A Machine Learning–Based Scoring System to Identify High Immunoactivity Microsatellite Stability Tumors by Quantifying Similarity to Microsatellite Instability-High Tumors in Colorectal Cancers: Development and Quantitative Study

Some patients with MSS CRC presented similar immune cell distributions with high immunoactivity compared to patients with MSI-H CRC. The MSI-H score serves as a metric to quantify the similarity of MSS CRCs to MSI-H CRCs and presents a promising avenue for more personalized and effective cancer immunotherapy treatment, offering a clinical reference for potential ICI targets in MSS CRCs.

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Publication Details

Journal
JMIR Formative Research
Published
2025-08-26
DOI
https://doi.org/10.2196/66960
Primary Topic
Cancer Immunotherapy and Biomarkers
Type
article
Field-Weighted Citation Impact
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article

A Machine Learning–Based Scoring System to Identify High Immunoactivity Microsatellite Stability Tumors by Quantifying Similarity to Microsatellite Instability-High Tumors in Colorectal Cancers: Development and Quantitative Study

Weiqi Sheng, Hong-Xin Wan Yan, Junjie Peng, Dan Huang et al.
JMIR Formative Research
Cancer Immunotherapy and Biomarkers
article

A Machine Learning–Based Scoring System to Identify High Immunoactivity Microsatellite Stability Tumors by Quantifying Similarity to Microsatellite Instability-High Tumors in Colorectal Cancers: Development and Quantitative Study

Weiqi Sheng, Hong-Xin Wan Yan, Junjie Peng, Dan Huang, Shaobo Mo, Fang Wang, Li Jiang, Yaqi Li
article en

Abstract

Some patients with MSS CRC presented similar immune cell distributions with high immunoactivity compared to patients with MSI-H CRC. The MSI-H score serves as a metric to quantify the similarity of MSS CRCs to MSI-H CRCs and presents a promising avenue for more personalized and effective cancer immunotherapy treatment, offering a clinical reference for potential ICI targets in MSS CRCs.

JMIR Formative ResearchVol. 9
Weifang Medical University (CN), Shanghai Medical College of Fudan University (CN), Shanghai Jiao Tong University (CN), Fudan University (CN), XinHua Hospital (CN), Fudan University Shanghai Cancer Center (CN), Weifang University (CN)
Good health and well-being
Openalex Percentile: Top 69%
Cancer Immunotherapy and Biomarkers
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A Machine Learning–Based Scoring System to Identify High Immunoactivity Microsatellite Stability Tumors by Quantifying Similarity to Microsatellite Instability-High Tumors in Colorectal Cancers: Development and Quantitative Study — Weiqi Sheng, Hong-Xin Wan Yan, et al. · JMIR Formative Research (2025) | TGRS Research Map | TGRS