MassIVE MSV000098352

Imported Reanalysis Dataset Public PXD011628

MHCquant: Automated and reproducible data analysis for immunopeptidomics

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Description

Personalized multi-peptide vaccines are currently being discussed intensively for tumor immunotherapy. In order to find epitopes - short, immunogenic peptides - suitable to elicit an immune response, human leukocyte antigen-presented peptides from cancer tissue samples are purified using immunoaffinity purification and analyzed by high performance liquid chromatography coupled to mass spectrometry. Here we report on a novel computational pipeline to identify peptides from large-scale immunopeptidomics raw data sets. In the conducted experiments we benchmarked our workflow to other existing mass spectrometry analysis software and achieved higher sensitivity. A dataset of 38 HLA immunopeptidomics raw files of peripheral blood mononuclear cells (PBMCs) from 10 healthy volunteers and 4 JY cell lines was used to assess the performance of the pipeline at each processing step. In addition, 66 isotope labeled known HLA-presented peptides were spiked into the JY cell extracts decreasing in concentration by log10 steps from 100 fmol to 0.1 fmol. [dataset license: CC0 1.0 Universal (CC0 1.0)]

Keywords: Human ; Mhc ; Benchmark ; DatasetType:Proteomics

Contact

Principal Investigators:
(in alphabetical order) 		Professor Oliver Kohlbacher, Dept. of Computer Science, University of T�bingen Germany, Center for Bioinformatics, University of T�bingen, Germany, Quantitative Biology Center, University of T�bingen, Germany, Max Planck Institute for Developmental Biology, Germany,, N/A
Submitting User: ccms
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Spectra:
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Experimental Design
    Conditions:
    Biological Replicates:
    Technical Replicates:
 
Identification Results
    Proteins (Human, Remapped):
    Proteins (Reported):
    Peptides:
    Variant Peptides:
    PSMs:
 
Quantification Results
    Differential Proteins:
    Quantified Proteins:
 
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When complete, the converted files will be available in the "ccms_peak" subdirectory of the dataset's FTP space (accessible via the "FTP Download" link to the right).
Number of distinct conditions across all analyses (original submission and reanalyses) associated with this dataset.

Distinct condition labels are counted across all files submitted in the "Metadata" category having a "Condition" column in this dataset.

"N/A" means no results of this type were submitted.
Number of distinct biological replicates across all analyses (original submission and reanalyses) associated with this dataset.

Distinct replicate labels are counted across all files submitted in the "Metadata" category having a "BioReplicate" or "Replicate" column in this dataset.

"N/A" means no results of this type were submitted.
Number of distinct technical replicates across all analyses (original submission and reanalyses) associated with this dataset.

The technical replicate count is defined as the maximum number of times any one distinct combination of condition and biological replicate was analyzed across all files submitted in the "Metadata" category. In the case of fractionated experiments, only the first fraction is considered.

"N/A" means no results of this type were submitted.
Originally identified proteins that were automatically remapped by MassIVE to proteins in the SwissProt human reference database.

"N/A" means no results of this type were submitted.
Number of distinct protein accessions reported across all analyses (original submission and reanalyses) associated with this dataset.

"N/A" means no results of this type were submitted.
Number of distinct unmodified peptide sequences reported across all analyses (original submission and reanalyses) associated with this dataset.

"N/A" means no results of this type were submitted.
Number of distinct peptide sequences (including modified variants or peptidoforms) reported across all analyses (original submission and reanalyses) associated with this dataset.

"N/A" means no results of this type were submitted.
Total number of peptide-spectrum matches (i.e. spectrum identifications) reported across all analyses (original submission and reanalyses) associated with this dataset.

"N/A" means no results of this type were submitted.
Number of distinct proteins quantified across all analyses (original submission and reanalyses) associated with this dataset.

Distinct protein accessions are counted across all files submitted in the "Statistical Analysis of Quantified Analytes" category having a "Protein" column in this dataset.

"N/A" means no results of this type were submitted.
Number of distinct proteins found to be differentially abundant in at least one comparison across all analyses (original submission and reanalyses) associated with this dataset.

A protein is differentially abundant if its change in abundance across conditions is found to be statistically significant with an adjusted p-value <= 0.05 and lists no issues associated with statistical tests for differential abundance.

Distinct protein accessions are counted across all files submitted in the "Statistical Analysis of Quantified Analytes" category having a "Protein" column in this dataset.

"N/A" means no results of this type were submitted.
This dataset may not contain all raw spectra data as originally deposited in PRIDE. It has been imported to MassIVE for reanalysis purposes, so its spectra data here may consist solely of processed peak lists suitable for reanalysis with most software.