Development and Validation of a Multi-institutional Preoperative Nomogram for Predicting Grade of Dysplasia in Intraductal Papillary Mucinous Neoplasms (IPMNs) of the Pancreas: A Report from The Pancreatic Surgery Consortium

被引:113
|
作者
Attiyeh, Marc A. [1 ]
Fernandez-del Castillo, Carlos [2 ]
Al Efishat, Mohammad [1 ]
Eaton, Anne A. [3 ]
Gonen, Mithat [3 ]
Batts, Ruqayyah [1 ]
Pergolini, Ilaria [2 ]
Rezaee, Neda [4 ]
Lillemoe, Keith D. [2 ]
Ferrone, Cristina R. [2 ]
Mino-Kenudson, Mari [5 ]
Weiss, Matthew J. [4 ]
Cameron, John L. [4 ]
Hruban, Ralph H. [6 ]
D'Angelica, Michael I. [1 ]
DeMatteo, Ronald P. [1 ]
Kingham, T. Peter [1 ]
Jarnagin, William R. [1 ]
Wolfgang, Christopher L. [4 ]
Allen, Peter J. [1 ]
机构
[1] Mem Sloan Kettering Canc Ctr, Dept Surg, C896, New York, NY 10021 USA
[2] Harvard Med Sch, Massachusetts Gen Hosp, Dept Surg, Boston, MA USA
[3] Mem Sloan Kettering Canc Ctr, Dept Epidemiol & Biostat, 1275 York Ave, New York, NY 10021 USA
[4] Johns Hopkins Univ, Sch Med, Dept Surg, Sol Goldman Pancreat Canc Res Ctr, Baltimore, MD 21205 USA
[5] Massachusetts Gen Hosp, Dept Pathol, Boston, MA 02114 USA
[6] Johns Hopkins Univ, Sch Med, Dept Pathol, Sol Goldman Pancreat Canc Res Ctr, Baltimore, MD 21205 USA
关键词
cancer; dysplasia; intraductal papillary mucinous neoplasm; IPMN; nomogram; pancreas; the pancreatic surgery consortium; INTERNATIONAL CONSENSUS GUIDELINES; MANAGEMENT; RESECTION; PROGRESSION; MALIGNANCY; CARCINOMA;
D O I
10.1097/SLA.0000000000002015
中图分类号
R61 [外科手术学];
学科分类号
摘要
Objective:Previous nomogram models for patients undergoing resection of intraductal papillary mucinous neoplasms (IPMNs) have been relatively small single-institutional series. Our objective was to improve upon these studies by developing and independently validating a new model using a large multiinstitutional dataset.Summary Background Data:IPMNs represent the most common radiographically identifiable precursor lesions of pancreatic cancer. They are a heterogenous group of neoplasms in which more accurate markers of high-grade dysplasia or early invasive carcinoma could help avoid unnecessary surgery in 1 case and support potentially curative intervention (resection) in another.Methods:Prospectively maintained databases from 3 institutions were queried for patients who had undergone resection of IPMNs between 2005 and 2015. Patients were separated into main duct [main and mixed-type (MD)] and branch duct (BD) types based on preoperative imaging. Logistic regression modeling was used on a training subset to develop 2 independent nomograms (MD and BD) to predict low-risk (low- or intermediate-grade dysplasia) or high-risk (high-grade dysplasia or invasive carcinoma) disease. Model performance was then evaluated using an independent validation set.Results:We identified 1028 patients who underwent resection for IPMNs [MD: n = 454 (44%), BD: n = 574 (56%)] during the 10-year study period. High-risk disease was present in 487 patients (47%). Patients with high-risk disease comprised 71% and 29% of MD and BD groups, respectively (P <0.0001). MD and BD nomograms were developed on the training set [70% of total (n = 720); MD: n = 318, BD: n = 402] and validated on the test set [30% (n = 308); MD: n = 136, BD: n = 172]. The presence of jaundice was almost exclusively associated with high-risk disease (57 of 58 patients, 98%). Cyst size >3.0cm, solid component/mural nodule, pain symptoms, and weight loss were significantly associated with high-risk disease. C-indices were 0.82 and 0.81 on training and independent validation sets, respectively; Brier scores were 0.173 and 0.175, respectively.Conclusions:For patients with suspected IPMNs, we present an independently validated model for the prediction of high-risk disease.
