Vallés-Martí Andrea, de Goeij-de Haas Richard R, Henneman Alex A, Piersma Sander R, Pham Thang V, Knol Jaco C, Verheij Joanne, Dijk Frederike, Halfwerk Hans, Giovannetti Elisa, Jiménez Connie R, Bijlsma Maarten F
Department of Medical Oncology, Amsterdam University Medical Center, VU University, Amsterdam, The Netherlands.
OncoProteomics Laboratory, Cancer Center Amsterdam, The Netherlands.
Mol Oncol. 2024 Aug;18(8):2020-2041. doi: 10.1002/1878-0261.13625. Epub 2024 Apr 22.
Pancreatic ductal adenocarcinoma (PDAC) is a devastating disease with a limited number of known driver mutations but considerable cancer cell heterogeneity. Phosphoproteomics provides a direct read-out of aberrant signaling and the resultant clinically relevant phenotype. Mass spectrometry (MS)-based proteomics and phosphoproteomics were applied to 42 PDAC tumors. Data encompassed over 19 936 phosphoserine or phosphothreonine (pS/T; in 5412 phosphoproteins) and 1208 phosphotyrosine (pY; in 501 phosphoproteins) sites and a total of 3756 proteins. Proteome data identified three distinct subtypes with tumor intrinsic and stromal features. Subsequently, three phospho-subtypes were apparent: two tumor intrinsic (Phos1/2) and one stromal (Phos3), resembling known PDAC molecular subtypes. Kinase activity was analyzed by the Integrative iNferred Kinase Activity (INKA) scoring. Phospho-subtypes displayed differential phosphorylation signals and kinase activity, such as FGR and GSK3 activation in Phos1, SRC kinase family and EPHA2 in Phos2, and EGFR, INSR, MET, ABL1, HIPK1, JAK, and PRKCD in Phos3. Kinase activity analysis of an external PDAC cohort supported our findings and underscored the importance of PI3K/AKT and ERK pathways, among others. Interestingly, unfavorable patient prognosis correlated with higher RTK, PAK2, STK10, and CDK7 activity and high proliferation, whereas long survival was associated with MYLK and PTK6 activity, which was previously unknown. Subtype-associated activity profiles can guide therapeutic combination approaches in tumor and stroma-enriched tissues, and emphasize the critical role of parallel signaling pathways. In addition, kinase activity profiling identifies potential disease markers with prognostic significance.
胰腺导管腺癌(PDAC)是一种极具破坏性的疾病,已知的驱动突变数量有限,但癌细胞具有相当大的异质性。磷酸化蛋白质组学可直接反映异常信号传导及由此产生的临床相关表型。基于质谱(MS)的蛋白质组学和磷酸化蛋白质组学被应用于42例PDAC肿瘤。数据涵盖了超过19936个磷酸丝氨酸或磷酸苏氨酸(pS/T;存在于5412种磷酸化蛋白质中)和1208个磷酸酪氨酸(pY;存在于501种磷酸化蛋白质中)位点以及总共3756种蛋白质。蛋白质组数据确定了具有肿瘤内在特征和基质特征的三种不同亚型。随后,出现了三种磷酸化亚型:两种肿瘤内在亚型(Phos1/2)和一种基质亚型(Phos3),类似于已知的PDAC分子亚型。通过综合推断激酶活性(INKA)评分分析激酶活性。磷酸化亚型显示出不同的磷酸化信号和激酶活性,例如Phos1中的FGR和GSK3激活、Phos2中的SRC激酶家族和EPHA2,以及Phos3中的EGFR、INSR、MET、ABL1、HIPK1、JAK和PRKCD。对一个外部PDAC队列的激酶活性分析支持了我们的发现,并强调了PI3K/AKT和ERK途径等的重要性。有趣的是,患者预后不良与较高的RTK、PAK2、STK10和CDK7活性以及高增殖相关,而长期生存与MYLK和PTK6活性相关,这一点此前并不为人所知。亚型相关的活性谱可以指导肿瘤和富含基质组织中的联合治疗方法,并强调平行信号通路的关键作用。此外,激酶活性谱分析确定了具有预后意义的潜在疾病标志物。