An open-source computational and data resource to analyze digital maps of immunopeptidomes
Abstract
We present a novel mass spectrometry-based high-throughput workflow and an open-source computational and data resource to reproducibly identify and quantify HLA-associated peptides. Collectively, the resources support the generation of HLA allele-specific peptide assay libraries consisting of consensus fragment ion spectra, and the analysis of quantitative digital maps of HLA peptidomes generated from a range of biological sources by SWATH mass spectrometry (MS). This study represents the first community-based effort to develop a robust platform for the reproducible and quantitative measurement of the entire repertoire of peptides presented by HLA molecules, an essential step towards the design of efficient immunotherapies.
- Authors:
-
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- Institute of Molecular Systems Biology, Zurich (Switzerland)
- Univ. of Tubingen, Tubingen (Germany); German Cancer Consortium, Tubingen (Germany)
- Univ. of Oxford, Oxford (United Kingdom)
- Spanish National Biotechnology Centre, Madrid (Spain)
- Monash Univ., Clayton (Australia)
- La Jolla Institute for Allergy and Immunology, La Jolla, CA (United States)
- Univ. Medical Center of the Johannes Gutenberg, Univ. Mainz, Mainz (Germany)
- Pacific Northwest National Laboratory (PNNL), Richland, WA (United States)
- Hong Kong Univ. of Science and Technology, Hong Kong (China)
- Institute for Systems Biology, Seattle, WA (United States)
- Institute of Molecular Systems Biology, Zurich (Switzerland); Univ. of Zurich, Zurich (Switzerland)
- Publication Date:
- Research Org.:
- Pacific Northwest National Laboratory (PNNL), Richland, WA (United States)
- Sponsoring Org.:
- USDOE
- OSTI Identifier:
- 1211538
- Grant/Contract Number:
- 1022509 and 1085017; HHSN272201200010C and HHSN272200900044C; ERC-2008-AdG_20080422; 3100A0-688 107679; AC05-76RL01830
- Resource Type:
- Accepted Manuscript
- Journal Name:
- eLife
- Additional Journal Information:
- Journal Volume: 4; Journal ID: ISSN 2050-084X
- Publisher:
- eLife Sciences Publications, Ltd.
- Country of Publication:
- United States
- Language:
- English
- Subject:
- 59 BASIC BIOLOGICAL SCIENCES
Citation Formats
Caron, Etienne, Espona, Lucia, Kowalewski, Daniel J., Schuster, Heiko, Ternette, Nicola, Alpízar, Adán, Schittenhelm, Ralf B., Ramarathinam, Sri H., Lindestam Arlehamn, Cecilia S., Chiek Koh, Ching, Gillet, Ludovic C., Rabsteyn, Armin, Navarro, Pedro, Kim, Sangtae, Lam, Henry, Sturm, Theo, Marcilla, Miguel, Sette, Alessandro, Campbell, David S., Deutsch, Eric W., Moritz, Robert L., Purcell, Anthony W., Rammensee, Hans -Georg, Stevanovic, Stefan, and Aebersold, Ruedi. An open-source computational and data resource to analyze digital maps of immunopeptidomes. United States: N. p., 2015.
Web. doi:10.7554/eLife.07661.
Caron, Etienne, Espona, Lucia, Kowalewski, Daniel J., Schuster, Heiko, Ternette, Nicola, Alpízar, Adán, Schittenhelm, Ralf B., Ramarathinam, Sri H., Lindestam Arlehamn, Cecilia S., Chiek Koh, Ching, Gillet, Ludovic C., Rabsteyn, Armin, Navarro, Pedro, Kim, Sangtae, Lam, Henry, Sturm, Theo, Marcilla, Miguel, Sette, Alessandro, Campbell, David S., Deutsch, Eric W., Moritz, Robert L., Purcell, Anthony W., Rammensee, Hans -Georg, Stevanovic, Stefan, & Aebersold, Ruedi. An open-source computational and data resource to analyze digital maps of immunopeptidomes. United States. https://doi.org/10.7554/eLife.07661
Caron, Etienne, Espona, Lucia, Kowalewski, Daniel J., Schuster, Heiko, Ternette, Nicola, Alpízar, Adán, Schittenhelm, Ralf B., Ramarathinam, Sri H., Lindestam Arlehamn, Cecilia S., Chiek Koh, Ching, Gillet, Ludovic C., Rabsteyn, Armin, Navarro, Pedro, Kim, Sangtae, Lam, Henry, Sturm, Theo, Marcilla, Miguel, Sette, Alessandro, Campbell, David S., Deutsch, Eric W., Moritz, Robert L., Purcell, Anthony W., Rammensee, Hans -Georg, Stevanovic, Stefan, and Aebersold, Ruedi. Wed .
