Artificial intelligence analysis applied to the treatment of granulosa cell tumors of the ovary

Our results demonstrate that coupling mathematical modeling with ML enhances the prediction of tumor burden in patients undergoing TRAIL-oncolytic virus and PAC-1 therapy. This integrative approach provides mechanistic insight into tumor behavior while improving predictive accuracy, supporting the development of personalized therapeutic strategies for GCTs. The framework also offers broader applicability to other cancers with limited treatment options and heterogeneous responses.

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Publication Details

Journal
Frontiers in Artificial Intelligence
Published
2025-11-11
DOI
https://doi.org/10.3389/frai.2025.1675969
Primary Topic
Ovarian cancer diagnosis and treatment
Type
article
Field-Weighted Citation Impact
0.00
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article

Artificial intelligence analysis applied to the treatment of granulosa cell tumors of the ovary

Ophir Nave, Pnina Barasheshet
Frontiers in Artificial Intelligence
Ovarian cancer diagnosis and treatment
article

Artificial intelligence analysis applied to the treatment of granulosa cell tumors of the ovary

Ophir Nave, Pnina Barasheshet
article en

Abstract

Our results demonstrate that coupling mathematical modeling with ML enhances the prediction of tumor burden in patients undergoing TRAIL-oncolytic virus and PAC-1 therapy. This integrative approach provides mechanistic insight into tumor behavior while improving predictive accuracy, supporting the development of personalized therapeutic strategies for GCTs. The framework also offers broader applicability to other cancers with limited treatment options and heterogeneous responses.

Frontiers in Artificial IntelligenceVol. 8
Ben-Gurion University of the Negev (IL), Jerusalem College of Technology (IL), College of Management Academic Studies (IL)
Openalex Percentile: Top 57%
Ovarian cancer diagnosis and treatment
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