4
views
0
recommends
+1 Recommend
0 collections
    0
    shares
      • Record: found
      • Abstract: found
      • Article: found
      Is Open Access

      Sensitive and Quantitative Detection of MHC-I Displayed Neoepitopes Using a Semiautomated Workflow and TOMAHAQ Mass Spectrometry

      research-article
      1 , 1 , 2 , 3 , 3 , 2 , 1 ,
      Molecular & Cellular Proteomics : MCP
      American Society for Biochemistry and Molecular Biology
      major histocompatibility complex, mass spectrometry, tandem mass tags (TMT), automation, β2M, beta-2 microglobulin, ACN, acetonitrile, Adpgk, ADP-dependent glucokinase, AMBIC, ammonium bicarbonate, pH 8, BCA, bicinchoninic acid, CV, coefficient of variation, DMP, dimethyl pimelimidate, DSF, differential scanning fluorimetry, DTT, dithiothreitol, ERAP, endoplasmic reticulum aminopeptidases, FAIMS, high-field asymmetric waveform ion mobility spectrometry, FDR, false discovery rate, FWHM, full width at half maximum, HCD, higher-energy collisional dissociation, IAA, iodoacetamide, IS-PRM, internal standard-triggered parallel reaction monitoring, MHC, major histocompatibility complex, mIFNγ, mouse interferon γ, MS, mass spectrometer, OG, octyl-beta-d glucopyranoside, PSMs, peptide–spectrum matches, PTMs, post-translational modifications, SPS, synchronous precursor selection, TAP, transporter associated with antigen processing, TBS, Tris-buffered saline, TCEP, Tris (2-carboxyethyl) phosphine, TEA, triethanolamine, TFA, trifluoroacetic acid, TFF, tangential flow filtration, TMT, tandem mass tag, TOMAHAQ, Triggered by Offset, Multiplexed, Accurate-mass, High-resolution, and Absolute Quantification

      Read this article at

      Bookmark
          There is no author summary for this article yet. Authors can add summaries to their articles on ScienceOpen to make them more accessible to a non-specialist audience.

          Abstract

          Advances in several key technologies, including MHC peptidomics, have helped fuel our understanding of basic immune regulatory mechanisms and the identification of T cell receptor targets for the development of immunotherapeutics. Isolating and accurately quantifying MHC-bound peptides from cells and tissues enables characterization of dynamic changes in the ligandome due to cellular perturbations. However, the current multistep analytical process is challenging, and improvements in throughput and reproducibility would enable rapid characterization of multiple conditions in parallel. Here, we describe a robust and quantitative method whereby peptides derived from MHC-I complexes from a variety of cell lines, including challenging adherent lines such as MC38, can be enriched in a semiautomated fashion on reusable, dry-storage, customized antibody cartridges. Using this method, a researcher, with very little hands-on time and in a single day, can perform up to 96 simultaneous enrichments at a similar level of quality as a manual workflow. TOMAHAQ (Triggered by Offset, Multiplexed, Accurate-mass, High-resolution, and Absolute Quantification), a targeted mass spectrometry technique that combines sample multiplexing and high sensitivity, was employed to characterize neoepitopes displayed on MHC-I by tumor cells and to quantitatively assess the influence of neoantigen expression and induced degradation on neoepitope presentation. This unique combination of robust semiautomated MHC-I peptide isolation and high-throughput multiplexed targeted quantitation allows for both the routine analysis of >4000 unique MHC-I peptides from 250 million cells using nontargeted methods, as well as quantitative sensitivity down to the low amol/μl level using TOMAHAQ targeted MS.

          Graphical abstract

          Highlights

          • Semiautomated peptide immunoprecipitation on reusable antibody cartridges.

          • Application of TOMAHAQ for MHC-I detection and quantitation.

          • Routine analysis of >4000 unique MHC-I peptides from 250 million cells via automation.

          • Quantitative sensitivity down to the low amol/μl level using TOMAHAQ targeted MS.

          In Brief

          This manuscript highlights a new semiautomated MHC-I peptide immunoprecipitation method used in conjunction with the multiplexed quantitative technique TOMAHAQ (Triggered by Offset, Multiplexed, Accurate-mass, High-resolution, and Absolute Quantification) for the detection and quantitation of MHC-I peptides. This combination of techniques allows the routine analysis of >4000 unique MHC-I peptides from 250 million cells and in with targeted analysis, quantitative sensitivity down to the low amol/μl level.

