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 |
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Format: | Artikel |
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. |
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ISSN: | 2072-6694 2072-6694 |
DOI: | 10.3390/cancers15051610 |