Proteomics

Dataset Information

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Phosphoproteomics of C2C12 differentiation


ABSTRACT: Phosphoproteomic analysis of myogenesis in C2C12 myoblasts differentiating into myotubes. Four time points were analysed (0min, 30min, 24h and 5d) with four biological replicates.

INSTRUMENT(S): Q Exactive HF-X

ORGANISM(S): Mus Musculus (mouse)

TISSUE(S): Skeletal Muscle Myoblast

SUBMITTER: Benjamin Parker  

LAB HEAD: Benjamin Parker

PROVIDER: PXD023413 | Pride | 2024-01-26

REPOSITORIES: Pride

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Publications

SnapKin: a snapshot deep learning ensemble for kinase-substrate prediction from phosphoproteomics data.

Xiao Di D   Lin Michael M   Liu Chunlei C   Geddes Thomas A TA   Burchfield James G JG   Parker Benjamin L BL   Humphrey Sean J SJ   Yang Pengyi P  

NAR genomics and bioinformatics 20231106 4


A major challenge in mass spectrometry-based phosphoproteomics lies in identifying the substrates of kinases, as currently only a small fraction of substrates identified can be confidently linked with a known kinase. Machine learning techniques are promising approaches for leveraging large-scale phosphoproteomics data to computationally predict substrates of kinases. However, the small number of experimentally validated kinase substrates (true positive) and the high data noise in many phosphopro  ...[more]

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