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Capstone — End-to-End Metabolomics/Fluxomics Project Training | From RAW Files to Publication-Ready

NTHRYS >> Services >> Academic Services >> Training Programs >> Bioinformatics Training >> Metabolomics, Lipidomics & Fluxomics >> Capstone — End-to-End Metabolomics/Fluxomics Project Training | From RAW Files to Publication-Ready

Capstone — End-to-End Metabolomics/Fluxomics Project — Hands-on

Bring together everything you have learned across metabolomics, lipidomics and fluxomics into a single end to end project. In this capstone you will scope a biological question, work from RAW files through QC, statistics, pathway and flux interpretation, and finally deliver a fully documented, reproducible project package suitable for manuscripts or stakeholder review.

Capstone — End-to-End Metabolomics/Fluxomics Project
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Session 1
Fee: Rs 8800
Project Scoping, Datasets & Experimental Context
  • Selecting and framing the capstone question
  • disease, nutrition, toxicology or biotech scenario primary hypotheses and endpoints defining success criteria for the project
  • Understanding experimental design and metadata
  • groups, time points and interventions QC layout, batches and run order covariates and confounders to track
  • Assembling RAW files and prior preprocessing outputs
  • LC–MS/GC–MS/NMR RAWs and vendor formats peak lists, feature tables and logs project folder structure and naming
Session 2
Fee: Rs 11800
Processing, QC & Feature Matrices
  • Rebuilding or auditing the processing pipeline
  • peak picking, alignment and deconvolution check normalisation and transformation choices documenting all key parameters
  • QC metrics, batch assessment and correction
  • pooled QC performance and RSD filters run order drift and batch visualisation batch correction and post QC checks
  • Final analysis ready feature matrices
  • feature filtering and missingness handling log, scaling and transformation steps saving clean matrices with metadata keys
Session 3
Fee: Rs 14800
Statistics, Pathways & Flux Views
  • Core statistics and multivariate summaries
  • PCA and clustering for quality and trends group comparisons with FDR control effect size and volcano style summaries
  • Pathway, network and enrichment interpretation
  • mapping features to metabolites and pathways pathway enrichment and topology views overlaying results on metabolic networks
  • Fluxomics perspective (for tracer datasets)
  • basic EMU or model based summaries (overview) connecting isotopologue patterns to flux changes integrating steady state and flux level insights
Session 4
Fee: Rs 18800
Capstone Delivery: Report & Reproducible Package
  • Structuring the capstone story for stakeholders
  • background, methods, results and conclusions
  • Figures, tables and slide ready visualisations
  • QC, stats and pathway figure panels key tables for metabolites and fluxes summary slide deck outline
  • Reproducible project and handover package
  • notebook or script driven analysis flow data dictionary and environment file checklist for manuscript or client delivery


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