The Mtb Proteome Library: Development and application of assays for targeted MS analysis of the complete proteome of Mycobacterium tuberculosis by SRM.

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Presentation transcript:

The Mtb Proteome Library: Development and application of assays for targeted MS analysis of the complete proteome of Mycobacterium tuberculosis by SRM and SWATH-MS Olga Schubert Group of Prof. Ruedi Aebersold ETH Zurich Skyline User Meeting 2013 Minneapolis

Mycobacterium tuberculosis (Mtb) Mycobacterium tuberculosis is the causative agent of Tuberculosis (TB) One third of the world’s population latently infected with Mtb 1.7 million deaths from TB each year  More efficient treatments urgently needed Limited availability of techniques to measure proteins with high sensitivity, selectivity and reproducibility Traditional approach: Antibodies Only for few targets, high cost, low throughput Aim To generate a resource of validated assays for the sensitive detection and accurate quantification of every protein of Mycobacterium tuberculosis, even in complex backgrounds. Aim To generate a resource of validated assays for the sensitive detection and accurate quantification of every protein of Mycobacterium tuberculosis, even in complex backgrounds.

Schubert et al. Cell Host & Microbe 2013 The Mtb Proteome Library: A Resource of Assays to Quantify the Complete Proteome of Mycobacterium tuberculosis. The Mtb Proteome Library contains SRM assays for the entire proteome of Mtb

Extensive fractionation and shotgun MS on Orbitrap XL RNA-seq data: Arnvig et al., PLoS Pathogens 2011 Definition of the MS-accessible Mtb proteome by discovery MS Isoelectric focusing (off-gel electrophoresis) 3074 proteins (77%) 100% corresponds to the 4,012 annotated ORFs in Mtb (TubercuList v2.3)

Generation of SRM assays using crude synthetic peptides 17,463 crude synthetic peptides (JPT) measured in pools of ~100 on a Qtrap 4000 in SRM-triggered MS2 mode 3894 proteins (97%)

Increasing SRM/SWATH assay specificity and throughput by using iRTs and scheduled SRM Escher et al., Proteomics 2012, Using iRT, a normalized retention time for more targeted measurement of peptides iRT peptides spiked into each sample allow to determine a chromatography-independent retention time (iRT) for each peptide.

Theoretical assessment of SRM assay specificity using the SRMCollider Röst et al., MCP 2012, A computational tool to detect and avoid redundancy in selected reaction monitoring

Validation of the Mtb Proteome Library in unfractionated whole cell lysates by SRM mProphet analysis SRM validated Mtb Proteome Library 2884 at 1% FDR (72% of the Mtb proteome) Reiter et al., Nature Methods 2011, mProphet: automated data processing and statistical validation for large-scale SRM experiments To validate all these SRM assays, over 200 scheduled SRM runs were needed proteins (72%)

3074 (77%) proteins3894 (97%) proteins2884 (72%) proteins Schubert et al. Cell Host & Microbe 2013 The Mtb Proteome Library: A Resource of Assays to Quantify the Complete Proteome of Mycobacterium tuberculosis. The Mtb Proteome Library contains SRM assays for the entire proteome of Mtb

The Mtb Proteome Library is a publicly available resource of MS reference data, SRM assays and their validation

Application of the Mtb Proteome Library to study the dynamics of the DosR regulon of Mtb under hypoxia Mycobacterium bovis BCG

Application of the Mtb Proteome Library to study the dynamics of the DosR regulon of Mtb under hypoxia

Statistical analysis of SRM data by SRMstats Chang et al., Mol Cell Proteomics Protein significance analysis in SRM measurements

Absolute label-free quantification by SRM exploits the linear correlation of the sum of the top transitions of the top peptides per protein and the protein concentration Ludwig et al., MCP 2011, Estimation of absolute protein quantities of unlabeled samples by SRM 2195 proteins Linear correlation established using 34 anchor proteins quantified by AQUA peptides MS intensity: sum of 2 most intense transitions of the 3 most intense peptides per protein

Proteome-wide absolute abundance estimates for Mtb

Targeted mass spectrometric techniques: SRM and SWATH Gillet et al., MCP 2012, Targeted data extraction of the MS/MS spectra generated by data-independent acquisition: a new concept for consistent and accurate proteome analysis. Figure by Christina Ludwig SWATH-MS: Data-independent acquisition with targeted data extraction

Generation of the Mtb SWATH library Fractionated lysates Whole-cell lysates of different stress conditions Synthetic peptides TripleTOF shotgun mode Mtb SWATH library 3931 proteins (98%) 39,479 peptides Search each dataset with Mascot and Sequest iProphet combination of all datasets Alignment of runs into a common RT space (iRT) Consensus spectral library generation with SpectraST Extraction of the top transitions per precursor SWATH-MSSRM Rv0569 FGAVQSAILHAR 3+ Rv0569 GATIDQPDHR 2+ Rv1738 ELVGVGLAR 2+

SWATH-MS allows reproducible, high proteome coverage measurements of Mtb in a single run Proteome coverage by SRM >200 injections 2884 proteins (72%) (mProphet software) Proteome coverage by SWATH-MS single injection 2683 proteins (67%) (openSWATH software) SWATH-MSSRM Rv0569 FGAVQSAILHAR 3+ Rv0569 GATIDQPDHR 2+ Rv1738 ELVGVGLAR 2+

Summary The Mtb Proteome Library is a public resource of SRM assays for the entire proteome of Mtb –SRM assays generated from crude synthetic peptides and validated in whole cell lysates –Data analysis with Skyline and supporting tools: iRT peptides, SRMCollider, mProphet, SRMstats –Data can be browsed on and downloaded from Application of the Mtb Proteome Library to study the dynamics of the DosR regulon of Mtb under hypoxia Absolute label-free quantification by SRM exploits the linear correlation of the sum of the top transitions of the top peptides per protein and its absolute concentration. Expansion of the Mtb Proteome Library for use with SWATH-MS SWATH-MS allows reproducible, high proteome coverage measurements of Mtb in a single run

Acknowledgements ETH Zurich o Prof. Ruedi Aebersold o Christina Ludwig o Jeppe Mouritsen o George Rosenberger o Hannes Röst (Mon 5:45 pm and WP 595, Wed) o Ludovic Gillet (TOD pm, Tue 5:30 pm) o Ben Collins (WP 688, Wed) o Alessio Maiolica, Mariette Matondo University of Ghana o Dr. Patrick K. Arthur Max Planck Institute Berlin o Prof. Stefan Kaufmann o Dr. Martin Gengenbacher ISB Seattle o Prof. Rob Moritz o Dave Campbell o Zhi Sun o Terry Farrah o Samuel Bader (ABSciex, Mon 7 am) University of Washington o Brendan MacLean (TP 499, Tue) UBS Promedica Foundation Institute of Molecular Systems Biology