Exploring tumor heterogeneity in colorectal liver metastases by imaging: Unsupervised machine learning of preoperative CT radiomics features for prognostic stratification

Author:

Wang Qiang,Nilsson Henrik,Xu Keyang,Wei Xufu,Chen Danyu,Zhao Dongqin,Hu Xiaojun,Wang AnrongORCID,Bai GuojieORCID

Funder

Karolinska Institutet

Publisher

Elsevier BV

Reference42 articles.

1. Colorectal cancer statistics;Siegel;CA Cancer J. Clin.,2023

2. Is there a survival benefit from adjuvant chemotherapy for patients with liver oligometastases from colorectal cancer after curative resection?;Pan;Cancer Commun. (Lond.),2018

3. Hepatic metastasis from colorectal cancer;Kow;J. Gastrointest. Oncol.,2019

4. Centralized repeated resectability assessment of patients with colorectal liver metastases during first-line treatment: prospective study;Isoniemi;Br. J. Surg.,2021

5. Colorectal liver metastases: current management and future perspectives;Martin;World J. Clin. Oncol.,2020

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