Pros and Cons: High Proportion of Stromal Component Indicates Better Prognosis in Patients With Pancreatic Ductal Adenocarcinoma—A Research Based on the Evaluation of Whole-Mount Histological Slides

医学 队列 旁侵犯 内科学 间质细胞 比例危险模型 危险系数 肿瘤科 胰腺导管腺癌 阶段(地层学) 腺癌 逻辑回归 胰腺癌 病理 癌症 置信区间 生物 古生物学
作者
Bo Li,Yang Wang,Hui Jiang,Baoming Li,Xiaohan Shi,Suizhi Gao,Ni Chen,Zelin Zhang,Shiwei Guo,Jun Xu,Gang Jin
出处
期刊:Frontiers in Oncology [Frontiers Media SA]
卷期号:10 被引量:18
标识
DOI:10.3389/fonc.2020.01472
摘要

The study aimed to investigate the potential of tumor–stroma ratio (TSR) on digitalized whole-mount histopathology to predict prognosis in patients with pancreatic ductal adenocarcinoma (PDAC). The effectiveness were evaluated through internal validation. Data were retrospectively collected from consecutive patients who underwent primary pancreatic resection from December 2016 to August 2017 (developing cohort) and from September 2017 to April 2018 (validation cohort). Digitalized whole-mount slide images were used to evaluate TSR by both pathologists and a computerized model based on Conditional Generative Adversarial Model (cGAN), respectively. TSR>1 and ≤1 denoted low and high stromal component. Logistic regression analysis revealed intratumoral necrosis and R1 independently associated with low stromal component in the developing cohort. Cox regression analysis revealed tumor–node–metastasis (TNM) stage (II vs. I: hazard ratio [HR], 2.584; 95% CI, 1.386–4.819; P=0.003; III vs. I: HR, 4.384; 95% CI, 2.285–8.411; P<0.001), stromal component (low vs. high: HR, 1.876; 95% CI, 1.227–2.870; P=0.004), tumor grade (G3 vs. G1/2: HR, 2.124; 95% CI, 1.419–3.179; P<0.001), and perineural invasion (with vs. without: HR, 2.147; 95% CI, 1.187–3.883; P=0.011) were independent prognostic factors in the developing cohort. Stromal component categories could classify patients into subgroups within TNM stages I, II, and III based on over survival. All results were validated in the validation cohort. The weighted kappa value for categorical assessments between pathologists’ evaluation and computer-aided evaluation was 0.804 (95% CI, 0.573–0.951). TSR represents a simple and reliable metric for combining the prognostic value of TNM stage in patients with PDAC.
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