Development and external validation of a radiomics combined with clinical nomogram for preoperative prediction prognosis of resectable pancreatic ductal adenocarcinoma patients

被引:6
作者
Wang, Fangqing [1 ]
Zhao, Yuxuan [1 ]
Xu, Jianwei [2 ]
Shao, Sai [3 ]
Yu, Dexin [1 ]
机构
[1] Shandong Univ, Qilu Hosp, Qilu Hosp, Jinan, Peoples R China
[2] Shandong Univ, Qilu Hosp, Qilu Hosp, Jinan, Peoples R China
[3] Shandong Univ, Shandong Prov Hosp, Jinan, Peoples R China
关键词
contrast enhanced computed tomography; pancreatic ductal adenocarcinoma; nomogram; overall survival; preoperative prediction; CT; DIAGNOSIS; SURVIVAL; FEATURES; SURGERY; CA-19-9; CANCER;
D O I
10.3389/fonc.2022.1037672
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
PurposeTo develop and externally validate a prognosis nomogram based on contrast-enhanced computed tomography (CECT) combined clinical for preoperative prognosis prediction of patients with pancreatic ductal adenocarcinoma (PDAC). Methods184 patients from Center A with histopathologically confirmed PDAC who underwent CECT were included and allocated to training cohort (n=111) and internal validation cohort (n=28). The radiomic score (Rad - score) for predicting overall survival (OS) was constructed by using the least absolute shrinkage and selection operator (LASSO). Univariate and multivariable Cox regression analysis was used to construct clinic-pathologic features. Finally, a radiomics nomogram incorporating the Rad - score and clinical features was established. External validation was performed using Center B dataset (n = 45). The validation of nomogram was evaluated by calibration curve, Harrell's concordance index (C-index) and decision curve analysis (DCA). The Kaplan-Meier (K-M) method was used for OS analysis. ResultsUnivariate and multivariate analysis indicated that Rad - score, preoperative CA 19-9 and postoperative American Joint Committee on Cancer (AJCC) TNM stage were significant prognostic factors. The nomogram based on Rad - score and preoperative CA19-9 was found to exhibit excellent prediction ability: in the training cohort, C-index was superior to that of the preoperative CA19-9 (0.713 vs 0.616, P< 0.001) and AJCC TNM stage (0.713 vs 0.614, P< 0.001); the C-index was also had good performance in the validation cohort compared with CA19-9 (internal validation cohort: 0.694 vs 0.555, P< 0.001; external validation cohort: 0.684 vs 0.607, P< 0.001) and AJCC TNM stage (internal validation cohort: 0.694 vs 0.563, P< 0.001; external validation cohort: 0.684 vs 0.596, P< 0.001). The calibration plot and DCA showed excellent predictive accuracy in the validation cohort. ConclusionWe established a well-designed nomogram to accurately predict OS of PDAC preoperatively. The nomogram showed a satisfactory prediction effect and was worthy of further evaluation in the future.
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页数:12
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共 35 条
[1]   Quantification of tumor burden in multiple myeloma by atlas-based semi-automatic segmentation of WB-DWI [J].
Almeida, Silvia D. ;
Santinha, Joao ;
Oliveira, Francisco P. M. ;
Ip, Joana ;
Lisitskaya, Maria ;
Lourenco, Joao ;
Uysal, Aycan ;
Matos, Celso ;
Joao, Cristina ;
Papanikolaou, Nikolaos .
CANCER IMAGING, 2020, 20 (01)
[2]   Progress in cancer survival, mortality, and incidence in seven high-income countries 1995-2014 (ICBP SURVMARK-2): a population-based study [J].
