Development and validation of a nomogram for predicting metachronous peritoneal metastasis in colorectal cancer: A retrospective study

被引:1
作者
Ban, Bo [1 ]
Shang, An [1 ]
Shi, Jian [1 ]
机构
[1] Jilin Univ, Dept Gen Surg, Hosp 2, 218 Zicpang St, Changchun 130041, Jilin, Peoples R China
关键词
Colorectal cancer; Metachronous peritoneal metastasis; Risk factor; Nomogram; MICROSATELLITE INSTABILITY; BRAF MUTATION; HIGH-RISK; PATTERNS; SURVIVAL; IMPACT; CARCINOMATOSIS; CHEMOTHERAPY; MANAGEMENT; PROGNOSIS;
D O I
10.4251/wjgo.v15.i1.112
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
BACKGROUND Peritoneal metastasis (PM) after primary surgery for colorectal cancer (CRC) has the worst prognosis. Prediction and early detection of metachronous PM (m-PM) have an important role in improving postoperative prognosis of CRC. However, commonly used imaging methods have limited sensitivity to detect PM early. We aimed to establish a nomogram model to evaluate the individual probability of m-PM to facilitate early interventions for high-risk patients. AIM To establish and validate a nomogram model for predicting the occurrence of m-PM in CRC within 3 years after surgery. METHODS We used the clinical data of 878 patients at the Second Hospital of Jilin University, between January 1, 2014 and January 31, 2019. The patients were randomly divided into training and validation cohorts at a ratio of 2:1. The least absolute shrinkage and selection operator (LASSO) regression was performed to identify the variables with nonzero coefficients to predict the risk of m-PM. Multivariate logistic regression was used to verify the selected variables and to develop the predictive nomogram model. Harrell's concordance index, receiver operating characteristic curve, Brier score, and decision curve analysis (DCA) were used to evaluate discrimination, distinctiveness, validity, and clinical utility of this nomogram model. The model was verified internally using bootstrapping method and verified externally using validation cohort. RESULTS LASSO regression analysis identified six potential risk factors with nonzero coefficients. Multivariate logistic regression confirmed the risk factors to be independent. Based on the results of two regression analyses, a nomogram model was established. The nomogram included six predictors: Tumor site, histological type, pathological T stage, carbohydrate antigen 125, v-raf murine sarcoma viral oncogene homolog B mutation and microsatellite instability status. The model achieved good predictive accuracy on both the training and validation datasets. The C-index, area under the curve, and Brier scores were 0.796, 0.796 [95% confidence interval (CI) 0.735-0.856], and 0.081 for the training cohort and 0.782, 0.782 (95%CI 0.690-0.874), and 0.089 for the validation cohort, respectively. DCA showed that when the threshold probability was between 0.01 and 0.90, using this model to predict m-PM achieved a net clinical benefit. CONCLUSION We have established and validated a nomogram model to predict m-PM in patients undergoing curative surgery, which shows good discrimination and high accuracy.
引用
收藏
页码:112 / 127
页数:16
相关论文
共 66 条
[11]   Whole-body diffusion-weighted MRI for operability assessment in patients with colorectal cancer and peritoneal metastases [J].
Dresen, Raphaela Carmen ;
De Vuysere, Sofie ;
De Keyzer, Frederik ;
Van Cutsem, Eric ;
Prenen, Hans ;
Vanslembrouck, Ragna ;
De Hertogh, Gert ;
Wolthuis, Albert ;
D'Hoore, Andre ;
Vandecaveye, Vincent .
CANCER IMAGING, 2019, 19 (1)
[12]   Results of Systematic Second-look Surgery Plus HIPEC in Asymptomatic Patients Presenting a High Risk of Developing Colorectal Peritoneal Carcinomatosis [J].
Elias, D. ;
Honore, C. ;
Dumont, F. ;
Ducreux, M. ;
Boige, V. ;
Malka, D. ;
Burtin, P. ;
Dromain, C. ;
Goere, D. .
ANNALS OF SURGERY, 2011, 254 (02) :289-293
[13]   Risk factors for appendiceal and colorectal peritoneal metastases [J].
Enblad, Malin ;
Graf, Wilhelm ;
Birgisson, Helgi .
