Lindgaard Sidsel C, Sztupinszki Zsófia, Maag Emil, Chen Inna M, Johansen Astrid Z, Jensen Benny V, Bojesen Stig E, Nielsen Dorte L, Hansen Carsten P, Hasselby Jane P, Nielsen Kaspar R, Szallasi Zoltan, Johansen Julia S
Department of Oncology, Herlev and Gentofte Hospital, Copenhagen University Hospital, Herlev, Denmark.
Danish Cancer Society Research Center, Copenhagen, Denmark.
Clin Cancer Res. 2021 May 1;27(9):2592-2603. doi: 10.1158/1078-0432.CCR-20-4215. Epub 2021 Mar 18.
Pancreatic ductal adenocarcinoma (PDAC) is one of the most lethal solid tumors. Most patients are diagnosed at an advanced stage where curative surgery is not an option. The aim of this study was to identify a panel of circulating proteins that could distinguish patients with PDAC from non-PDAC individuals.
We investigated 92 proteins known to be involved in inflammation, development, and progression of PDAC using the Olink immuno-oncology panel in serum samples from 701 patients with PDAC (stage I-IV), 102 patients with nonmalignant pancreatic diseases, and 180 healthy blood donors. Patients were included prospectively between 2008 and 2018. Plasma carbohydrate antigen 19-9 (CA19-9) was measured in all samples. The protein panels with the best diagnostic performances were developed by two bioinformaticians working independently, using LASSO and Ridge regression models.
Two panels of proteins (index I, containing 9 proteins + CA19-9, and index II, containing 23 proteins + CA19-9) were identified. Index I was able to discriminate patients with PDAC from all patients with non-PDAC, with a ROC AUC value of 0.92 [95% confidence interval (CI), 0.89-0.96] in the discovery cohort and 0.92 (95% CI, 0.87-0.97) in the replication cohort. For index II, the AUC value was 0.96 (95% CI, 0.95-0.98) in the discovery cohort and 0.93 (95% CI, 0.90-0.96) in the replication cohort. All nine serum proteins of index I were found in index II.
This study identified two circulating protein indices with the potential to discriminate between individuals with and without PDAC.
胰腺导管腺癌(PDAC)是最致命的实体瘤之一。大多数患者在确诊时已处于晚期,无法进行根治性手术。本研究的目的是确定一组循环蛋白,以区分PDAC患者和非PDAC个体。
我们使用Olink免疫肿瘤学检测板,对701例PDAC患者(I-IV期)、102例非恶性胰腺疾病患者和180名健康献血者的血清样本中的92种已知参与PDAC炎症、发展和进展的蛋白进行了研究。患者于2008年至2018年间前瞻性纳入。所有样本均检测了血浆糖类抗原19-9(CA19-9)。由两名独立工作的生物信息学家使用LASSO和岭回归模型开发出具有最佳诊断性能的蛋白检测板。
确定了两组蛋白(指标I,包含9种蛋白+CA19-9;指标II,包含23种蛋白+CA19-9)。指标I能够区分PDAC患者和所有非PDAC患者,在发现队列中的ROC AUC值为0.92 [95%置信区间(CI),0.89-0.96],在验证队列中的值为0.92(95%CI,0.87-0.97)。对于指标II,在发现队列中的AUC值为0.96(95%CI,0.95-0.98),在验证队列中的值为0.93(95%CI,0.90-0.96)。指标I的所有9种血清蛋白均包含在指标II中。
本研究确定了两组具有区分PDAC患者和非PDAC患者潜力的循环蛋白指标。