Development and Validation of a Nomogram for Preoperative Prediction of Perineural Invasion in Colorectal Cancer

被引:27
作者
Huang, Xiaoliang [1 ]
Liu, Jungang [1 ]
Wu, Guo [1 ]
Chen, Shaomei [1 ]
Pc, Franco Jeen [1 ]
Xie, Weishun [1 ]
Tang, Weizhong [1 ]
机构
[1] Guangxi Med Univ, Dept Gastrointestinal Surg, Affiliated Tumor Hosp, Nanning, Guangxi, Peoples R China
来源
MEDICAL SCIENCE MONITOR | 2019年 / 25卷
基金
中国国家自然科学基金;
关键词
Colorectal Neoplasms; Decision Support Techniques; Nomograms; COLON-CANCER; RESECTION; SURVIVAL;
D O I
10.12659/MSM.914900
中图分类号
R-3 [医学研究方法]; R3 [基础医学];
学科分类号
1001 ;
摘要
Background: In colorectal cancer (CRC), perineural invasion (PNI) is usually identified histologically in biopsy or resection specimens and is considered a high-risk feature for recurrence of CRC and is an indicator for adjuvant therapy. Preoperative identification of PNI could help determine the need for adjuvant therapy and the approach to surgical resection. This study aimed to develop and validate a nomogram for the preoperative prediction of PNI in patients with CRC. Material/Methods: A total of 664 patients with CRC from a single center were classified into a training dataset (n=468) and a validation dataset (n=196). The least absolute shrinkage and selection operator (LASSO) regression model was used to select potentially relevant features. Multivariate logistic regression analysis was used to develop the nomogram. The performance of the nomogram was assessed based on its calibration, discrimination, and clinical utility. Results: The nomogram consisted of five clinical features and provided good calibration and discrimination in the training dataset, with an area under the curve (AUC) of 0.704 (95% CI, 0.657-0.751). Application of the nomogram in the validation cohort showed acceptable discrimination, with the AUC of 0.692 (95% CI, 0.617-0.766) and good calibration. Decision curve analysis (DCA) showed that the nomogram was clinically useful. Conclusions: The nomogram developed in this study might allow clinicians to predict the risk of PNI in patients with CRC preoperatively. The nomogram showed favorable discrimination and calibration values, which may help optimize preoperative treatment decision-making for patients with CRC.
引用
收藏
页码:1709 / 1717
页数:9
相关论文
共 30 条
[1]  
[Anonymous], 1928, CAN MED ASSOC J
[2]   Global patterns and trends in colorectal cancer incidence and mortality [J].
Arnold, Melina ;
Sierra, Monica S. ;
Laversanne, Mathieu ;
Soerjomataram, Isabelle ;
Jemal, Ahmedin ;
Bray, Freddie .
GUT, 2017, 66 (04) :683-691
[3]   Serpin B5 is a CEA-interacting biomarker for colorectal cancer [J].
Baek, Ji Yeon ;
Yeo, Hyun Yang ;
Chang, Hee Jin ;
Kim, Kyung-Hee ;
Kim, Sun Young ;
Park, Ji Won ;
Park, Sung Chan ;
Choi, Hyo Seong ;
Kim, Dae Yong ;
Oh, Jae Hwan .
INTERNATIONAL JOURNAL OF CANCER, 2014, 134 (07) :1595-1604
[4]  
BATSAKIS JG, 1985, ANN OTO RHINOL LARYN, V94, P426
[5]   Colon Cancer, Version 1.2017 Clinical Practice Guidelines in Oncology [J].
Benson, Al B., III ;
Venook, Alan P. ;
Cederquist, Lynette ;
Chan, Emily ;
Chen, Yi-Jen ;
Cooper, Harry S. ;
Deming, Dustin ;
Engstrom, Paul F. ;
Enzinger, Peter C. ;
Fichera, Alessandro ;
Grem, Jean L. ;
Grothey, Axel ;
Hochster, Howard S. ;
Hoffe, Sarah ;
Hunt, Steven ;
Kamel, Ahmed ;
Kirilcuk, Natalie ;
Krishnamurthi, Smitha ;
Messersmith, Wells A. ;
Mulcahy, Mary F. ;
Murphy, James D. ;
Nurkin, Steven ;
Saltz, Leonard ;
Sharma, Sunil ;
Shibata, David ;
Skibber, John M. ;
Sofocleous, Constantinos T. ;
Stoffel, Elena M. ;
Stotsky-Himelfarb, Eden ;
Willett, Christopher G. ;
Wu, Christina S. ;
Gregory, Kristina M. ;
Freedman-Cass, Deborah .
JOURNAL OF THE NATIONAL COMPREHENSIVE CANCER NETWORK, 2017, 15 (03) :370-398
[6]   TIME TO LOCO-REGIONAL RECURRENCE AFTER RESECTION OF DUKES-B AND DUKES-C COLORECTAL-CANCER WITH OR WITHOUT ADJUVANT POSTOPERATIVE RADIOTHERAPY - A MULTIVARIATE REGRESSION-ANALYSIS [J].
BENTZEN, SM ;
BALSLEV, I ;
PEDERSEN, M ;
TEGLBJAERG, PS ;
HANBERGSORENSEN, F ;
BONE, J ;
JACOBSEN, NO ;
SELL, A ;
OVERGAARD, J ;
BERTELSEN, K ;
HAGE, E ;
FENGER, C ;
KRONBORG, O ;
HANSEN, L ;
HOSTRUP, H ;
NORGAARDPEDERSEN, B .
BRITISH JOURNAL OF CANCER, 1992, 65 (01) :102-107
[7]  
Betge J, 2011, ACTA GASTRO-ENT BELG, V74, P516
[8]   Negative prognostic factors in colorectal carcinoma: An analysis of 448 patients [J].
Caliskan, Cemil ;
Guler, Necdet ;
Karaca, Can ;
Makay, Ozer ;
Firat, Ozgur ;
Korkut, Mustafa A. .
INDIAN JOURNAL OF SURGERY, 2010, 72 (03) :243-248
[9]  
CIENFUEGOS JA, 2016, ANN SURG ONCOL, V24, P1
[10]   The American Joint Committee on Cancer: the 7th Edition of the AJCC Cancer Staging Manual and the Future of TNM [J].
Edge, Stephen B. ;
Compton, Carolyn C. .
ANNALS OF SURGICAL ONCOLOGY, 2010, 17 (06) :1471-1474