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

被引:25
作者
Li, Bo [1 ,2 ]
Wang, Yang [3 ]
Jiang, Hui [4 ]
Li, Baoming [5 ,6 ]
Shi, Xiaohan [1 ]
Gao, Suizhi [1 ]
Ni, Canrong [4 ]
Zhang, Zelin [5 ,6 ]
Guo, Shiwei [1 ]
Xu, Jun [5 ,6 ]
Jin, Gang [1 ]
机构
[1] Second Mil Med Univ, Navy Med Univ, Changhai Hosp, Dept Hepatobiliary Pancreat Surg, Shanghai, Peoples R China
[2] Beidaihe Rehabil & Recuperat Ctr Joint Logist Sup, Dept Gen Surg, Qinhuangdao, Hebei, Peoples R China
[3] Shanghai Univ Chinese Tradit Med, Shuguang Hosp, Dept Pathol, Shanghai, Peoples R China
[4] Second Mil Med Univ, Navy Med Univ, Changhai Hosp, Dept Pathol, Shanghai, Peoples R China
[5] Nanjing Univ Informat Sci & Technol, Jiangsu Key Lab Big Data Anal Tech, Nanjing, Peoples R China
[6] Nanjing Univ Informat Sci & Technol, CICAEET, Nanjing, Peoples R China
来源
FRONTIERS IN ONCOLOGY | 2020年 / 10卷
基金
中国国家自然科学基金;
关键词
pancreatic ductal adenocarcinoma; prognosis; tumor-stroma ratio; whole-mount histological slides; patient stratification; TUMOR-STROMA; RESECTION; SURVIVAL; CANCER; DESMOPLASIA; CARCINOMA; RATIO;
D O I
10.3389/fonc.2020.01472
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
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.
引用
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页数:10
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