Ludovini Vienna, Chiari Rita, Tomassoni Lorenzo, Antonini Chiara, Baldelli Elisa, Baglivo Sara, Siggillino Annamaria, Tofanetti Francesca Romana, Bellezza Guido, Hodge K Alex, Petricoin Emanuel, Pierobon Mariaelena, Crinò Lucio, Bianconi Fortunato
Medical Oncology, S. Maria Della Misericordia Hospital, Perugia, Italy.
Department of Engineering, University of Perugia, Perugia, Italy.
Oncotarget. 2017 Jun 14;8(47):83343-83353. doi: 10.18632/oncotarget.18480. eCollection 2017 Oct 10.
In this work high throughput technology and computational analysis were used to study two stage IV lung adenocarcinoma patients treated with standard chemotherapy with markedly different survival (128 months vs 6 months, respectively) and whose tumor samples exhibit a dissimilar protein activation pattern of the signal transduction. Tumor samples of the two patients were subjected to Reverse Phase Protein Microarray (RPPA) analysis to explore the expression/activation levels of 51 signaling proteins. We selected the most divergent proteins based on the ratio of their RPPA values in the two patients with short (s-OS) and long (l-OS) overall survival (OS) and tested them against a EGFR-IGF1R mathematical model. The model with RPPA data showed that the activation levels of 19 proteins were different in the two patients. The four proteins that most distinguished the two patients were BADS155/136 and c-KITY703/719 having a higher activation level in the patient with short survival and p70S6S371/T389 and b-RAFS445 that had a lower activation level in the s-OS patient. The final model describes the interactions between the MAPK and PI3K-mTOR pathways, including 21 nodes. According to our model mTOR and ERK activation levels were predicted to be lower in the s-OS patient than the l-OS patient, while the AMPK activation level was higher in the s-OS patient. Moreover, KRAS activation was predicted to be higher in the l-OS -mutated patient. In accordance with their different biological properties, the Moment Independent Robustness Indicator in s-OS and l-OS predicted the interaction of MAPK and mTOR and the crosstalk AKT with p90RSK as candidates to be prognostic factors and drug targets.
在这项研究中,采用高通量技术和计算分析方法,对两名接受标准化疗的IV期肺腺癌患者进行了研究。这两名患者的生存期明显不同(分别为128个月和6个月),且其肿瘤样本显示出信号转导的蛋白激活模式也不相同。对这两名患者的肿瘤样本进行了反相蛋白微阵列(RPPA)分析,以探究51种信号蛋白的表达/激活水平。我们根据短总生存期(s-OS)和长总生存期(l-OS)的两名患者中RPPA值的比例,选择了差异最大的蛋白,并针对表皮生长因子受体-胰岛素样生长因子1受体(EGFR-IGF1R)数学模型对其进行测试。包含RPPA数据的模型显示,两名患者中19种蛋白的激活水平存在差异。最能区分这两名患者的四种蛋白分别是BADS155/136和c-KITY703/719,在生存期短的患者中激活水平较高;以及p70S6S371/T389和b-RAFS445,在s-OS患者中激活水平较低。最终模型描述了丝裂原活化蛋白激酶(MAPK)和磷脂酰肌醇-3激酶-哺乳动物雷帕霉素靶蛋白(PI3K-mTOR)信号通路之间的相互作用,包括21个节点。根据我们的模型,预计s-OS患者中mTOR和细胞外信号调节激酶(ERK)的激活水平低于l-OS患者,而s-OS患者中腺苷酸活化蛋白激酶(AMPK)的激活水平较高。此外,预计在l-OS突变患者中KRAS激活水平较高。根据它们不同的生物学特性,s-OS和l-OS中的瞬间独立稳健性指标预测,MAPK和mTOR的相互作用以及AKT与p90核糖体S6激酶(p90RSK)的串扰作为候选预后因素和药物靶点。