Arnold, Melina ;
Rutherford, Mark J. ;
Bardot, Aude ;
Ferlay, Jacques ;
Andersson, Therese M-L ;
Myklebust, Tor Age ;
Tervonen, Hanna ;
Thursfield, Vicky ;
Ransom, David ;
Shack, Lorraine ;
Woods, Ryan R. ;
Turner, Donna ;
Leonfellner, Suzanne ;
Ryan, Susan ;
Saint-Jacques, Nathalie ;
De, Prithwish ;
McClure, Carol ;
Ramanakumar, Agnihotram V. ;
Stuart-Panko, Heather ;
Engholm, Gerda ;
Walsh, Paul M. ;
Jackson, Christopher ;
Vernon, Sally ;
Morgan, Eileen ;
Gavin, Anna ;
Morrison, David S. ;
Huws, Dyfed W. ;
Porter, Geoff ;
Butler, John ;
Bryant, Heather ;
Currow, David C. ;
Hiom, Sara ;
Parkin, D. Max ;
Sasieni, Peter ;
Lambert, Paul C. ;
Moller, Bjorn ;
Soerjomataram, Isabelle ;
Bray, Freddie .
LANCET ONCOLOGY, 2019, 20 (11) :1493-1505
[3]   The clinical utility of serum CA 19-9 in the diagnosis, prognosis and management of pancreatic adenocarcinoma: An evidence based appraisal [J].
Ballehaninna, Umashankar K. ;
Chamberlain, Ronald S. .
JOURNAL OF GASTROINTESTINAL ONCOLOGY, 2012, 3 (02) :105-119
[4]   Long-term survival after curative resection for pancreatic ductal adenocarcinoma - Surgical treatment [J].
Benassai, G. ;
Quarto, G. ;
Perrotta, S. ;
Furino, E. ;
Benassai, G. L. ;
Amato, B. ;
Bianco, T. ;
De Palma, G. ;
Forestieri, P. .
INTERNATIONAL JOURNAL OF SURGERY, 2015, 21 :S1-S3
[5]  
Bray F, 2018, CA-CANCER J CLIN, V68, P394, DOI [10.3322/caac.21492, 10.3322/caac.21609]
[6]   Resectable pancreatic adenocarcinoma: Role of CT quantitative imaging biomarkers for predicting pathology and patient outcomes [J].
Cassinotto, Christophe ;
Chong, Jaron ;
Zogopoulos, George ;
Reinhold, Caroline ;
Chiche, Laurence ;
Lafourcade, Jean-Pierre ;
Cuggia, Adeline ;
Terrebonne, Eric ;
Dohan, Anthony ;
Gallix, Benoit .
EUROPEAN JOURNAL OF RADIOLOGY, 2017, 90 :152-158
[7]   Pancreatic Ductal Adenocarcinoma at CT: A Combined Nomogram Model to Preoperatively Predict Cancer Stage and Survival Outcome [J].
Cen, Chunyuan ;
Liu, Liying ;
Li, Xin ;
Wu, Ailan ;
Liu, Huan ;
Wang, Xinrong ;
Wu, Heshui ;
Wang, Chunyou ;
Han, Ping ;
Wang, Siqi .
FRONTIERS IN ONCOLOGY, 2021, 11
[8]   Textural Features of Pretreatment 18F-FDG PET/CT Images: Prognostic Significance in Patients with Advanced T-Stage Oropharyngeal Squamous Cell Carcinoma [J].
Cheng, Nai-Ming ;
Fang, Yu-Hua Dean ;
Chang, Joseph Tung-Chieh ;
Huang, Chung-Guei ;
Tsan, Din-Li ;
Ng, Shu-Hang ;
Wang, Hung-Ming ;
Lin, Chien-Yu ;
Liao, Chun-Ta ;
Yen, Tzu-Chen .
JOURNAL OF NUCLEAR MEDICINE, 2013, 54 (10) :1703-1709
[9]   Radiomics in predicting treatment response in non-small-cell lung cancer: current status, challenges and future perspectives [J].
Chetan, Madhurima R. ;
Gleeson, Fergus V. .
EUROPEAN RADIOLOGY, 2021, 31 (02) :1049-1058
[10]   Limits of radiomic-based entropy as a surrogate of tumor heterogeneity: ROI-area, acquisition protocol and tissue site exert substantial influence [J].
Dercle, Laurent ;
Ammari, Samy ;
Bateson, Mathilde ;
Durand, Paul Blanc ;
Haspinger, Eva ;
Massard, Christophe ;
Jaudet, Cyril ;
Varga, Andrea ;
Deutsch, Eric ;
Soria, Jean-Charles ;
Ferte, Charles .
SCIENTIFIC REPORTS, 2017, 7