Shedding light on complex mass spectrometry proteomics processes through advanced data mining Wout Bittremieux
Molecular biology Wout Bittremieux – Faculty of Science Research Day 2017
Proteins Wout Bittremieux – Faculty of Science Research Day 2017
A protein sequence MGASYLR Methionine Glycine Alanine Serine Tyrosine Leucine Arginine Met Gly Ala Ser Tyr Leu Arg M G A S Y L R MGASYLR Wout Bittremieux – Faculty of Science Research Day 2017
Mass spectrum identification SLEDLDKEMADYFEK Wout Bittremieux – Faculty of Science Research Day 2017
Quality control Wout Bittremieux – Faculty of Science Research Day 2017
Quality control Target: peppermint icicles Result: peppermint … euh ... erm Wout Bittremieux – Faculty of Science Research Day 2017
Do you already use quality control tools? Wout Bittremieux – Faculty of Science Research Day 2017
How important is quality control for … ? Wout Bittremieux – Faculty of Science Research Day 2017
Quality control metrics Wout Bittremieux – Faculty of Science Research Day 2017
Outlier detection
Outlier detection Wout Bittremieux – Faculty of Science Research Day 2017
Outlier detection Wout Bittremieux – Faculty of Science Research Day 2017
Spectrum identification Wout Bittremieux – Faculty of Science Research Day 2017
Spectral library searching ??? peptide peptide peptide peptide peptide peptide peptide peptide peptide Wout Bittremieux – Faculty of Science Research Day 2017
ANN spectral library search Retrieve candidates in logarithmic time Does not depend on precursor mass Tunable precision-performance trade-off Wout Bittremieux – Faculty of Science Research Day 2017
ANN spectral library search Wout Bittremieux – Faculty of Science Research Day 2017
Conclusions Mass spectrometry data is highly complex Advanced data mining techniques to uncover novel biological knowledge Many more opportunities! Wout Bittremieux – Faculty of Science Research Day 2017
Acknowledgments