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Higher‐order modular regulation of the human proteome

Operons are transcriptional modules that allow bacteria to adapt to environmental changes by coordinately expressing the relevant set of genes. In humans, biological pathways and their regulation are more complex. If and how human cells coordinate the expression of entire biological processes is unc...

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Autores principales: Kustatscher, Georg, Hödl, Martina, Rullmann, Edward, Grabowski, Piotr, Fiagbedzi, Emmanuel, Groth, Anja, Rappsilber, Juri
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley and Sons Inc. 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10167480/
https://www.ncbi.nlm.nih.gov/pubmed/36891684
http://dx.doi.org/10.15252/msb.20209503
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author Kustatscher, Georg
Hödl, Martina
Rullmann, Edward
Grabowski, Piotr
Fiagbedzi, Emmanuel
Groth, Anja
Rappsilber, Juri
author_facet Kustatscher, Georg
Hödl, Martina
Rullmann, Edward
Grabowski, Piotr
Fiagbedzi, Emmanuel
Groth, Anja
Rappsilber, Juri
author_sort Kustatscher, Georg
collection PubMed
description Operons are transcriptional modules that allow bacteria to adapt to environmental changes by coordinately expressing the relevant set of genes. In humans, biological pathways and their regulation are more complex. If and how human cells coordinate the expression of entire biological processes is unclear. Here, we capture 31 higher‐order co‐regulation modules, which we term progulons, by help of supervised machine‐learning on proteomics data. Progulons consist of dozens to hundreds of proteins that together mediate core cellular functions. They are not restricted to physical interactions or co‐localisation. Progulon abundance changes are primarily controlled at the level of protein synthesis and degradation. Implemented as a web app at www.proteomehd.net/progulonFinder, our approach enables the targeted search for progulons of specific cellular processes. We use it to identify a DNA replication progulon and reveal multiple new replication factors, validated by extensive phenotyping of siRNA‐induced knockdowns. Progulons provide a new entry point into the molecular understanding of biological processes.
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spelling pubmed-101674802023-05-10 Higher‐order modular regulation of the human proteome Kustatscher, Georg Hödl, Martina Rullmann, Edward Grabowski, Piotr Fiagbedzi, Emmanuel Groth, Anja Rappsilber, Juri Mol Syst Biol Articles Operons are transcriptional modules that allow bacteria to adapt to environmental changes by coordinately expressing the relevant set of genes. In humans, biological pathways and their regulation are more complex. If and how human cells coordinate the expression of entire biological processes is unclear. Here, we capture 31 higher‐order co‐regulation modules, which we term progulons, by help of supervised machine‐learning on proteomics data. Progulons consist of dozens to hundreds of proteins that together mediate core cellular functions. They are not restricted to physical interactions or co‐localisation. Progulon abundance changes are primarily controlled at the level of protein synthesis and degradation. Implemented as a web app at www.proteomehd.net/progulonFinder, our approach enables the targeted search for progulons of specific cellular processes. We use it to identify a DNA replication progulon and reveal multiple new replication factors, validated by extensive phenotyping of siRNA‐induced knockdowns. Progulons provide a new entry point into the molecular understanding of biological processes. John Wiley and Sons Inc. 2023-03-09 /pmc/articles/PMC10167480/ /pubmed/36891684 http://dx.doi.org/10.15252/msb.20209503 Text en © 2023 The Authors. Published under the terms of the CC BY 4.0 license. https://creativecommons.org/licenses/by/4.0/This is an open access article under the terms of the http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited.
spellingShingle Articles
Kustatscher, Georg
Hödl, Martina
Rullmann, Edward
Grabowski, Piotr
Fiagbedzi, Emmanuel
Groth, Anja
Rappsilber, Juri
Higher‐order modular regulation of the human proteome
title Higher‐order modular regulation of the human proteome
title_full Higher‐order modular regulation of the human proteome
title_fullStr Higher‐order modular regulation of the human proteome
title_full_unstemmed Higher‐order modular regulation of the human proteome
title_short Higher‐order modular regulation of the human proteome
title_sort higher‐order modular regulation of the human proteome
topic Articles
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10167480/
https://www.ncbi.nlm.nih.gov/pubmed/36891684
http://dx.doi.org/10.15252/msb.20209503
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