Multi-omic data collection involves high-throughput technologies and advanced bioinformatics tools. For instance, next-generation sequencing (NGS) is commonly used for genomics and transcriptomics. Mass spectrometry is often used for proteomics and metabolomics. These technologies generate large volumes of data which are then processed and integrated using sophisticated computational methods to extract meaningful insights.