Development and Validation of a Nomogram to Predict Survival in Pancreatic Head Ductal Adenocarcinoma After Pancreaticoduodenectomy

被引:7
作者
Peng, Feng [1 ]
Qin, Tingting [1 ]
Wang, Min [1 ]
Wang, Hebin [1 ]
Dang, Chao [1 ]
Wu, Chien-Hui [2 ]
Tien, Yu-Wen [2 ]
Qin, Renyi [1 ]
机构
[1] Huazhong Univ Sci & Technol, Affiliated Tongji Hosp, Tongji Med Coll, Dept Biliary Pancreat Surg, Wuhan, Peoples R China
[2] Natl Taiwan Univ Hosp, Dept Surg, Taipei, Taiwan
基金
中国国家自然科学基金;
关键词
pancreatic head duct adenocarcinoma; nomogram; prognosis; curative resection; overall survival; CANCER; CLASSIFICATION;
D O I
10.3389/fonc.2021.734673
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Background Pancreatic head ductal adenocarcinoma (PHDAC) patients with the same tumor-node-metastasis (TNM) stage may share different outcomes after pancreaticoduodenectomy (PD). Therefore, a novel method to identify patients with poor prognosis after PD is urgently needed. We aimed to develop a nomogram to estimate survival in PHDAC after PD.</p> Methods To estimate survival after PD, a nomogram was developed using the Tongji Pancreatic cancer cohort comprising 355 PHDAC patients who underwent PD. The nomogram was validated under the same conditions in another cohort (N = 161) from the National Taiwan University Hospital. Prognostic factors were assessed using LASSO and multivariate Cox regression models. The nomogram was internally validated using bootstrap resampling and then externally validated. Performance was assessed using concordance index (c-index) and calibration curve. Clinical utility was evaluated using decision curve analysis (DCA), X-tile program, and Kaplan-Meier curve in both training and validation cohorts.</p> Results Overall, the median follow-up duration was 32.17 months, with 199 deaths (64.82%) in the training cohort. Variables included in the nomogram were age, preoperative CA 19-9 levels, adjuvant chemotherapy, Tongji classification, T stage, N stage, and differentiation degree. Harrell's c-indices in the internal and external validation cohorts were 0.79 (95% confidence interval [CI], 0.76-0.82) and 0.83 (95% CI, 0.78-0.87), respectively, which were higher than those in other staging systems. DCA showed better clinical utility.</p> Conclusion The nomogram was better than TNM stage and Tongji classification in predicting PHDAC patients' prognosis and may improve prognosis-based selection of patients who would benefit from PD.</p>
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页数:11
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共 30 条
[1]   Surgical Outcome Results From SWOG S1505 A Randomized Clinical Trial of mFOLFIRINOX Versus Gemcitabine/Nab-paclitaxel for Perioperative Treatment of Resectable Pancreatic Ductal Adenocarcinoma [J].
Ahmad, Syed A. ;
Duong, Mai ;
Sohal, Davendra P. S. ;
Gandhi, Namita S. ;
Beg, Muhammad Shaalan ;
Wang-Gillam, Andrea ;
Wade, James L., III ;
Chiorean, Elena Gabriela ;
Guthrie, Katherine A. ;
Lowy, Andrew M. ;
Philip, Philip A. ;
Hochster, Howard S. .
ANNALS OF SURGERY, 2020, 272 (03) :481-486
[2]   Multi-institutional Validation Study of the American Joint Commission on Cancer (8th Edition) Changes for Tand N Staging in Patients With Pancreatic Adenocarcinoma [J].
Allen, Peter J. ;
Kuk, Deborah ;
Fernandez-del Castillo, Carlos ;
Basturk, Olca ;
Wolfgang, Christopher L. ;
Cameron, John L. ;
Lillemoe, Keith D. ;
Ferrone, Cristina R. ;
Morales-Oyarvide, Vicente ;
He, Jin ;
Weiss, Matthew J. ;
Hruban, Ralph H. ;
Gonen, Mithat ;
Klimstra, David S. ;
Mino-Kenudson, Mari .
