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Metatranscriptomics Workflows & QC Training | Active Microbiome Expression & Differential Analysis

NTHRYS >> Services >> Academic Services >> Training Programs >> Bioinformatics Training >> Microbiome, Metagenomics & AMR Surveillance >> Metatranscriptomics Workflows & QC Training | Active Microbiome Expression & Differential Analysis

Metatranscriptomics Workflows & QC — Hands-on

Learn how to design and execute metatranscriptomics projects that capture active microbial functions. This module walks from study design and depletion strategies through read QC, mapping, quantification and differential expression so that you can interpret transcriptional activity in clinical, environmental and industrial microbiomes.

Metatranscriptomics Workflows & QC
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Session 1
Fee: Rs 8800
Metatranscriptomics Concepts & Study Design
  • What metatranscriptomics measures and when to use it
  • active vs potential function linking metagenome and metatranscriptome clinical, environmental and bioprocess contexts
  • Experimental design for metatranscriptomics
  • time series and perturbation studies replicates and blocking RNA stabilisation and extraction considerations
  • Library types and strandedness choices
  • strand specific protocols polyA vs total RNA in host associated samples read length and depth planning
Session 2
Fee: Rs 11800
Read QC, Host & rRNA Depletion
  • Metatranscriptomics specific read QC
  • quality and adapter trimming over represented sequences RNA degradation signatures
  • Host read removal for microbiome expression
  • mapping to host genome ethics and privacy in host associated data balancing stringency and sensitivity
  • rRNA depletion in wet lab and in silico
  • rRNA removal kits overview in silico rRNA filtering evaluating depletion efficiency
Session 3
Fee: Rs 14800
Mapping, Quantification & Differential Expression
  • Reference choices and mapping strategies
  • mapping to MAGs and reference genomes pseudoalignment vs full alignment multi mapping reads and ambiguity
  • Quantification and normalisation options
  • count matrices and TPM library size and composition biases linking to functional databases KEGG and eggNOG
  • Differential expression and visualisation
  • DESeq2 and edgeR style models MA plots and volcano plots pathway level summaries
Session 4
Fee: Rs 18800
Mini Capstone: Metatranscriptome Report from Real Dataset
  • End to end metatranscriptomics workflow
  • theory plus guided practical
  • Summarising active functions and pathways
  • heatmaps and pathway activity plots linking expression to taxa or MAGs context with resistome and metagenome modules
  • Deliverables: pipeline outline, result tables and report
  • counts and normalised matrices R or Python notebook PDF or HTML summary for stakeholders


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