EJSO, 2018, 44 (07) :997-1005
[14]   Metastatic Pattern of Stage IV Colorectal Cancer with High-Frequency Microsatellite Instability as a Prognostic Factor [J].
Fujiyoshi, Kenji ;
Yamamoto, Gou ;
Takenoya, Takashi ;
Takahashi, Akemi ;
Arai, Yoshiko ;
Yamada, Mina ;
Kakuta, Miho ;
Yamaguchi, Kensei ;
Akagi, Yoshito ;
Nishimura, Yoji ;
Sakamoto, Hirohiko ;
Akagi, Kiwamu .
ANTICANCER RESEARCH, 2017, 37 (01) :239-247
[15]   The evolving role. of microsatellite instability in colorectal cancer: A review [J].
Gelsomino, Fabio ;
Barbolini, Monica ;
Spallanzani, Andrea ;
Pugliese, Giuseppe ;
Cascinu, Stefano .
CANCER TREATMENT REVIEWS, 2016, 51 :19-26
[16]   Second-look surgery plus hyperthermic intraperitoneal chemotherapy versus surveillance in patients at high risk of developing colorectal peritoneal metastases (PROPHYLOCHIP-PRODIGE 15): a randomised, phase 3 study [J].
Goere, Diane ;
Glehen, Olivier ;
Quenet, Francois ;
Guilloit, Jean-Marc ;
Bereder, Jean-Marc ;
Lorimier, Gerard ;
Thibaudeau, Emilie ;
Ghouti, Laurent ;
Pinto, Amandine ;
Tuech, Jean-Jacques ;
Kianmanesh, Reza ;
Carretier, Michel ;
Marchal, Frederic ;
Arvieux, Catherine ;
Brigand, Cecile ;
Meeus, Pierre ;
Rat, Patrick ;
Durand-Fontanier, Sylvaine ;
Mariani, Pascale ;
Lakkis, Zaher ;
Loi, Valeria ;
Pirro, Nicolas ;
Sabbagh, Charles ;
Texier, Matthieu ;
Elias, Dominique .
LANCET ONCOLOGY, 2020, 21 (09) :1147-1154
[17]   Multicenter retrospective analysis of metastatic colorectal cancer (CRC) with high-level microsatellite instability (MSI-H) [J].
Goldstein, J. ;
Tran, B. ;
Ensor, J. ;
Gibbs, P. ;
Wong, H. L. ;
Wong, S. F. ;
Vilar, E. ;
Tie, J. ;
Broaddus, R. ;
Kopetz, S. ;
Desai, J. ;
Overman, M. J. .
ANNALS OF ONCOLOGY, 2014, 25 (05) :1032-1038
[18]   Management of BRAF-mutant metastatic colorectal cancer: a review of treatment options and evidence-based guidelines [J].
Grothey, A. ;
Fakih, M. ;
Tabernero, J. .
ANNALS OF ONCOLOGY, 2021, 32 (08) :959-967
[19]   Predicting metachronous liver metastasis in patients with colorectal cancer: development and assessment of a new nomogram [J].
Hao, Mengdi ;
Li, Huimin ;
Wang, Kun ;
Liu, Yin ;
Liang, Xiaoqing ;
Ding, Lei .
WORLD JOURNAL OF SURGICAL ONCOLOGY, 2022, 20 (01)
[20]   Impact of Synchronous Versus Metachronous Onset of Colorectal Peritoneal Metastases on Survival Outcomes After Cytoreductive Surgery (CRS) with Hyperthermic Intraperitoneal Chemotherapy (HIPEC): A Multicenter, Retrospective, Observational Study [J].
Hentzen, Judith E. K. R. ;
Rovers, Koen P. ;
Kuipers, Hendrien ;
van der Plas, Willemijn Y. ;
Been, Lukas B. ;
Hoogwater, Frederik J. H. ;
van Ginkel, Robert J. ;
Hemmer, Patrick H. J. ;
van Dam, Gooitzen M. ;
de Hingh, Ignace H. J. T. ;
Kruijff, Schelto .
ANNALS OF SURGICAL ONCOLOGY, 2019, 26 (07) :2210-2221