Development and Validation of a Radiomics Nomogram for Preoperative Prediction of Lymph Node Metastasis in Colorectal Cancer
Chinese Academy of Medical Sciences & Peking Union Medical College · Southern Medical University · +1 more institution
Abstract
PURPOSE: To develop and validate a radiomics nomogram for preoperative prediction of lymph node (LN) metastasis in patients with colorectal cancer (CRC). PATIENTS AND METHODS: The prediction model was developed in a primary cohort that consisted of 326 patients with clinicopathologically confirmed CRC, and data was gathered from January 2007 to April 2010. Radiomic features were extracted from portal venous-phase computed tomography (CT) of CRC. Lasso regression model was used for data dimension reduction, feature selection, and radiomics signature building. Multivariable logistic regression analysis was used to develop the predicting model, we incorporated the radiomics signature, CT-reported LN status, and…
Citation impact
- FWCI
- 53.29
- Percentile
- 100%
- References
- 43
Authors
8- YHYanqi HuangCorresponding
Chinese Academy of Medical Sciences & Peking Union Medical College, Southern Medical University, Guangzhou Medical University
- CLChanghong Liang
Chinese Academy of Medical Sciences & Peking Union Medical College, Southern Medical University, Guangzhou Medical University
- LHLan He
Chinese Academy of Medical Sciences & Peking Union Medical College, Southern Medical University, Guangzhou Medical University
- JTJie Tian
Chinese Academy of Medical Sciences & Peking Union Medical College, Southern Medical University, Guangzhou Medical University
- CLCuishan Liang
Chinese Academy of Medical Sciences & Peking Union Medical College, Southern Medical University, Guangzhou Medical University
Topics & keywords
- Nomogram
- Medicine
- Radiomics
- Colorectal cancer
- Logistic regression
- Radiology
- Oncology
- Lasso (programming language)
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