DDA to Targeted: Differential Statistics with Skyline Tutorial Webinar #8 With Brendan MacLean (Principal Developer)

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Presentation transcript:

DDA to Targeted: Differential Statistics with Skyline Tutorial Webinar #8 With Brendan MacLean (Principal Developer)

Agenda  Welcome from the Skyline team!  DDA to Targeted: Differential Statistics  Introduction with Brendan MacLean  Workflow and data set overview  Tutorial with Brendan MacLean  DDA data processing review  Hypothesis generation from DDA data  Initial data review and Chorus Cloud Extraction  Audience Q&A – submit questions to Google Form:

Chromatography-based Quantification  Hypothesis testing (Verification)  SRM  MS 1 chromatogram extraction  Targeted MS/MS (PRM)  Data independent acquisition (DIA/SWATH) AcquisitionTargetedSurvey More SelectivePRMDIA Less SelectiveSRMMS 1 Got HYPOTHESIS??

Multiple Instrument Vendors

Discovery to Targeted with Skyline Got HYPOTHESIS!!

Case Study: ABRF iPRG 2014 Fake Accession NameOrigin Molecular Weight AP44015OvalbuminChicken Egg White45KD BP55752MyoglobinEquine Heart17KD CP44374Phosphorylase bRabbit Muscle97KD DP44983Beta-GalactosidaseEscherichia Coli116KD EP44683Bovine Serum AlbuminBovine Serum66KD FP55249Carbonic AnhydraseBovine Erythrocytes29KD

Sample 1 Sample 2 Sample 3 A B C D E F (fmol) ng yeast digest Sample Preparation

Sample 1-2 Sample 1-3 Sample 2-3 A B C D E F (fold change) ng yeast digest Group Comparisons

Sample 1-2 Sample 1-3 Sample 2-3 A B C D E F (abs log2 fold change) ng yeast digest Group Comparison Maxima Maximum

Identified yeast proteins sample 1-a3016 sample 1-b3073 sample 1-c2905 sample 2-a2916 sample 2-b2984 sample 2-c2907 sample 3-a2883 sample 3-b2972 sample 3-c2913 DDA Runs Searched Comet, OMSA, MSGF+ - iProphet

Keys to Success with MS1 in Skyline  Use Import DDA Peptide Search wizard  Make sure you have ID annotations  Diagnose with Spectral Library Explorer   Review RT alignment in alignment viewer  Got HYPOTHESIS??  Review and manually adjust <5% of peaks  Do the tutorial

Tutorial Discovery with Skyline  Import DDA Peptide Search Import DDA Peptide Search  Data analysis

Four Processing Workflows Compared  Peptides adjusted p value 0.05 – remove single hits  6 proteins + 1 false discovery (easily discounted)  Peptides adjusted p value 0.01 – remove single hits  5 proteins (missing A)  Proteins adjusted p value 0.05  5 proteins (missing A) + 3 false discoveries (discounted)  Proteins adjusted p value 0.01  4 proteins (missing A & B) + 3 false discoveries (discounted)

Discovery versus Validation  Discovery  asking your data what changed  Validation  asking if there is evidence you candidates changed Got HYPOTHESIS??

Learn More  Webinars #1 (DDA) and #6 (Processing) - tutorials  Webinar #9: TBD  Tuesday, July 14  Workshop in Rio de Janiero, August 31-September 2  Workshop in Puerto Vallarta, November  Weeklong Course at IIT-Bombay  December  Weeklong Course in San Francisco  January?

Questions?  Ask any questions you have on differential statistics at the following form:  Take the post-webinar survey:

Tutorial Webinar #8 This ends this Skyline Tutorial Webinar. Please give us feedback on the webinar at the following survey: A recording of today’s meeting will be available shortly at the Skyline website. We look forward to seeing you at a future Skyline Tutorial Webinar.