Department Radiology & Nuclear Medicine
Principal investigator Gennady Roshchupkin
E-mail address g.roshchupkin@erasmusmc.nl
Website bigr.nl
AI application for multi-omics analysis
Supervisor: Gennady Roshchupkin, g.roshchupkin@erasmusmc.nl
Artificial intelligence (AI) in multi-omics analysis leverages machine learning and deep learning techniques to integrate and interpret complex datasets from various “omics” fields like genomics, proteomics, and metabolomics. By handling large-scale, high-dimensional data, AI enables the discovery of intricate biological patterns and relationships, facilitating advancements in personalized medicine, biomarker identification, and understanding disease mechanisms.
Techniques
- Neural networks
- Auto-encoders
Further reading
https://academic.oup.com/bib/article-abstract/25/5/bbae449/7759907