Applying omic data analytics for personalized drug response prediction
21 Nov 2024
Drug Response Prediction
- What are the emerging alternatives to DNA (WGS, NGS), RNA expression (Bulk RNAseq), or DNA methylation omic data? Is proteomic or single-cell RNA seq going to be a silver bullet? Current trends in drug response prediction.
- What are the limitations of foundational AI models for drug response prediction?
- What are the pros and cons of using the multi-omic approach for drug response prediction?
- What are the main challenges to transferring biomarker detection models and response prediction on in vivo and in vitro models into early clinical trials on patient data in oncology?
- Current cohort selection strategies and challenges. How to ensure the largest possible cohort size and keep a high treatment response rate?
