Development and Experimental Validation of a Novel Prognostic Signature for Gastric Cancer

Gastric cancer is a malignant tumor with high morbidity and mortality. Therefore, the accurate recognition of prognostic molecular markers is the key to improving treatment efficacy and prognosis. In this study, we developed a stable and robust signature through a series of processes using machine-l...

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Veröffentlicht in:Cancers 2023-03, Vol.15 (5), p.1610
Hauptverfasser: Liu, Chengcheng, Huo, Yuying, Zhang, Yansong, Yin, Fumei, Chen, Taoyu, Wang, Zhenyi, Gao, Juntao, Jin, Peng, Li, Xiangyu, Shi, Minglei, Zhang, Michael Q
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Sprache:eng
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Zusammenfassung:Gastric cancer is a malignant tumor with high morbidity and mortality. Therefore, the accurate recognition of prognostic molecular markers is the key to improving treatment efficacy and prognosis. In this study, we developed a stable and robust signature through a series of processes using machine-learning approaches. This PRGS was further experimentally validated in clinical samples and a gastric cancer cell line. The PRGS is an independent risk factor for overall survival that performs reliably and has a robust utility. Notably, PRGS proteins promote cancer cell proliferation by regulating the cell cycle. Besides, the high-risk group displayed a lower tumor purity, higher immune cell infiltration, and lower oncogenic mutation than the low-PRGS group. This PRGS could be a powerful and robust tool to improve clinical outcomes for individual gastric cancer patients.
ISSN:2072-6694
2072-6694
DOI:10.3390/cancers15051610