          Related collections

          Most cited references51

          • Record: found
          • Abstract: found
          • Article: found
          Is Open Access

          Moderated estimation of fold change and dispersion for RNA-seq data with DESeq2

          In comparative high-throughput sequencing assays, a fundamental task is the analysis of count data, such as read counts per gene in RNA-seq, for evidence of systematic changes across experimental conditions. Small replicate numbers, discreteness, large dynamic range and the presence of outliers require a suitable statistical approach. We present DESeq2, a method for differential analysis of count data, using shrinkage estimation for dispersions and fold changes to improve stability and interpretability of estimates. This enables a more quantitative analysis focused on the strength rather than the mere presence of differential expression. The DESeq2 package is available at http://www.bioconductor.org/packages/release/bioc/html/DESeq2.html. Electronic supplementary material The online version of this article (doi:10.1186/s13059-014-0550-8) contains supplementary material, which is available to authorized users.
            Bookmark
            • Record: found
            • Abstract: found
            • Article: found
            Is Open Access

            Welcome to the Tidyverse

              Bookmark
              • Record: found
              • Abstract: found
              • Article: found
              Is Open Access

              The R package Rsubread is easier, faster, cheaper and better for alignment and quantification of RNA sequencing reads

              Abstract We present Rsubread, a Bioconductor software package that provides high-performance alignment and read counting functions for RNA-seq reads. Rsubread is based on the successful Subread suite with the added ease-of-use of the R programming environment, creating a matrix of read counts directly as an R object ready for downstream analysis. It integrates read mapping and quantification in a single package and has no software dependencies other than R itself. We demonstrate Rsubread’s ability to detect exon–exon junctions de novo and to quantify expression at the level of either genes, exons or exon junctions. The resulting read counts can be input directly into a wide range of downstream statistical analyses using other Bioconductor packages. Using SEQC data and simulations, we compare Rsubread to TopHat2, STAR and HTSeq as well as to counting functions in the Bioconductor infrastructure packages. We consider the performance of these tools on the combined quantification task starting from raw sequence reads through to summary counts, and in particular evaluate the performance of different combinations of alignment and counting algorithms. We show that Rsubread is faster and uses less memory than competitor tools and produces read count summaries that more accurately correlate with true values.
                Bookmark

                Author and article information

                Contributors
                Journal
                Mol Cell Proteomics
                Mol Cell Proteomics
                Molecular & Cellular Proteomics : MCP
                American Society for Biochemistry and Molecular Biology
                1535-9476
                1535-9484
                12 June 2021
                2021
                12 June 2021
                : 20
                : 100108
                Affiliations
                [1 ]Department of Microchemistry, Proteomics, Lipidomics and Next Generation Sequencing, Genentech, South San Francisco, California, USA
                [2 ]Department of Protein Chemistry, Genentech, South San Francisco, California, USA
                [3 ]Department of Cancer Immunology, Genentech, South San Francisco, California, USA
                Author notes
                []For correspondence: Jennie R. Lill jlill@ 123456gene.com
                Article
                S1535-9476(21)00080-3 100108
                10.1016/j.mcpro.2021.100108
                8255936
                34129938
                438d1700-adb7-48a9-bc36-ee86a7e6f982
                © 2021 The Authors

                This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).

                History
                : 16 December 2020
                : 28 April 2021
                Categories
                Technological Innovation and Resources
                Special Issue: Immunopeptidomics

                Molecular biology
                major histocompatibility complex,mass spectrometry,tandem mass tags (tmt),automation,β2m, beta-2 microglobulin,acn, acetonitrile,adpgk, adp-dependent glucokinase,ambic, ammonium bicarbonate, ph 8,bca, bicinchoninic acid,cv, coefficient of variation,dmp, dimethyl pimelimidate,dsf, differential scanning fluorimetry,dtt, dithiothreitol,erap, endoplasmic reticulum aminopeptidases,faims, high-field asymmetric waveform ion mobility spectrometry,fdr, false discovery rate,fwhm, full width at half maximum,hcd, higher-energy collisional dissociation,iaa, iodoacetamide,is-prm, internal standard-triggered parallel reaction monitoring,mhc, major histocompatibility complex,mifnγ, mouse interferon γ,ms, mass spectrometer,og, octyl-beta-d glucopyranoside,psms, peptide–spectrum matches,ptms, post-translational modifications,sps, synchronous precursor selection,tap, transporter associated with antigen processing,tbs, tris-buffered saline,tcep, tris (2-carboxyethyl) phosphine,tea, triethanolamine,tfa, trifluoroacetic acid,tff, tangential flow filtration,tmt, tandem mass tag,tomahaq, triggered by offset, multiplexed, accurate-mass, high-resolution, and absolute quantification

                Comments

                Comment on this article