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Protein Identification & Database Search Training | Search Engines, Target–Decoy & FDR

NTHRYS >> Services >> Academic Services >> Training Programs >> Bioinformatics Training >> Proteomics, Interactomics & Structural MS >> Protein Identification & Database Search Training | Search Engines, Target–Decoy & FDR

Protein Identification — Database Search and FDR — Hands-on

Master the core steps of identifying proteins from LC–MS/MS data. This module walks through spectrum processing, database and FASTA preparation, search engine logic, target–decoy based FDR estimation, and validation workflows that yield high confidence peptide and protein identifications for downstream quantitative and functional analysis.

Protein Identification — Database Search and FDR
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Session 1
Fee: Rs 8800
From Raw Files to Search Inputs
  • LC–MS/MS raw data formats and conversion concepts
  • vendor raw files (overview) mzML / mzXML / MGF ideas profile vs centroid data
  • Spectrum quality, charge states and precursor selection
  • isotope patterns and monoisotopic peaks charge state distribution simple spectrum QC ideas
  • FASTA databases and search space definition
  • UniProt / reference proteomes (concepts) contaminant and decoy entries (overview) enzyme, missed cleavages, mass windows
Session 2
Fee: Rs 11800
Search Engines, Scoring & PSMs
  • Search engine families and workflows (conceptual)
  • Mascot / Sequest / Andromeda (overview) MS-GF+, Comet and others (concepts) search parameter files
  • Peptide–spectrum matches and scoring logic
  • theoretical vs experimental spectra score, e value, expectation value ideas search tolerance and fragment mass error
  • Fixed and variable modifications in searches
  • carbamidomethyl Cys, oxidation Met phospho (concept only here) impact of too many variable mods
Session 3
Fee: Rs 14800
Protein Inference, FDR & Validation
  • Target–decoy strategy and FDR concepts
  • decoy generation ideas PSM, peptide and protein level FDR q values and score thresholds
  • Protein inference and grouping principles
  • unique vs shared peptides protein groups and leading proteins parsimony ideas
  • Validation and reporting of protein identification sets
  • 1 percent FDR reporting conventions minimum peptide and PSM filters export formats for downstream tools
Session 4
Fee: Rs 18800
Mini Capstone: Search to Protein List
  • End to end walk through: from search setup to filtered identifications
  • Theory + Practical (guided)
  • Interpreting search result tables and QC plots (concepts)
  • score vs FDR curves peptide and protein counts missed cleavages and modification patterns
  • Deliverables: parameter sheet, filtered protein list and QC summary note
  • search parameter template exported peptide and protein tables one page QC and validation summary


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