Pathomics Signature for Prognosis and Chemotherapy Benefits in Stage III Colon Cancer

被引:0
|
作者
Jiang, Wei [1 ,2 ]
Wang, Huaiming [4 ]
Dong, Xiaoyu [1 ]
Yu, Xian [1 ,5 ,6 ,7 ]
Zhao, Yandong [8 ]
Chen, Dexin [1 ]
Yan, Botao [1 ]
Cheng, Jiaxin [1 ]
Zhuo, Shuangmu [2 ]
Wang, Hui [3 ,4 ]
Yan, Jun [1 ,9 ]
机构
[1] Southern Med Univ, Guangdong Prov Key Lab Precis Med Gastrointestina, Sch Clin Med 1, Dept Gen Surg,Nanfang Hosp, Guangzhou, Peoples R China
[2] Jimei Univ, Sch Sci, Xiamen, Peoples R China
[3] Sun Yat Sen Univ, Guangdong Prov Key Lab Colorectal & Pelv Floor Di, Affiliated Hosp 6, Supported Natl Key Clin Discipline,Dept Colorecta, Guangzhou, Peoples R China
[4] Sun Yat Sen Univ, Guangdong Prov Key Lab Colorectal & Pelv Floor Di, Affiliated Hosp 6, Supported Natl Key Clin Discipline,Guangdong Inst, Guangzhou, Peoples R China
[5] Chongqing Univ Canc Hosp, Key Lab Biorheol Sci & Technol, Minist Educ, Chongqing, Peoples R China
[6] Chongqing Canc Inst, Chongqing, Peoples R China
[7] Chongqing Canc Hosp, Chongqing, Peoples R China
[8] Sun Yat Sen Univ, Affiliated Hosp 6, Dept Pathol, Guangzhou, Peoples R China
[9] Southern Univ Sci & Technol, Dept Gastrointestinal Surg, Shenzhen Peoples Hosp, Clin Med Coll 2,Jinan Univ,Affiliated Hosp 1, Shenzhen, Peoples R China
基金
中国国家自然科学基金;
关键词
ADJUVANT TREATMENT; OXALIPLATIN; PREDICTION; ONCOLOGY; TOOL;
D O I
暂无
中图分类号
R61 [外科手术学];
学科分类号
摘要
IMPORTANCE The current TNM staging system may not provide adequate information for prognostic purposes and to assess the potential benefits of chemotherapy for patients with stage III colon cancer. OBJECTIVE To develop and validate a pathomics signature to estimate prognosis and benefit from chemotherapy using hematoxylin-eosin (H-E)-stained slides. DESIGN, SETTING, AND PARTICIPANTS This retrospective prognostic study used data from consecutive patients with histologically confirmed stage III colon cancer at 2 medical centers between January 2012 and December 2015. A total of 114 pathomics features were extracted from digital H-E-stained images from Nanfang Hospital of Southern Medical University, Guangzhou, China, and a pathomics signature was constructed using a least absolute shrinkage and selection operator Cox regression model in the training cohort. The associations of the pathomics signature with disease-free survival (DFS) and overall survival (OS) were evaluated. Patients at the Sixth Affiliated Hospital, Sun Yat-sen University, Guangzhou, China, formed the validation cohort. Data analysis was conducted from September 2022 to March 2023. MAIN OUTCOMES AND MEASURES The prognostic accuracy of the pathomics signature as well as its association with chemotherapy response were evaluated. RESULTS This study included 785 patients (mean [SD] age, 62.7 [11.1] years; 437 [55.7%] male). A pathomics signature was constructed based on 4 features. Multivariable analysis revealed that the pathomics signature was an independent factor associated with DFS (hazard ratio [HR], 2.46 [95% CI, 2.89-4.13]; P <.001) and OS (HR, 2.78 [95% CI, 2.34-3.31]; P <.001) in the training cohort. Incorporating the pathomics signature into pathomics nomograms resulted in better performance for the estimation of prognosis than the traditional model in a concordance index comparison in the training cohort (DFS: HR, 0.88 [95% CI, 0.86-0.89] vs HR, 0.73 [95% CI, 0.71-0.75]; P <.001; OS: HR, 0.85 [95% CI, 0.84-0.86] vs HR, 0.74 [95% CI, 0.72-0.76]; P <.001) and validation cohort (DFS: HR, 0.83 [95% CI, 0.82-0.85] vs HR, 0.70 [95% CI, 0.67-0.72]; P <.001; OS: HR, 0.80 [95% CI, 0.78-0.82] vs HR, 0.69 [0.67-0.72]; P <.001). Further analysis revealed that patients with a low pathomics signature were more likely to benefit from chemotherapy (eg, combined cohort: DFS: HR, 0.44 [95% CI, 0.28-0.69]; P =.001; OS: HR, 0.43 [95% CI, 0.29-0.64]; P <.001). CONCLUSIONS AND RELEVANCE These findings suggest that a pathomics signature could help identify patients most likely to benefit from chemotherapy in stage III colon cancer.
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收藏
页码:519 / 528
页数:10
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