Preoperative prediction of perineural invasion and KRAS mutation in colon cancer using machine learning.

Li, Yu; Eresen, Aydin; Shangguan, Junjie; Yang, Jia; Benson, Al B; Yaghmai, Vahid; Zhang, Zhuoli

Li, Yu; Eresen, Aydin; Shangguan, Junjie; Yang, Jia; Benson, Al B; Yaghmai, Vahid; Zhang, Zhuoli.

Affiliation

Li Y; Department of Gastrointestinal Surgery, Affiliated Hospital of Qingdao University, Qingdao, Shandong, China.
Eresen A; Department of Radiology, Feinberg School of Medicine, Northwestern University, 737 N. Michigan Ave, Suite 1600, Chicago, IL, 60611, USA.
Shangguan J; Department of Radiology, Feinberg School of Medicine, Northwestern University, 737 N. Michigan Ave, Suite 1600, Chicago, IL, 60611, USA. aeresen@northwestern.edu.
Yang J; Department of Radiology, Feinberg School of Medicine, Northwestern University, 737 N. Michigan Ave, Suite 1600, Chicago, IL, 60611, USA.
Benson AB; Department of Radiology, Feinberg School of Medicine, Northwestern University, 737 N. Michigan Ave, Suite 1600, Chicago, IL, 60611, USA.
Yaghmai V; Division of Hematology and Oncology, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA.
Zhang Z; Robert Lurie Comprehensive Cancer Center of Northwestern University, Chicago, IL, USA.

J Cancer Res Clin Oncol ; 146(12): 3165-3174, 2020 Dec.

Article in En | MEDLINE | ID: mdl-32779023

Subject(s)

Colonic Neoplasms/diagnostic imaging; Colorectal Neoplasms/diagnostic imaging; Proto-Oncogene Proteins p21(ras)/genetics; Adult; Cohort Studies; Colonic Neoplasms/genetics; Colonic Neoplasms/pathology; Colonic Neoplasms/surgery; Colorectal Neoplasms/genetics; Colorectal Neoplasms/pathology; Colorectal Neoplasms/surgery; Female; Humans; Machine Learning; Male; Middle Aged; Mutation/genetics; Neoplasm Invasiveness/genetics; Neoplasm Invasiveness/pathology; Neoplasm Staging; Prognosis; Support Vector Machine; Tomography, X-Ray Computed

Key words

Colon cancer; Computed tomography; KRAS mutation; Machine learning; Perineural invasion

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Full text: 1 Collection: 01-internacional Database: MEDLINE Main subject: Colorectal Neoplasms / Proto-Oncogene Proteins p21(ras) / Colonic Neoplasms Type of study: Etiology_studies / Incidence_studies / Observational_studies / Prognostic_studies / Risk_factors_studies Limits: Adult / Female / Humans / Male / Middle aged Language: En Journal: J Cancer Res Clin Oncol Year: 2020 Document type: Article Affiliation country: China Country of publication: Germany

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