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Enhanced Tumor Diagnostics via Cyber-Physical Workflow: Integrating Morphology, Morphometry, and Genomic
Marianna Dimitrova Kucarov1,2,3, Niklolett Szakállas3,4, Béla Molnár3
1Doctoral School of Applied Informatics and Applied Mathematics, Óbuda University, 1034 Budapest, Hungary.
This study introduces a new cyber-physical system for early cancer detection, integrating tissue scanning, genomic sequencing, and data analysis. This approach enhances precision oncology by providing detailed insights into tumor characteristics and potential drug targets.
Area of Science:
- Biomedical Engineering
- Genomics
- Oncology
Background:
- Genomic technologies are revolutionizing oncology, enabling personalized treatments.
- Early cancer detection via genetic mutation identification is critical.
- Traditional tissue analysis has limitations in early tumor detection.
Purpose of the Study:
- To present a novel cyber-physical system for comprehensive early cancer detection.
- To integrate high-resolution imaging, genomic sequencing, and data analysis.
- To advance precision oncology through multimodal data integration.
Main Methods:
- Developed a cyber-physical system combining tissue scanning, laser microdissection, and next-generation sequencing.
- Implemented image processing for single-cell morphology and morphometric parameter quantification.
- Integrated open-access genomic databases for pathway and drug target analysis.
Main Results:
- Generated and analyzed real-time genomic metadata from tissue samples.
- Utilized visualization tools (gene filtering, heatmaps) for genomic heterogeneity insights.
- Demonstrated integration of single-cell genomic data with tissue morphology.
Conclusions:
- The developed platform offers a comprehensive solution for early cancer detection.
- Multimodal data integration provides deeper insights into tumor characteristics.
- This approach shows significant promise for advancing precision oncology.
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