"An open-source computational and data resource to analyze digital maps of immunopeptidomes". United States. https://doi.org/10.7554/eLife.07661. https://www.osti.gov/servlets/purl/1211538.
@article{osti_1211538,
title = {An open-source computational and data resource to analyze digital maps of immunopeptidomes},
author = {Caron, Etienne and Espona, Lucia and Kowalewski, Daniel J. and Schuster, Heiko and Ternette, Nicola and Alpízar, Adán and Schittenhelm, Ralf B. and Ramarathinam, Sri H. and Lindestam Arlehamn, Cecilia S. and Chiek Koh, Ching and Gillet, Ludovic C. and Rabsteyn, Armin and Navarro, Pedro and Kim, Sangtae and Lam, Henry and Sturm, Theo and Marcilla, Miguel and Sette, Alessandro and Campbell, David S. and Deutsch, Eric W. and Moritz, Robert L. and Purcell, Anthony W. and Rammensee, Hans -Georg and Stevanovic, Stefan and Aebersold, Ruedi},
abstractNote = {We present a novel mass spectrometry-based high-throughput workflow and an open-source computational and data resource to reproducibly identify and quantify HLA-associated peptides. Collectively, the resources support the generation of HLA allele-specific peptide assay libraries consisting of consensus fragment ion spectra, and the analysis of quantitative digital maps of HLA peptidomes generated from a range of biological sources by SWATH mass spectrometry (MS). This study represents the first community-based effort to develop a robust platform for the reproducible and quantitative measurement of the entire repertoire of peptides presented by HLA molecules, an essential step towards the design of efficient immunotherapies.},
doi = {10.7554/eLife.07661},
journal = {eLife},
number = ,
volume = 4,
place = {United States},
year = {Wed Jul 08 00:00:00 EDT 2015},
month = {Wed Jul 08 00:00:00 EDT 2015}
}
Web of Science
Works referenced in this record:
The Human Immunopeptidome Project, a Suggestion for yet another Postgenome Next Big Thing
journal, August 2011
- Admon, Arie; Bassani-Sternberg, Michal
- Molecular & Cellular Proteomics, Vol. 10, Issue 10
Mass Spectrometry of Human Leukocyte Antigen Class I Peptidomes Reveals Strong Effects of Protein Abundance and Turnover on Antigen Presentation
journal, January 2015
- Bassani-Sternberg, Michal; Pletscher-Frankild, Sune; Jensen, Lars Juhl
- Molecular & Cellular Proteomics, Vol. 14, Issue 3
Different binding motifs of the celiac disease-associated HLA molecules DQ2.5, DQ2.2, and DQ7.5 revealed by relative quantitative proteomics of endogenous peptide repertoires
journal, December 2014
- Bergseng, Elin; Dørum, Siri; Arntzen, Magnus Ø.
- Immunogenetics, Vol. 67, Issue 2
Mapping the HLA ligandome landscape of acute myeloid leukemia: a targeted approach toward peptide-based immunotherapy
journal, August 2014
- Berlin, C.; Kowalewski, D. J.; Schuster, H.
- Leukemia, Vol. 29, Issue 3
The MHC I immunopeptidome conveys to the cell surface an integrative view of cellular regulation
journal, January 2011
- Caron, Etienne; Vincent, Krystel; Fortier, Marie‐Hélène
- Molecular Systems Biology, Vol. 7, Issue 1
Quantifying protein interaction dynamics by SWATH mass spectrometry: application to the 14-3-3 system
journal, October 2013
- Collins, Ben C.; Gillet, Ludovic C.; Rosenberger, George
- Nature Methods, Vol. 10, Issue 12
Open Source System for Analyzing, Validating, and Storing Protein Identification Data
journal, December 2004
- Craig, Robertson; Cortens, John P.; Beavis, Ronald C.
- Journal of Proteome Research, Vol. 3, Issue 6
Target-decoy search strategy for increased confidence in large-scale protein identifications by mass spectrometry
journal, February 2007
- Elias, Joshua E.; Gygi, Steven P.
- Nature Methods, Vol. 4, Issue 3
Comet: An open-source MS/MS sequence database search tool
journal, December 2012
- Eng, Jimmy K.; Jahan, Tahmina A.; Hoopmann, Michael R.
