Maximizing Immunopeptidomics-Based Bacterial Epitope Discovery by Multiple Search Engines and Rescoring
Mass spectrometry-based discovery of bacterial immunopeptides presented by infected cells allows untargeted discovery of bacterial antigens that can serve as vaccine candidates. However, reliable identification of bacterial epitopes is challenged by their extremely low abundance. Here, we describe an optimized bioinformatic framework to enhance the confident identification of bacterial immunopeptides. Immunopeptidomics data of cell cultures infected with Listeria monocytogenes were searched by four different search engines, PEAKS, Comet, Sage and MSFragger, followed by data-driven rescoring with MS2Rescore. Compared with individual search engine results, this integrated workflow boosted immunopeptide identification by an average of 27% and led to the high-confidence detection of 18 additional bacterial peptides (+27%) matching 15 different Listeria proteins (+36%). Despite the strong agreement between the search engines, a small number of spectra (<1%) had ambiguous matches to multiple peptides and were excluded to ensure high-confidence identifications. Finally, we demonstrate our workflow with sensitive timsTOF SCP data acquisition and find that rescoring, now with inclusion of ion mobility features, identifies 76% more peptides compared to Q Exactive HF acquisition. Together, our results demonstrate how integration of multiple search engine results along with data-driven rescoring maximizes immunopeptide identification, boosting the detection of high-confidence bacterial epitopes for vaccine development.
🚀 Boosting bacterial immunopeptide discovery! Our bioinformatics workflow integrates 4 search engines with follow-up rescoring to enhance ID by 27%, maximizing the discovery of vaccine candidates. Applied to timsTOF/Thermo data🦠💉Great work by Patrick Willems.
pubs.acs.org/doi/10.1021/...
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Group Leader at Charité – Universitätsmedizin Berlin. Proteomics technologies and applications, DIA-NN author. https://aptila.bio
Associate professor at Ghent University & VIB. Passionate about host-microbiota interactions in health and disease. More info on: https://www.irc.ugent.be/groups/vereecke-team
https://www.irc.ugent.be/groups/germ-free-and-gnotobiotic-mouse-facility-gfmf
Systems biologist • Prof at Max Perutz Labs & MedUni Vienna • dad×2 • he/him
#LoveVirology #TeamMassSpec #dataviz
📍 Vienna 🇪🇺
Professor, Weizmann Institute
Director, Moross Integrated Cancer Center
President, European Association for Cancer Research
MD, PhD, Urology, pediatric & reconstructive urology, Ghent University Hospital
Dean Faculty of Medicine & Health Sciences Ghent University
Born optimist & defender of LGBTQIA+ rights
Biologist fascinated by Cell Infection Dynamics and Microscopy.
Postdoc at Neefjes lab, Leiden, the Netherlands
Mom & Art lover.
Website: https://sites.google.com/view/virginie-stevenin/accueil
Group Leader at KCL studying host pathogen interactions
Group leader at the Institute of Experimental Paediatric Haematology and Oncology at the Goethe University Frankfurt, Germany. Ubiquitin, autophagy, cell death, inflammation. Immigrant. (all views my own).
Engineering Microbes for Drug Discovery & Lead Optimization | Exploring the Biosynthetic Creativity of Microorganisms
@VIB @KU Leuven -- www.masscheleinlab.org
Part of the VIB-KU Leuven Center for Microbiology and the KU Leuven Centre of Microbial and Plant Genetics, we study bacterial survival under stress conditions.
Lab headed by Roos Vandenbroucke at VIB Center for Inflammation Research, Ghent
Research field: Gut and brain barriers in inflammatory diseases
https://www.irc.ugent.be/groups/vandenbroucke-unit
Dynamics of Host-Pathogen Interactions Unit at @pasteur.fr https://research.pasteur.fr/en/team/dynamics-of-host-pathogen-interactions/
Calcutta-based photographer and writer. Exhibited prominently at the 2019 Venice Biennale as well as Museum Folkwang and MGK Siegen.
soham-gupta.com
Professor @UGent I Rare eye & developmental diseases I IRD I Retina & RPE I Non-coding variation I Multiomics I Targets for treatment
debaerelab.com progret.eu
Biology on Infection Unit at Institut Pasteur and Inserm
Researcher #INSERM #Centre de recherche Saint-Antoine (Paris, France) in the team of Harry Sokol and Philippe Seksik. interested in microbiota, microbiology and inflammatory bowel diseases
PI of the Functional Genomics lab (https://fungenlab-ugent.be/) at Ghent University.
Elucidating the genetics of neurodevelopmental disorders.
Special interest in the role of the non-coding genome during neurodevelopment.