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Multi Omics Integration with Transcriptomics and Metabolomics Training | Proteomics-Centric Multi-Layer Analytics

NTHRYS >> Services >> Academic Services >> Training Programs >> Bioinformatics Training >> Proteomics, Mass Spectrometry & PTM Analytics >> Multi Omics Integration with Transcriptomics and Metabolomics Training | Proteomics-Centric Multi-Layer Analytics

Multi Omics Integration with Transcriptomics and Metabolomics — Hands-on

Learn how to conceptually integrate proteomics with transcriptomics and metabolomics to obtain multi layer views of biology. This module focuses on matching samples and identifiers, normalization and scaling ideas, correlation and pathway level interpretation, and how to summarize multi omics signatures for discovery and translational studies.

Multi Omics Integration with Transcriptomics and Metabolomics
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Session 1
Fee: Rs 8800
Multi Omics Integration Foundations & Study Context
  • What multi omics integration aims to capture
  • DNA / RNA / protein / metabolite layers regulation vs functional readouts pathway and network context thinking
  • Typical proteo transcriptomic and proteo metabolomic scenarios
  • differential expression in RNA and proteins metabolic pathway activity indications biomarker and mechanism exploration
  • Study designs that support multi omics interpretation
  • matched samples across platforms time course and perturbation ideas batching and blocking across omics
Session 2
Fee: Rs 11800
Matching Samples, IDs & Normalization Concepts
  • Sample matching and identifier mapping concepts
  • consistent IDs across omics layers handling partial and missing layers gene / protein / metabolite linkage ideas
  • Within omics normalization and scaling at high level
  • library size and global scaling concepts log transforms and variance stabilisation batch and unwanted variation thinking
  • Between omics alignment ideas for joint views
  • z scores and rank based approaches rescaling to comparable ranges feature selection for integration
Session 3
Fee: Rs 14800
Correlation, Signatures & Pathway Views
  • Correlation and concordance concepts across layers
  • RNA vs protein relationships protein vs metabolite patterns discordant and buffered signals
  • Building multi omics signatures conceptually
  • combined marker panels ideas scores from multiple features simple integration rules thinking
  • Pathway and network level integration views
  • mapping each omics to pathways multi layer pathway activity concepts overlaying changes on networks
Session 4
Fee: Rs 18800
Case Study Planning, Dashboards & Reporting
  • Sketching a multi omics integration case study
  • theory plus planning worksheet
  • Dashboard and visualization ideas for multi layer data
  • linked heatmaps and profiles pathway maps with layered signals summary plots for stakeholders
  • Reporting multi omics findings and limitations clearly
  • figures tying omics to biology tables of key genes, proteins, metabolites transparent notes on assumptions


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