- PROTEOMICS, Vol. 13, Issue 1
Using iRT, a normalized retention time for more targeted measurement of peptides
journal, April 2012
- Escher, Claudia; Reiter, Lukas; MacLean, Brendan
- PROTEOMICS, Vol. 12, Issue 8
Allele-specific motifs revealed by sequencing of self-peptides eluted from MHC molecules
journal, May 1991
- Falk, Kirsten; Rötzschke, Olaf; Stevanovié, Stefan
- Nature, Vol. 351, Issue 6324
The MHC class I peptide repertoire is molded by the transcriptome
journal, February 2008
- Fortier, Marie-Hélène; Caron, Étienne; Hardy, Marie-Pierre
- The Journal of Experimental Medicine, Vol. 205, Issue 3
Targeted Data Extraction of the MS/MS Spectra Generated by Data-independent Acquisition: A New Concept for Consistent and Accurate Proteome Analysis
journal, January 2012
- Gillet, Ludovic C.; Navarro, Pedro; Tate, Stephen
- Molecular & Cellular Proteomics, Vol. 11, Issue 6
The nature of self for T cells—a systems-level perspective
journal, June 2015
- Granados, Diana P.; Laumont, Céline M.; Thibault, Pierre
- Current Opinion in Immunology, Vol. 34
Impact of genomic polymorphisms on the repertoire of human MHC class I-associated peptides
journal, April 2014
- Granados, Diana Paola; Sriranganadane, Dev; Daouda, Tariq
- Nature Communications, Vol. 5, Issue 1
Checkpoint blockade cancer immunotherapy targets tumour-specific mutant antigens
journal, November 2014
- Gubin, Matthew M.; Zhang, Xiuli; Schuster, Heiko
- Nature, Vol. 515, Issue 7528
Rapid mass spectrometric conversion of tissue biopsy samples into permanent quantitative digital proteome maps
journal, March 2015
- Guo, Tiannan; Kouvonen, Petri; Koh, Ching Chiek
- Nature Medicine, Vol. 21, Issue 4
The Human Leukocyte Antigen–presented Ligandome of B Lymphocytes
journal, March 2013
- Hassan, Chopie; Kester, Michel G. D.; de Ru, Arnoud H.
- Molecular & Cellular Proteomics, Vol. 12, Issue 7
Characterization of peptides bound to the class I MHC molecule HLA-A2.1 by mass spectrometry
journal, March 1992
- Hunt, D.; Henderson, R.; Shabanowitz, J.
- Science, Vol. 255, Issue 5049
Empirical Statistical Model To Estimate the Accuracy of Peptide Identifications Made by MS/MS and Database Search
journal, October 2002
- Keller, Andrew; Nesvizhskii, Alexey I.; Kolker, Eugene
- Analytical Chemistry, Vol. 74, Issue 20
A uniform proteomics MS/MS analysis platform utilizing open XML file formats
journal, January 2005
- Keller, Andrew; Eng, Jimmy; Zhang, Ning
- Molecular Systems Biology, Vol. 1, Issue 1
MS-GF+ makes progress towards a universal database search tool for proteomics
journal, October 2014
- Kim, Sangtae; Pevzner, Pavel A.
- Nature Communications, Vol. 5, Issue 1
Dataset size and composition impact the reliability of performance benchmarks for peptide-MHC binding predictions
journal, January 2014
- Kim, Yohan; Sidney, John; Buus, Søren
- BMC Bioinformatics, Vol. 15, Issue 1
Accelerating Next-Generation Vaccine Development for Global Disease Prevention
journal, May 2013
- Koff, W. C.; Burton, D. R.; Johnson, P. R.
- Science, Vol. 340, Issue 6136
Toward a Human Vaccines Project
journal, June 2014
- Koff, Wayne C.; Gust, Ian D.; Plotkin, Stanley A.
- Nature Immunology, Vol. 15, Issue 7
HLA ligandome analysis identifies the underlying specificities of spontaneous antileukemia immune responses in chronic lymphocytic leukemia (CLL)
journal, December 2014
- Kowalewski, Daniel J.; Schuster, Heiko; Backert, Linus
- Proceedings of the National Academy of Sciences, Vol. 112, Issue 2
iPortal: the swiss grid proteomics portal: Requirements and new features based on experience and usability considerations
journal, May 2014
- Kunszt, Peter; Blum, Lorenz; Hullár, Béla
- Concurrency and Computation: Practice and Experience, Vol. 27, Issue 2
Building consensus spectral libraries for peptide identification in proteomics
journal, September 2008
- Lam, Henry; Deutsch, Eric W.; Eddes, James S.
