A radiomics model fusing clinical features to predict microsatellite status preoperatively in colorectal cancer liver metastasis

医学 列线图 微卫星不稳定性 逻辑回归 肝病学 放射科 转移 结直肠癌 内科学 肿瘤科 人工智能 癌症 微卫星 计算机科学 等位基因 生物化学 化学 基因
作者
Xuehu Wang,Ziqi Liu,Xiaoping Yin,Chang Yang,J. Zhang
出处
期刊:BMC Gastroenterology [BioMed Central]
卷期号:23 (1) 被引量:2
标识
DOI:10.1186/s12876-023-02922-0
摘要

To study the combined model of radiomic features and clinical features based on enhanced CT images for noninvasive evaluation of microsatellite instability (MSI) status in colorectal liver metastasis (CRLM) before surgery.The study included 104 patients retrospectively and collected CT images of patients. We adjusted the region of interest to increase the number of MSI-H images. Radiomic features were extracted from these CT images. The logistic models of simple clinical features, simple radiomic features, and radiomic features with clinical features were constructed from the original image data and the expanded data, respectively. The six models were evaluated in the validation set. A nomogram was made to conveniently show the probability of the patient having a high MSI (MSI-H).The model including radiomic features and clinical features in the expanded data worked best in the validation group.A logistic regression prediction model based on enhanced CT images combining clinical features and radiomic features after increasing the number of MSI-H images can effectively identify patients with CRLM with MSI-H and low-frequency microsatellite instability (MSI-L), and provide effective guidance for clinical immunotherapy of CRLM patients with unknown MSI status.

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