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November 13, 2025CancersOpen Access

Integrating Multi-Omics and Medical Imaging in Artificial Intelligence-Based Cancer Research: An Umbrella Review of Fusion Strategies and Applications

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Authors

AMAhmed Al MaroufJRJon George RokneRAReda Al-Hajj

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Overview

Umbrella review demonstrates integration of multi-omics and medical imaging in cancer prognosis, highlighting AI's role in treatment prediction.

Key Points

  • To summarize current fusion strategies in integrating multi-omics and medical imaging for cancer research.
  • Conducted an umbrella review of existing reviews and meta-analyses until May 2025 based on PRISMA guidelines.
  • Searched multiple databases including PubMed, Scopus, and Web of Science.
  • Filtered 56 articles to keep 21 relevant studies for analysis.
  • Identified prominent fusion strategies in tumor classification and prognosis.
  • Highlighted the role of artificial intelligence and machine learning in improving model performance.
  • Addressed challenges of model interpretability and generalizability in clinical applications.

Cite This Study

Marouf et al. (2025) studied this question.

synapsesocial.com/papers/692523b2c0ce034ddc354708https://doi.org/10.3390/cancers17223638
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