- Nature Methods, Vol. 5, Issue 10
Memory T Cells in Latent Mycobacterium tuberculosis Infection Are Directed against Three Antigenic Islands and Largely Contained in a CXCR3+CCR6+ Th1 Subset
journal, January 2013
- Lindestam Arlehamn, Cecilia S.; Gerasimova, Anna; Mele, Federico
- PLoS Pathogens, Vol. 9, Issue 1
Quantitative variability of 342 plasma proteins in a human twin population
journal, February 2015
- Liu, Yansheng; Buil, Alfonso; Collins, Ben C.
- Molecular Systems Biology, Vol. 11, Issue 2
NetMHC-3.0: accurate web accessible predictions of human, mouse and monkey MHC class I affinities for peptides of length 8–11
journal, May 2008
- Lundegaard, Claus; Lamberth, Kasper; Harndahl, Mikkel
- Nucleic Acids Research, Vol. 36, Issue suppl_2
Increased Diversity of the HLA-B40 Ligandome by the Presentation of Peptides Phosphorylated at Their Main Anchor Residue
journal, December 2013
- Marcilla, Miguel; Alpízar, Adán; Lombardía, Manuel
- Molecular & Cellular Proteomics, Vol. 13, Issue 2
More than 100,000 Detectable Peptide Species Elute in Single Shotgun Proteomics Runs but the Majority is Inaccessible to Data-Dependent LC−MS/MS
journal, April 2011
- Michalski, Annette; Cox, Juergen; Mann, Matthias
- Journal of Proteome Research, Vol. 10, Issue 4
HLA Class I Alleles Are Associated with Peptide-Binding Repertoires of Different Size, Affinity, and Immunogenicity
journal, November 2013
- Paul, Sinu; Weiskopf, Daniela; Angelo, Michael A.
- The Journal of Immunology, Vol. 191, Issue 12
Selected reaction monitoring–based proteomics: workflows, potential, pitfalls and future directions
journal, May 2012
- Picotti, Paola; Aebersold, Ruedi
- Nature Methods, Vol. 9, Issue 6
A repository of assays to quantify 10,000 human proteins by SWATH-MS
journal, September 2014
- Rosenberger, George; Koh, Ching Chiek; Guo, Tiannan
- Scientific Data, Vol. 1, Issue 1
OpenSWATH enables automated, targeted analysis of data-independent acquisition MS data
journal, March 2014
- Röst, Hannes L.; Rosenberger, George; Navarro, Pedro
- Nature Biotechnology, Vol. 32, Issue 3
Revisiting the Arthritogenic Peptide Theory: Quantitative Not Qualitative Changes in the Peptide Repertoire of HLA-B27 Allotypes: Unexpected Overlaps in the Binding Specificities of B27 Subtypes
journal, February 2015
- Schittenhelm, Ralf B.; Sian, Terry C. C. Lim Kam; Wilmann, Pascal G.
- Arthritis & Rheumatology, Vol. 67, Issue 3
A comprehensive analysis of constitutive naturally processed and presented HLA-C*04:01 (Cw4) - specific peptides
journal, January 2014
- Schittenhelm, R. B.; Dudek, N. L.; Croft, N. P.
- Tissue Antigens, Vol. 83, Issue 3
Absolute Proteome Composition and Dynamics during Dormancy and Resuscitation of Mycobacterium tuberculosis
journal, July 2015
- Schubert, Olga T.; Ludwig, Christina; Kogadeeva, Maria
- Cell Host & Microbe, Vol. 18, Issue 1
Biomarkers in Cancer Immunotherapy
journal, January 2015
- Schumacher, Ton N.; Kesmir, Can; van Buuren, Marit M.
- Cancer Cell, Vol. 27, Issue 1
Reproducible and Consistent Quantification of the Saccharomyces cerevisiae Proteome by SWATH-mass spectrometry
journal, January 2015
- Selevsek, Nathalie; Chang, Ching-Yun; Gillet, Ludovic C.
- Molecular & Cellular Proteomics, Vol. 14, Issue 3
iProphet: Multi-level Integrative Analysis of Shotgun Proteomic Data Improves Peptide and Protein Identification Rates and Error Estimates
journal, August 2011
- Shteynberg, David; Deutsch, Eric W.; Lam, Henry
- Molecular & Cellular Proteomics, Vol. 10, Issue 12
Combining Results of Multiple Search Engines in Proteomics
journal, May 2013
- Shteynberg, David; Nesvizhskii, Alexey I.; Moritz, Robert L.
