Development of a dual-energy spectral CT based nomogram for the preoperative discrimination of mutated and wild-type KRAS in patients with colorectal cancer

被引:13
作者
Cao, Yuntai [1 ,2 ,3 ,6 ]
Zhang, Guojin [1 ,2 ]
Bao, Haihua [3 ]
Zhang, Shenghui [4 ]
Zhang, Jing [1 ,2 ]
Zhao, Zhiyong [1 ,2 ]
Zhang, Wenjuan [1 ,2 ]
Li, Weixia [3 ]
Yan, Xiaohong [5 ]
Zhou, Junlin [2 ,6 ]
机构
[1] Lanzhou Univ, Clin Sch 2, Lanzhou, Peoples R China
[2] Key Lab Med Imaging, Lanzhou, Gansu, Peoples R China
[3] Qinghai Univ, Affiliated Hosp, Dept Radiol, Xining, Peoples R China
[4] Univ Illinois, Dept Phys, Chicago, IL 60680 USA
[5] Qinghai Univ, Affiliated Hosp, Dept Crit Med, Xining, Peoples R China
[6] Lanzhou Univ, Hosp 2, Dept Radiol, Cuiyingmen 82, Lanzhou 730030, Peoples R China
基金
中国国家自然科学基金;
关键词
Tomography; X-ray computed; Colorectal neoplasms; Mutation; Nomogram; K-RAS MUTATIONS; ANGIOGENESIS; NEOPLASMS; CELLS;
D O I
10.1016/j.clinimag.2020.08.023
中图分类号
R8 [特种医学]; R445 [影像诊断学];
学科分类号
1002 ; 100207 ; 1009 ;
摘要
Purpose: To develop a dual-energy spectral CT (DESCT) nomogram for the preoperative identification of KRAS mutation in patients with colorectal cancer (CRC). Method: One hundred and twenty-four patients who underwent energy spectrum CT pre-operatively were recruited and split into mutated KRAS group (n = 50) and wild-type KRAS group (n = 74). DESCT parameters, including monochromatic CT value, iodine concentration, water concentration, and effective atomic number were measured independently by two reviewers in the arterial, venous, and delayed phases. Normalized iodine concentration (NIC) and slope k of the spectral HU curve were calculated. Evaluate other imaging features such as ATL/LTL ratio, tumor gross pattern, pericolorectal fat invasion (PFI) was also performed by these reviewers. Independent predictors for KRAS mutation were screened out using logistic regression, and these predictors were presented as a nomogram. The receiver operating characteristic (ROC) curve, calibration curve and decision curve analysis (DCA) were used to evaluate the clinical usefulness of the nomogram. Results: The slope k in the arterial phase, effective atomic number in the arterial phase, NIC in the venous phase, ATL/LTL ratio and PFI were significant independent predictors for KRAS mutation. Based on these independent predictors, a quantitative nomogram was developed to predict individual KRAS mutation probability. The nomogram had excellent performance with an AUC of 0.848 and excellent calibration. DCA showed that our nomogram has outstanding clinical utility. Conclusions: This study demonstrates that a DESCT based nomogram has potential value for individual preoperative identification of KRAS mutation in CRC patients.
引用
收藏
页码:205 / 212
页数:8
相关论文
共 34 条
[1]   Dual energy CT - a possible new method to assess regression of rectal cancers after neoadjuvant treatment [J].
Al-Najami, Issam ;
Drue, Henrik C. ;
Steele, Robert ;
Baatrup, Gunnar .
JOURNAL OF SURGICAL ONCOLOGY, 2017, 116 (08) :984-988
[2]   Characterization of genetic intratumor heterogeneity in colorectal cancer and matching patient-derived spheroid cultures [J].
Arnadottir, Sigrid S. ;
Jeppesen, Maria ;
Lamy, Philippe ;
Bramsen, Jesper B. ;
Nordentoft, Iver ;
Knudsen, Michael ;
Vang, Soren ;
Madsen, Mogens R. ;
Thastrup, Ole ;
Thastrup, Jacob ;
Andersen, Claus L. .
MOLECULAR ONCOLOGY, 2018, 12 (01) :132-147
[3]   Specific TP53 and/or Ki-ras mutations as independent predictors of clinical outcome in sporadic colorectal adenocarcinomas:: results of a 5-year Gruppo Oncologico dell'Italia Meridionale (GOIM) prospective study [J].
