐药细胞的克隆形成潜能。用SBI-756对eIF4F进行药理学抑制重现了这些效应,并诱导G1期细胞周期停滞。多聚核糖体分析显示mRNA向多聚核糖体的装载减少,表明EIF4G1敲低损害了帽依赖性翻译。肿瘤中EIF4G1表达升高也与更短的疾病特异性生存相关。
结论:我们的研究揭示了前列腺组织中推定与PCa风险和侵袭性存在因果关联的新蛋白。我们的功能性工作提示,一种新蛋白eIF4G1为限制PCa进展和克服治疗耐药提供了一个新靶点。
查看英文原文 English abstract
Background: Prostate cancer (PCa) is the second most frequently diagnosed malignancy among men. While multiple protein markers have been implicated in PCa, findings from conventional studies are often inconsistent due to methodological limitations such as selection bias and uncontrolled confounding. The proteome-wide association study (PWAS) design leverages genetic instruments to identify protein biomarkers with potential causal roles in diseases. Although candidate causal proteins in blood have been identified for PCa in our previous work, few studies have focused on prostate tissue.
Methods: We conducted the first prostate tissue-based PWAS using data from the PRACTICAL/ELLIPSE consortia, comprising 122,188 PCa cases and 604,640 controls. Proteomic and genomic data were generated from 201 frozen prostate tissue samples without PCa, quantifying 11,575 proteins. We used data of 195 unrelated subjects for model building. Prediction models for protein abundance were built using nearby unambiguous SNPs of potentially associated variants, applying BLUP, LASSO, elastic net, and top1 methods. Association testing was performed for genetically predicted protein levels with PCa risk and aggressiveness. For one of the identified proteins eIF4G1, we performed knockdown of its gene expression in androgen-sensitive (LNCaP), enzalutamide-resistant LNCaP (NO-LNCaP-ENZR), and castration-resistant (22RV1) PCa cell lines, and investigated the effects on multiple phenotypes. Survival analysis was also performed using TCGA primary PCa RNA-seq data.
Results: A total of 1,034 protein models achieved cross-validated R² > 0.01 and were retained for association testing. Fifty-six proteins showed significant associations with PCa risk, including 18 associated with advanced disease and seven distinguishing advanced from non-advanced cases. One of the top novel proteins, EIF4G1, is required for the initial steps of translation. Disrupting eIF4F complex activity via EIF4G1 knockdown reduced cell proliferation, colony formation, and spheroid culture growth, and decreased cell migration and invasion. EIF4G1 knockdown also sensitized LNCaP cells to enzalutamide treatment and inhibited clonogenic potential of enzalutamide-resistant cells. Pharmacological inhibition of eIF4F with SBI-756 reproduced these effects and induced G1 phase cell cycle arrest. Polysome profiling revealed decreased mRNA loading onto polysomes, indicating that knockdown of EIF4G1 impaired cap-dependent translation. Elevated expression of EIF4G1 in tumors was also associated with shorter disease-specific survival.
Conclusions: Our study reveals novel prostate tissue proteins putatively causally linked to PCa risk and aggressiveness. Our functional work suggests that a novel protein, eIF4G1, presents a new target for limiting PCa progression and overcoming therapy resistance.
利益披露 Disclosure
J. Zhu, None..
P. Kc, None..
S. Koul, None..
H. Zhong, None..
H. Kim, None..
A. A. Schepmoes, None..
K. K. Weitz, None..
T. Sagendorf, None..
T. Liu, None..
N. Mancuso, None..
D. V. Conti, None..
L. Wu, None.