science 🔬 Standardizing multiomics data for AI reproducibility
Reference materials should be used as a common calibrator for multiomics measurement and must be co-profiled with study samples. Multiomics results need to be reported as sample-to-reference ratios for better reproducibility and AI compatibility. This approach aims to standardize complex biological data across different studies. The guidance is supported by existing regulatory standards like the FDA's M10 from 2023. This standardization is crucial for advancing AI applications in biological research. 🧬