引用
收藏
页码:157 / 163
页数:7
相关论文
共 20 条
  • [1] Predicting Dysplasia and Invasive Carcinoma in Intraductal Papillary Mucinous Neoplasms of the Pancreas: Development of a Preoperative Nomogram
    Camilo Correa-Gallego
    Richard Do
    Jennifer LaFemina
    Mithat Gonen
    Michael I. D’Angelica
    Ronald P. DeMatteo
    Yuman Fong
    T. Peter Kingham
    Murray F. Brennan
    William R. Jarnagin
    Peter J. Allen
    Annals of Surgical Oncology, 2013, 20 : 4348 - 4355
  • [2] Predicting Dysplasia and Invasive Carcinoma in Intraductal Papillary Mucinous Neoplasms of the Pancreas: Development of a Preoperative Nomogram
    Correa-Gallego, Camilo
    Do, Richard
    LaFemina, Jennifer
    Gonen, Mithat
    D'Angelica, Michael I.
    DeMatteo, Ronald P.
    Fong, Yuman
    Kingham, T. Peter
    Brennan, Murray F.
    Jarnagin, William R.
    Allen, Peter J.
    ANNALS OF SURGICAL ONCOLOGY, 2013, 20 (13) : 4348 - 4355
  • [3] A Multi-Institutional Validation Study of Pancreatic Cyst Fluid Protein Analysis for Prediction of High-Grade Dysplasia in Intraductal Papillary Mucinous Neoplasms
    Al Efishat, Mohammad
    Attiyeh, Marc
    Lokshin, Anna
    Wolfgang, Christopher L.
    D'Angelica, Michael I.
    DeMatteo, Ronald P.
    Kingham, Peter
    Jarnagin, William R.
    Fernandez-del Castillo, Carlos
    Allen, Peter J.
    JOURNAL OF THE AMERICAN COLLEGE OF SURGEONS, 2016, 223 (04) : S138 - S138
  • [4] Multi-institutional Validation Study of Pancreatic Cyst Fluid Protein Analysis for Prediction of High-risk Intraductal Papillary Mucinous Neoplasms of the Pancreas
    Al Efishat, Mohammad A.
    Attiyeh, Marc A.
    Eaton, Anne A.
    Gonen, Mithat
    Prosser, Denise
    Lokshin, Anna E.
    Fernandez-del Castillo, Carlos
    Lillemoe, Keith D.
    Ferrone, Cristina R.
    Pergolini, Ilaria
    Mino-Kenudson, Mari
    Rezaee, Neda
    Dal Molin, Marco
    Weiss, Matthew J.
    Cameron, John L.
    Hruban, Ralph H.
    D'Angelica, Michael, I
    Kingham, T. Peter
    DeMatteo, Ronald P.
    Jarnagin, William R.
    Wolfgang, Christopher L.
    Allen, Peter J.
    ANNALS OF SURGERY, 2018, 268 (02) : 340 - 347
  • [5] Are the Current Guidelines for the Surgical Management of Intraductal Papillary Mucinous Neoplasms of the Pancreas Adequate? A Multi-Institutional Study
    Wilson, Gregory C.
    Maithel, Shishir K.
    Bentrem, David
    Abbott, Daniel E.
    Weber, Sharon
    Cho, Clifford
    Martin, Robert C. G.
    Scoggins, Charles R.
    Kim, Hong Jin
    Merchant, Nipun B.
    Kooby, David A.
    Edwards, Michael J.
    Ahmad, Syed A.
