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Prostac: A New Composite Score With Potential Predictive Value in Prostate Cancer
E O Asante-Asamani1, Gargi Pal2, Leslie Liu3
1Department of Mathematics, Clarkson University, Potsdam, NY, United States.
Frontiers in Oncology
|April 2, 2021
Summary
A new composite score, Prostac, was developed using three prostate cancer (PCa) biomarkers (PVT1 exons 4A, 4B, and 9) to improve PCa diagnosis. This score accurately classified 100% of PCa cells in validation studies.
Area of Science:
- Oncology
- Biomarkers
- Diagnostic Tools
Background:
- Prostate cancer (PCa) is a leading cancer diagnosis globally.
- Current diagnostic methods like PSA assays have limitations, including low specificity and sensitivity.
- Unnecessary biopsies lead to complications, highlighting the need for improved diagnostic accuracy.
Purpose of the Study:
- To develop a novel composite score, Prostac, for enhanced prostate cancer diagnosis.
- To identify and utilize specific Plasmacytoma Variant Translocation 1 (PVT1) biomarkers for PCa detection.
Main Methods:
- Developed a composite score (Prostac) using three PVT1 biomarkers (exons 4A, 4B, and 9).
- Employed real-time quantitative polymerase chain reaction (qPCR) for copy number analysis.
- Utilized a supervised learning algorithm (support vector machines) to create a classification hyperplane.
Main Results:
- PVT1 biomarkers were found to be significantly overexpressed in PCa epithelial cells.
- The Prostac score demonstrated linear separability for PCa biomarkers.
- Cross-validation showed 100% accurate classification of PCa cells.
Conclusions:
- The Prostac score shows significant promise for accurate prostate cancer diagnosis.
- This novel biomarker composite score could reduce the need for unnecessary biopsies.
- Further clinical trials are warranted to validate Prostac in patient populations.
Keywords:
PVT1 exonsbiomarkerscomposite scoremathematical oncologyprostate cancersupport vector machinesMore Related Videos
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