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Nat Commun ; 12(1): 2580, 2021 05 10.
Article in English | MEDLINE | ID: mdl-33972534

ABSTRACT

Combining genetic and cell-type-specific proteomic datasets can generate biological insights and therapeutic hypotheses, but a technical and statistical framework for such analyses is lacking. Here, we present an open-source computational tool called Genoppi (lagelab.org/genoppi) that enables robust, standardized, and intuitive integration of quantitative proteomic results with genetic data. We use Genoppi to analyze 16 cell-type-specific protein interaction datasets of four proteins (BCL2, TDP-43, MDM2, PTEN) involved in cancer and neurological disease. Through systematic quality control of the data and integration with published protein interactions, we show a general pattern of both cell-type-independent and cell-type-specific interactions across three cancer cell types and one human iPSC-derived neuronal cell type. Furthermore, through the integration of proteomic and genetic datasets in Genoppi, our results suggest that the neuron-specific interactions of these proteins are mediating their genetic involvement in neurodegenerative diseases. Importantly, our analyses suggest that human iPSC-derived neurons are a relevant model system for studying the involvement of BCL2 and TDP-43 in amyotrophic lateral sclerosis.


Subject(s)
Computational Biology/methods , Genome-Wide Association Study/methods , Induced Pluripotent Stem Cells/metabolism , Neoplasms/genetics , Neoplasms/metabolism , Neurons/metabolism , Software , Cell Line, Tumor , Cells, Cultured , DNA-Binding Proteins/genetics , DNA-Binding Proteins/metabolism , Genomics , Humans , Mutation , Polymorphism, Single Nucleotide , Protein Binding , Proteomics , Proto-Oncogene Proteins c-bcl-2/genetics , Proto-Oncogene Proteins c-bcl-2/metabolism , Proto-Oncogene Proteins c-mdm2/genetics , Proto-Oncogene Proteins c-mdm2/metabolism , Tandem Mass Spectrometry
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