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Maier BD, Petursson B, Lussana A, Petsalaki E. Data-driven extraction of human kinase-substrate relationships from omics datasets. Mol Cell Proteomics 2025:100994. [PMID: 40381888 DOI: 10.1016/j.mcpro.2025.100994] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/21/2024] [Revised: 05/01/2025] [Accepted: 05/09/2025] [Indexed: 05/20/2025] Open
Abstract
Phosphorylation forms an important part of the signalling system that cells use for decision making and regulation of processes such as cell division and differentiation. In human, >90% of identified phosphosites don't have annotations regarding the relevant upstream kinase. At the same time around 30% of kinases (as annotated in Uniprot) have no known target. This knowledge gap stresses the need to make large scale, data-driven computational predictions. In this study, we have created a machine learning-based model to derive a probabilistic kinase-substrate network from omics datasets. Our methodology displays improved performance compared to other state-of-the-art kinase-substrate prediction methods and provides predictions for more kinases. Importantly, it better captures new experimentally-identified kinase-substrate relationships. It can therefore allow the improved prioritisation of kinase-substrate pairs for illuminating the dark human cell signalling space. Our model is integrated into a web server, SELPHI2.0, to allow unbiased analysis of phosphoproteomics data, facilitating the design of downstream experiments to uncover mechanisms of signal transduction across conditions and cellular contexts.
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Affiliation(s)
- Benjamin Dominik Maier
- European Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Wellcome Genome Campus, Hinxton, Cambridgeshire, CB10 1SD, United Kingdom
| | - Borgthor Petursson
- European Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Wellcome Genome Campus, Hinxton, Cambridgeshire, CB10 1SD, United Kingdom
| | - Alessandro Lussana
- European Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Wellcome Genome Campus, Hinxton, Cambridgeshire, CB10 1SD, United Kingdom
| | - Evangelia Petsalaki
- European Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Wellcome Genome Campus, Hinxton, Cambridgeshire, CB10 1SD, United Kingdom.
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Marmisolle I, Chacón E, Mansilla S, Ruiz S, Bresque M, Martínez J, Martínez-Zamudio RI, Herbig U, Liu J, Finkel T, Escande C, Castro L, Quijano C. Oncogene-induced senescence mitochondrial metabolism and bioenergetics drive the secretory phenotype: further characterization and comparison with other senescence-inducing stimuli. Redox Biol 2025; 82:103606. [PMID: 40158257 PMCID: PMC11997345 DOI: 10.1016/j.redox.2025.103606] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/04/2024] [Revised: 03/19/2025] [Accepted: 03/19/2025] [Indexed: 04/02/2025] Open
Abstract
Cellular senescence is characterized by proliferation arrest and a senescence-associated secretory phenotype (SASP), that plays a role in aging and the progression of various age-related diseases. Although various metabolic alterations have been reported, no consensus exists regarding mitochondrial bioenergetics. Here we compared mitochondrial metabolism of human fibroblasts after inducing senescence with different stimuli: the oxidant hydrogen peroxide (H2O2), the genotoxic doxorubicin, serial passage, or expression of the H-RASG12V oncogene (RAS). In senescence induced by H2O2, doxorubicin or serial passage a decrease in respiratory control ratio (RCR) and coupling efficiency was noted, in relation to control cells. On the contrary, oncogene-induced senescent cells had an overall increase in respiration rates, RCR, spare respiratory capacity and coupling efficiency. In oncogene-induced senescence (OIS) the increase in respiration rates was accompanied by an increase in fatty acid catabolism, AMPK activation, and a persistent DNA damage response (DDR), that were not present in senescent cells induced by either H2O2 or doxorubicin. Inhibition of AMPK reduced mitochondrial oxygen consumption and secretion of proinflammatory cytokines in OIS. Assessment of enzymes involved in acetyl-CoA metabolism in OIS showed a 3- to 7.5-fold increase in pyruvate dehydrogenase complex (PDH), a 40% inhibition of mitochondrial aconitase, increased phosphorylation and activation of ATP-citrate lyase (ACLY), and inhibition of acetyl-CoA carboxylase (ACC). There was also a significant increase in expression and nuclear levels of the deacetylase sirtuin 6 (SIRT6). These changes can influence the sub-cellular distribution of acetyl-CoA and modulate protein acetylation reactions in the cytoplasm and nuclei. In fact, ACLY inhibition reduced histone 3 acetylation (H3K9Ac) in OIS and secretion of SASP components. In summary, our data show marked heterogeneity in mitochondrial energy metabolism of senescent cells, depending on the inducing stimulus, reveal new metabolic features of oncogene-induced senescent cells and identify AMPK and ACLY as potential targets for SASP modulation.