ANNALS OF SURGERY, 2017, 265 (01) :185-191
[3]   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
[4]   Nomograms in oncology: more than meets the eye [J].
Balachandran, Vinod P. ;
Gonen, Mithat ;
Smith, J. Joshua ;
DeMatteo, Ronald P. .
LANCET ONCOLOGY, 2015, 16 (04) :E173-E180
[5]   Survival of patients with borderline resectable pancreatic cancer who received neoadjuvant therapy and surgery [J].
Barnes, Chad A. ;
Chavez, Mariana, I ;
Tsai, Susan ;
Aldakkak, Mohammed ;
George, Ben ;
Ritch, Paul S. ;
Dua, Kulwinder ;
Clarke, Callisia N. ;
Tolat, Parag ;
Hagen, Catherine ;
Hall, William A. ;
Erickson, Beth A. ;
Evans, Douglas B. ;
Christians, Kathleen K. .
SURGERY, 2019, 166 (03) :277-285
[6]   The 2016 update of the International Study Group (ISGPS) definition and grading of postoperative pancreatic fistula: 11 Years After [J].
Bassi, Claudio ;
Marchegiani, Giovanni ;
Dervenis, Christos ;
Sarr, Micheal ;
Abu Hilal, Mohammad ;
Adham, Mustapha ;
Allen, Peter ;
Andersson, Roland ;
Asbun, Horacio J. ;
Besselink, Marc G. ;
Conlon, Kevin ;
Del Chiaro, Marco ;
Falconi, Massimo ;
Fernandez-Cruz, Laureano ;
Fernandez-Del Castillo, Carlos ;
Fingerhut, Abe ;
Friess, Helmut ;
Gouma, Dirk J. ;
Hackert, Thilo ;
Izbicki, Jakob ;
Lillemoe, Keith D. ;
Neoptolemos, John P. ;
Olah, Attila ;
Schulick, Richard ;
Shrikhande, Shailesh V. ;
Takada, Tadahiro ;
Takaori, Kyoichi ;
Traverso, William ;
Vollmer, Charles ;
Wolfgang, Christopher L. ;
Yeo, Charles J. ;
Salvia, Roberto ;
Buehler, Marcus .
SURGERY, 2017, 161 (03) :584-591
[7]   Head and Body/Tail Pancreatic Carcinomas Are Not the Same Tumors [J].
Birnbaum, David Jeremie ;
Bertucci, Francois ;
Finetti, Pascal ;
Birnbaum, Daniel ;
Mamessier, Emilie .
CANCERS, 2019, 11 (04)
[8]   Outcomes after extended pancreatectomy in patients with borderline resectable and locally advanced pancreatic cancer [J].
Hartwig, W. ;
Gluth, A. ;
Hinz, U. ;
Koliogiannis, D. ;
Strobel, O. ;
Hackert, T. ;
Werner, J. ;
Buechler, M. W. .
BRITISH JOURNAL OF SURGERY, 2016, 103 (12) :1683-1694
[9]   Superior mesenteric artery first approach can improve the clinical outcomes of pancreaticoduodenectomy: A meta-analysis [J].
Jiang, Xiangyan ;
Yu, Zeyuan ;
Ma, Zhijian ;
Deng, Haixiao ;
Ren, Wen ;
Shi, Wengui ;
Jiao, Zuoyi .
INTERNATIONAL JOURNAL OF SURGERY, 2020, 73 :14-24
[10]   Refining the American Joint Committee on Cancer Staging Scheme For Resectable Pancreatic Ductal Adenocarcinoma Using Recursive Partitioning Analysis [J].
Jiang, Yiquan ;
Su, Yanhong ;
Chen, Yutong ;
Li, Zhiyong .
JOURNAL OF CANCER, 2017, 8 (14) :2765-2773