- Molecular & Cellular Proteomics, Vol. 12, Issue 9
Genetic Basis for Clinical Response to CTLA-4 Blockade in Melanoma
journal, December 2014
- Snyder, Alexandra; Makarov, Vladimir; Merghoub, Taha
- New England Journal of Medicine, Vol. 371, Issue 23
Automated benchmarking of peptide-MHC class I binding predictions
journal, February 2015
- Trolle, Thomas; Metushi, Imir G.; Greenbaum, Jason A.
- Bioinformatics, Vol. 31, Issue 13
The Proteomics Identifications (PRIDE) database and associated tools: status in 2013
journal, November 2012
- Vizcaíno, Juan Antonio; Côté, Richard G.; Csordas, Attila
- Nucleic Acids Research, Vol. 41, Issue D1
Extracellular vesicles from symbiotic vaginal lactobacilli inhibit HIV-1 infection of human tissues
journal, December 2019
- Ñahui Palomino, Rogers A.; Vanpouille, Christophe; Laghi, Luca
- Nature Communications, Vol. 10, Issue 1
Quantitative variability of 342 plasma proteins in a human twin population
text, January 2015
- Liu, Yansheng; Buil, Alfonso; Collins, Ben C.
- ETH Zurich
Reproducible and consistent quantification of the Saccharomyces cerevisiae proteome by SWATH-mass spectrometry
text, January 2015
- Selevsek, Nathalie; Chang, Ching-Yun; Gillet, Ludovic C.
- American Society for Biochemistry and Molecular Biology
Works referencing / citing this record:
Proteogenomics from a bioinformatics angle: A growing field: PROTEOGENOMICS FROM A BIOINFORMATICS ANGLE
journal, December 2015
- Menschaert, Gerben; Fenyö, David
- Mass Spectrometry Reviews, Vol. 36, Issue 5
SWATH-MS as a tool for biomarker discovery: From basic research to clinical applications
journal, February 2017
- Anjo, Sandra Isabel; Santa, Cátia; Manadas, Bruno
- PROTEOMICS, Vol. 17, Issue 3-4
Immunopeptidomic Profiling of HLA-A2-Positive Triple Negative Breast Cancer Identifies Potential Immunotherapy Target Antigens
journal, June 2018
- Ternette, Nicola; Olde Nordkamp, Marloes J. M.; Müller, Julius
- PROTEOMICS, Vol. 18, Issue 12
Minimal Information About an Immuno-Peptidomics Experiment (MIAIPE)
journal, June 2018
- Lill, Jennie R.; van Veelen, Peter A.; Tenzer, Stefan
- PROTEOMICS, Vol. 18, Issue 12
Proteogenomic-based discovery of minor histocompatibility antigens with suitable features for immunotherapy of hematologic cancers
journal, February 2016
- Granados, D. P.; Rodenbrock, A.; Laverdure, J-P
- Leukemia, Vol. 30, Issue 6
Deep learning enables de novo peptide sequencing from data-independent-acquisition mass spectrometry
journal, December 2018
- Tran, Ngoc Hieu; Qiao, Rui; Xin, Lei
- Nature Methods, Vol. 16, Issue 1
Mass spectrometry–based identification of MHC-bound peptides for immunopeptidomics
journal, May 2019
- Purcell, Anthony W.; Ramarathinam, Sri H.; Ternette, Nicola
- Nature Protocols, Vol. 14, Issue 6
Murine xenograft bioreactors for human immunopeptidome discovery
journal, December 2019
- Heather, James M.; Myers, Paisley T.; Shi, Feng
- Scientific Reports, Vol. 9, Issue 1
A tissue-based draft map of the murine MHC class I immunopeptidome
journal, August 2018
- Schuster, Heiko; Shao, Wenguang; Weiss, Tobias
- Scientific Data, Vol. 5, Issue 1
Analysis of Major Histocompatibility Complex (MHC) Immunopeptidomes Using Mass Spectrometry
journal, October 2015
- Caron, Etienne; Kowalewski, Daniel J.; Chiek Koh, Ching
- Molecular & Cellular Proteomics, Vol. 14, Issue 12
The Human Immunopeptidome Project: A Roadmap to Predict and Treat Immune Diseases
journal, November 2019
- Vizcaíno, Juan Antonio; Kubiniok, Peter; Kovalchik, Kevin A.