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Affiliation(s)
- Inés Marmisolle
- Departamento de Bioquímica, Facultad de Medicina, Universidad de la República, Uruguay; Centro de Investigaciones Biomédicas (CEINBIO), Universidad de la República, Uruguay
| | - Eliana Chacón
- Departamento de Bioquímica, Facultad de Medicina, Universidad de la República, Uruguay; Centro de Investigaciones Biomédicas (CEINBIO), Universidad de la República, Uruguay
| | - Santiago Mansilla
- Centro de Investigaciones Biomédicas (CEINBIO), Universidad de la República, Uruguay; Departamento de Métodos Cuantitativos, Facultad de Medicina, Universidad de la República, Uruguay
| | - Santiago Ruiz
- Laboratorio de Patologías del Metabolismo y el Envejecimiento, Institut Pasteur de Montevideo, Uruguay
| | - Mariana Bresque
- Laboratorio de Patologías del Metabolismo y el Envejecimiento, Institut Pasteur de Montevideo, Uruguay
| | - Jennyfer Martínez
- Departamento de Bioquímica, Facultad de Medicina, Universidad de la República, Uruguay; Centro de Investigaciones Biomédicas (CEINBIO), Universidad de la República, Uruguay
| | | | - Utz Herbig
- Center for Cell Signaling, Department of Microbiology, Biochemistry, and Molecular Genetics, New Jersey Medical School, Rutgers University, Newark, NJ, 07103, USA
| | - Jie Liu
- Aging Institute, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
| | - Toren Finkel
- Aging Institute, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
| | - Carlos Escande
- Laboratorio de Patologías del Metabolismo y el Envejecimiento, Institut Pasteur de Montevideo, Uruguay
| | - Laura Castro
- Departamento de Bioquímica, Facultad de Medicina, Universidad de la República, Uruguay; Centro de Investigaciones Biomédicas (CEINBIO), Universidad de la República, Uruguay
| | - Celia Quijano
- Departamento de Bioquímica, Facultad de Medicina, Universidad de la República, Uruguay; Centro de Investigaciones Biomédicas (CEINBIO), Universidad de la República, Uruguay.
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Namgaladze D, Brüne B. Rapid glycolytic activation accompanying innate immune responses: mechanisms and function. Front Immunol 2023; 14:1180488. [PMID: 37153593 PMCID: PMC10158531 DOI: 10.3389/fimmu.2023.1180488] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/06/2023] [Accepted: 04/03/2023] [Indexed: 05/09/2023] Open
Abstract
Innate immune responses to pathogens, mediated by activation of pattern recognition receptors and downstream signal transduction cascades, trigger rapid transcriptional and epigenetic changes to support increased expression of pro-inflammatory cytokines and other effector molecules. Innate immune cells also rapidly rewire their metabolism. The most prominent metabolic alteration following innate immune activation is rapid up-regulation of glycolysis. In this mini-review, we summarize recent advances regarding the mechanisms of rapid glycolytic activation in innate immune cells, highlighting the relevant signaling components. We also discuss the impact of glycolytic activation on inflammatory responses, including the recently elucidated links of metabolism and epigenetics. Finally, we highlight unresolved mechanistic details of glycolytic activation and possible avenues of future research in this area.
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Affiliation(s)
- Dmitry Namgaladze
- Institute of Biochemistry I, Faculty of Medicine, Goethe-University Frankfurt, Frankfurt, Germany
- *Correspondence: Dmitry Namgaladze,
| | - Bernhard Brüne
- Institute of Biochemistry I, Faculty of Medicine, Goethe-University Frankfurt, Frankfurt, Germany
- Fraunhofer Institute for Translational Medicine and Pharmacology ITMP, Frankfurt, Germany
- German Cancer Consortium (DKTK), Partner Site Frankfurt, Frankfurt, Germany
- Frankfurt Cancer Institute, Goethe-University Frankfurt, Frankfurt, Germany
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