Revealing the mechanism of Chanling Gao in preventing and treating liver metastasis in colorectal cancer through integrated multi-omics and artificial intelligence

This study established an "active ingredient-target" network for CLG using network pharmacology and developed a dynamic "diagnosis-prognosis "model integrating ML based on drug targets. The clinical value of the model in CRC and CRLM patients was validated, and drug-target binding was elucidated using DL. It was discovered that CLG may inhibit CRC liver metastasis by targeting the TP53/CCNB1/CDK1 signaling pathway. These findings highlight the clinical utility of CLG and dynamic models in the prevention, diagnosis, and therapeutic management of CRC and CRLM, providing a robust foundation in bioinformatics, pharmacology, and potential targets for CRLM treatment in TCM, with broad clinical implications.

Authors

Publication Details

Journal
International Journal of Surgery
Published
2025-12-04
DOI
https://doi.org/10.1097/js9.0000000000004322
Citations
1
Primary Topic
Ferroptosis and cancer prognosis
Type
article
Field-Weighted Citation Impact
1.52
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article

Revealing the mechanism of Chanling Gao in preventing and treating liver metastasis in colorectal cancer through integrated multi-omics and artificial intelligence

Bing Yang, Haiqiao Sun, Wenqi Huang, Kangmin Zhou et al.
1 citations
International Journal of Surgery
Ferroptosis and cancer prognosis
1.52
article

Revealing the mechanism of Chanling Gao in preventing and treating liver metastasis in colorectal cancer through integrated multi-omics and artificial intelligence

Bing Yang, Haiqiao Sun, Wenqi Huang, Kangmin Zhou, Jian Li, Dongxin Tang, Changpu Du, Ai-Ling Liang
article en
1 citations

Abstract

This study established an "active ingredient-target" network for CLG using network pharmacology and developed a dynamic "diagnosis-prognosis "model integrating ML based on drug targets. The clinical value of the model in CRC and CRLM patients was validated, and drug-target binding was elucidated using DL. It was discovered that CLG may inhibit CRC liver metastasis by targeting the TP53/CCNB1/CDK1 signaling pathway. These findings highlight the clinical utility of CLG and dynamic models in the prevention, diagnosis, and therapeutic management of CRC and CRLM, providing a robust foundation in bioinformatics, pharmacology, and potential targets for CRLM treatment in TCM, with broad clinical implications.

International Journal of SurgeryVol. 112(3)
Openalex Percentile: Top 12%
Ferroptosis and cancer prognosis
1.52
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Revealing the mechanism of Chanling Gao in preventing and treating liver metastasis in colorectal cancer through integrated multi-omics and artificial intelligence — Bing Yang, Haiqiao Sun, et al. · International Journal of Surgery (2025) | TGRS Research Map | TGRS