- Molecular & Cellular Proteomics, Vol. 19, Issue 1
The SysteMHC Atlas project
journal, July 2017
- Shao, Wenguang; Pedrioli, Patrick G. A.; Wolski, Witold
- Nucleic Acids Research, Vol. 46, Issue D1
Mapping the tumour human leukocyte antigen (HLA) ligandome by mass spectrometry
journal, May 2018
- Freudenmann, Lena Katharina; Marcu, Ana; Stevanović, Stefan
- Immunology, Vol. 154, Issue 3
A large fraction of HLA class I ligands are proteasome-generated spliced peptides
journal, October 2016
- Liepe, Juliane; Marino, Fabio; Sidney, John
- Science, Vol. 354, Issue 6310
MHC class I–associated peptides derive from selective regions of the human genome
journal, November 2016
- Pearson, Hillary; Daouda, Tariq; Granados, Diana Paola
- Journal of Clinical Investigation, Vol. 126, Issue 12
Predicting peptide presentation by major histocompatibility complex class I: an improved machine learning approach to the immunopeptidome
journal, January 2019
- Boehm, Kevin Michael; Bhinder, Bhavneet; Raja, Vijay Joseph
- BMC Bioinformatics, Vol. 20, Issue 1
ProGeo-neo: a customized proteogenomic workflow for neoantigen prediction and selection
journal, April 2020
- Li, Yuyu; Wang, Guangzhi; Tan, Xiaoxiu
- BMC Medical Genomics, Vol. 13, Issue S5
Detection of brain-directed autoantibodies in the serum of non-small cell lung cancer patients
journal, July 2017
- Banjara, Manoj; Ghosh, Chaitali; Dadas, Aaron
- PLOS ONE, Vol. 12, Issue 7
‘Hotspots’ of Antigen Presentation Revealed by Human Leukocyte Antigen Ligandomics for Neoantigen Prioritization
journal, October 2017
- Müller, Markus; Gfeller, David; Coukos, George
- Frontiers in Immunology, Vol. 8
Discrimination Between Human Leukocyte Antigen Class I-Bound and Co-Purified HIV-Derived Peptides in Immunopeptidomics Workflows
journal, April 2018
- Partridge, Thomas; Nicastri, Annalisa; Kliszczak, Anna E.
- Frontiers in Immunology, Vol. 9
Determination of a Predictive Cleavage Motif for Eluted Major Histocompatibility Complex Class II Ligands
journal, August 2018
- Paul, Sinu; Karosiene, Edita; Dhanda, Sandeep Kumar
- Frontiers in Immunology, Vol. 9
Autoimmunity (or Not) in Atopic Dermatitis
journal, September 2019
- Roesner, Lennart M.; Werfel, Thomas
- Frontiers in Immunology, Vol. 10
TCR Fingerprinting and Off-Target Peptide Identification
journal, October 2019
- Karapetyan, Armen R.; Chaipan, Chawaree; Winkelbach, Katharina
- Frontiers in Immunology, Vol. 10
Unsupervised HLA Peptidome Deconvolution Improves Ligand Prediction Accuracy and Predicts Cooperative Effects in Peptide–HLA Interactions
journal, August 2016
- Bassani-Sternberg, Michal; Gfeller, David
- The Journal of Immunology, Vol. 197, Issue 6
Analysis of Major Histocompatibility Complex (MHC) Immunopeptidomes Using Mass Spectrometry
journal, December 2015
- Caron, Etienne; Kowalewski, Daniel J.; Chiek Koh, Ching
- Molecular & Cellular Proteomics, Vol. 14, Issue 12
ProGeo-neo: a Customized Proteogenomic Workflow for Neoantigen Prediction and Selection
journal, July 2019
- Li, Yuyu; Wang, Guangzhi; Tan, Xiaoxiu
- BMC Medical Genomics
Minimal Information About an Immuno-Peptidomics Experiment (MIAIPE)
text, January 2018
- Lill, Jennie R.; Van Veelen, Peter A.; Tenzer, Stefan
- ETH Zurich
A tissue-based draft map of the murine MHC class I immunopeptidome
text, January 2018
- Schuster, Heiko; Shao, Wenguang; Weiss, Tobias
- Nature Publishing Group
The SysteMHC Atlas project
text, January 2018
- Shao, Wenguang; Pedrioli, Patrick G. A.; Wolski, Witold
- ETH Zurich
The SysteMHC Atlas project
text, January 2018
- Wenguang, Shao,; A., Pedrioli, Patrick G.; Witold, Wolski,
- Oxford University Press