    JOURNAL OF THE AMERICAN COLLEGE OF SURGEONS, 2017, 224 (04) : 461 - 469
  • [6] Development and external validation of a nomogram with inflammatory markers for predicting invasiveness of intraductal papillary mucinous neoplasm of pancreas
    Yoon, So Jeong
    Kim, Hongbeom
    Lee, Okjoo
    Jung, Ji Hye
    Lim, Chang-Sup
    Shin, Yong Chan
    Kwon, Wooil
    Jang, Jin-Young
    Shin, Sang Hyun
    Heo, Jin Seok
    Han, In Woong
    MEDICINE, 2022, 101 (11)
  • [7] Are the Current Guidelines for the Surgical Management of Intraductal Papillary Mucinous Neoplasms of the Pancreas Adequate? A Multi-Institutional Study Discussion
    Wolfgang, Christopher
    Tyler, Douglas
    Lillemoe, Keith
    Cameron, John
    Ahmad, Syed
    JOURNAL OF THE AMERICAN COLLEGE OF SURGEONS, 2017, 224 (04) : 469 - 472
  • [8] Development, validation, and comparison of a nomogram based on radiologic findings for predicting malignancy in intraductal papillary mucinous neoplasms of the pancreas: An international multicenter study
    Kim, Hyeong Seok
    Song, Wookyeong
    Choo, Wonho
    Lee, Sungyoung
    Han, Youngmin
    Bassi, Claudio
    Salvia, Roberto
    Marchegiani, Giovanni
    Wolfgang, Christopher L.
    He, Jin
    Blair, Alex B.
    Kluger, Michael D.
    Su, Gloria H.
    Kim, Song Cheol
    Song, Ki-Byung
    Yamamoto, Masakazu
    Hatori, Takashi
    Yang, Ching-Yao
    Yamaue, Hiroki
    Hirono, Seiko
    Satoi, Sohei
    Fujii, Tsutomu
    Hirano, Satoshi
    Lou, Wenhui
    Hashimoto, Yasushi
    Shimizu, Yasuhiro
    Del Chiaro, Marco
    Valente, Roberto
    Lohr, Matthias
    Choi, Dong Wook
    Choi, Seong Ho
    Heo, Jin Seok
    Motoi, Fuyuhiko
    Matsumoto, Ippei
    Lee, Woo Jung
    Kang, Chang Moo
    Shyr, Yi-Ming
    Wang, Shin-E
    Han, Ho-Seong
    Yoon, Yoo-Seok
    Besselink, Marc G.
    van Huijgevoort, Nadine C. M.
    Sho, Masayuki
    Nagano, Hiroaki
    Kim, Sang Geol
    Honda, Goro
    Yang, Yinmo
    Yu, Hee Chul
    Yang, Jae Do
    Chung, Jun Chul
    JOURNAL OF HEPATO-BILIARY-PANCREATIC SCIENCES, 2023, 30 (01) : 133 - 143
  • [9] Cyst location and presence of high grade dysplasia or invasive cancer in intraductal papillary mucinous neoplasms of the pancreas: a seven institution study from the central pancreas consortium
    Kerlakian, Stephanie
    Dhar, Vikrom K.
    Abbott, Daniel E.
    Kooby, David A.
    Merchant, Nipun B.
    Kim, Hong J.
    Martin, Robert C.
    Scoggins, Charles R.
    Bentrem, David J.
    Weber, Sharon M.
    Maithel, Shishir K.
    Ahmad, Syed A.
    Patel, Sameer H.
    HPB, 2019, 21 (04) : 482 - 488
  • [10] Nomogram for the Prediction of High-Grade Dysplasia and Invasive Carcinoma in Patients With Intraductal Papillary Mucinous Neoplasms of the Pancreas Based on Variables of Noninvasive Examination
    Li, Bo
    Shi, Xiaohan
    Gao, Suizhi
    Shen, Shuo
    Bian, Yun
    Cao, Kai
    Pan, Yaqi
    Zhang, Guoxiao
    Jiang, Hui
    Li, Gang
    Guo, Shiwei
    Jin, Gang
    FRONTIERS IN ONCOLOGY, 2021, 11