Bazan, V. ;
Agnese, V. ;
Corsale, S. ;
Calo, V. ;
Valerio, M. R. ;
Latteri, M. A. ;
Vieni, S. ;
Grassi, N. ;
Cicero, G. ;
Dardanoni, G. ;
Tomasino, R. M. ;
Colucci, G. ;
Gebbia, N. ;
Russo, Antonio .
ANNALS OF ONCOLOGY, 2005, 16 :50-55
[4]   Specific codon 13 K-ras mutations are predictive of clinical outcome in colorectal cancer patients, whereas codon 12 K-ras mutations are associated with mucinous histotype [J].
Bazan, V ;
Migliavacca, M ;
Zanna, I ;
Tubiolo, C ;
Grassi, N ;
Latteri, MA ;
La Farina, M ;
Albanese, I ;
Dardanoni, G ;
Salerno, S ;
Tomasin, RM ;
Labianca, R ;
Gebbia, N ;
Russo, A .
ANNALS OF ONCOLOGY, 2002, 13 (09) :1438-1446
[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]  
Bray F, 2018, CA-CANCER J CLIN, V68, P394, DOI [10.3322/caac.21492, 10.3322/caac.21609]
[7]   Which should be the routine cross-sectional reconstruction mode in spectral CT imaging: monochromatic or polychromatic? [J].
Cui, Y. ;
Gao, S-Y ;
Wang, Z-L ;
Li, X-T ;
Sun, Y-S ;
Tang, L. ;
Zhang, X-P .
BRITISH JOURNAL OF RADIOLOGY, 2012, 85 (1018) :E887-E890
[8]   Effects of KRAS, BRAF, NRAS, and PIK3CA mutations on the efficacy of cetuximab plus chemotherapy in chemotherapy-refractory metastatic colorectal cancer: a retrospective consortium analysis [J].
De Roock, Wendy ;
Claes, Bart ;
Bernasconi, David ;
De Schutter, Jef ;
Biesmans, Bart ;
Fountzilas, George ;
Kalogeras, Konstantine T. ;
Kotoula, Vassiliki ;
Papamichael, Demetris ;
Laurent-Puig, Pierre ;
Penault-Llorca, Frederique ;
Rougier, Philippe ;
Vincenzi, Bruno ;
Santini, Daniele ;
Tonini, Giuseppe ;
Cappuzzo, Federico ;
Frattini, Milo ;
Molinari, Francesca ;
Saletti, Piercarlo ;
De Dosso, Sara ;
Martini, Miriam ;
Bardelli, Alberto ;
Siena, Salvatore ;
Sartore-Bianchi, Andrea ;
Tabernero, Josep ;
Macarulla, Teresa ;
Di Fiore, Frederic ;
Gangloff, Alice Oden ;
Ciardiello, Fortunato ;
Pfeiffer, Per ;
Qvortrup, Camilla ;
Hansen, Tine Plato ;
Van Cutsem, Eric ;
Piessevaux, Hubert ;
Lambrechts, Diether ;
Delorenzi, Mauro ;
Tejpar, Sabine .
LANCET ONCOLOGY, 2010, 11 (08) :753-762
[9]   Dual Energy Spectral CT Imaging for Colorectal Cancer Grading: A Preliminary Study [J].
Gong, Hong-xia ;
Zhang, Ke-bei ;
Wu, Lian-ming ;
Baigorri, Brian F. ;
Yin, Yan ;
Geng, Xiao-chuan ;
Xu, Jian-Rong ;
Zhu, Jiong .
PLOS ONE, 2016, 11 (02)
[10]   Clinicopathologic features and prognostic value of KRAS, NRAS and BRAF mutations and DNA mismatch repair status: A single-center retrospective study of 1,834 Chinese patients with Stage I-IV colorectal cancer [J].
Guo, Tian-An ;
Wu, Yu-Chen ;
Tan, Cong ;
Jin, Yu-Tong ;
Sheng, Wei-Qi ;
Cai, San-Jun ;
Liu, Fang-Qi ;
Xu, Ye .
INTERNATIONAL JOURNAL OF CANCER, 2019, 145 (06) :1625-1634