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ProteomicsProsit: Proteome-wide prediction of peptide tandem mass spectra by deep learning
In this study, we extended the ProteomeTools peptide library (PROPEL, see PXD004732 and PXD010595) to train a deep neural network resulting in chromatographic retention time and fragment ion intensity predictions for (tryptic) peptides that exceed the quality of the experimental data.
ORGANISM(S): Homo sapiens (Human) Escherichia coli Drosophila melanogaster (Fruit fly) Saccharomyces cerevisiae (Baker's yeast) Caenorhabditis elegans 
2019-05-30 | PXD010871 | Pride
Dia Prosit Retention time Predicted spectra Irt Machine learning Proteometools Spectral library Synthetic peptides Dda 
ProteomicsSystematic characterization of 21 post-translational modification using synthetic peptides
The data presented in this study in the - context of the ProteoemTools project - is based on the synthesis of about 5000 synthetic peptides carrying 21 different post-translational modifications to systematically characterize their chromatographic and mass spectrometric properties using multimodal L...
ORGANISM(S): Homo Sapiens (ncbitaxon:9606) 
2023-04-05 | MSV000091649 | MassIVE
ProteomicsProsit: Proteome-wide prediction of peptide tandem mass spectra by deep learning
In this study, we extended the ProteomeTools peptide library (PROPEL, see PXD004732 and PXD010595) to train a deep neural network resulting in chromatographic retention time and fragment ion intensity predictions for (tryptic) peptides that exceed the quality of the experimental data.
ORGANISM(S): Drosophila Melanogaster (ncbitaxon:7227) Escherichia Coli (ncbitaxon:562) Saccharomyces Cerevisiae (ncbitaxon:4932) Homo Sapiens (ncbitaxon:9606) Caenorhabditis Elegans (ncbitaxon:6239) 
2021-03-12 | MSV000087047 | MassIVE
ProteomicsProteomeTools â?? Part II - Prosit: proteome-wide prediction of peptide tandem mass spectra by deep learning
"The ProteomeTools project aims to derive molecular and digital tools from the human proteome to facilitate biomedical and life science research. Here, we describe the second iteration of the generation and multimodal LC-MS/MS analysis of >220,000 synthetic tryptic peptides representing nearly all c...
ORGANISM(S): Homo Sapiens (ncbitaxon:9606) 
2020-07-21 | MSV000085805 | MassIVE
ProteomicsProteomeTools
The ProteomeTools project aims to derive molecular and digital tools from the human proteome to facilitate biomedical and life science research. Here, we describe the generation and multimodal LC-MS/MS analysis of >350,000 synthetic tryptic peptides representing nearly all canonical human gene produ...
ORGANISM(S): Homo Sapiens (ncbitaxon:9606) 
2017-02-10 | MSV000080544 | MassIVE
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