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Meadow ME, Broas S, Hoare M, Alimohammadi F, Welle KA, Swovick K, Hryhorenko JR, Martinez JC, Biashad SA, Seluanov A, Gorbunova V, Buchwalter A, Ghaemmaghami S. Proteome Birthdating Reveals Age-Selectivity of Protein Ubiquitination. Mol Cell Proteomics 2024; 23:100791. [PMID: 38797438 PMCID: PMC11260378 DOI: 10.1016/j.mcpro.2024.100791] [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: 12/14/2023] [Revised: 03/27/2024] [Accepted: 05/15/2024] [Indexed: 05/29/2024] Open
Abstract
Within a cell, proteins have distinct and highly variable half-lives. As a result, the molecular ages of proteins can range from seconds to years. How the age of a protein influences its environmental interactions is a largely unexplored area of biology. To investigate the age-selectivity of cellular pathways, we developed a methodology termed "proteome birthdating" that barcodes proteins based on their time of synthesis. We demonstrate that this approach provides accurate measurements of protein turnover kinetics from a single biological sample encoding multiple labeling time-points. As a first application of the birthdated proteome, we investigated the age distribution of the human ubiquitinome. Our results indicate that the vast majority of ubiquitinated proteins in a cell consist of newly synthesized proteins and that these young proteins constitute the bulk of the degradative flux through the proteasome. Rapidly ubiquitinated nascent proteins are enriched in cytosolic subunits of large protein complexes. Conversely, proteins destined for the secretory pathway and vesicular transport have older ubiquitinated populations. Our data also identify a smaller subset of older ubiquitinated cellular proteins that do not appear to be targeted to the proteasome for rapid degradation. Together, our data provide an age census of the human ubiquitinome and establish proteome birthdating as a robust methodology for investigating the protein age-selectivity of diverse cellular pathways.
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Affiliation(s)
- Michael E Meadow
- Department of Biology, University of Rochester, New York, USA; Medical Scientist Training Program, University of Rochester, New York, USA
| | - Sarah Broas
- Department of Biology, University of Rochester, New York, USA
| | - Margaret Hoare
- Department of Biology, University of Rochester, New York, USA
| | - Fatemeh Alimohammadi
- Department of Pharmacology and Physiology, University of Rochester Medical Center, Rochester, New York, USA
| | - Kevin A Welle
- University of Rochester Mass Spectrometry Resource Laboratory, New York, USA
| | - Kyle Swovick
- University of Rochester Mass Spectrometry Resource Laboratory, New York, USA
| | | | - John C Martinez
- Department of Biology, University of Rochester, New York, USA
| | | | - Andrei Seluanov
- Department of Biology, University of Rochester, New York, USA; Department of Medicine, University of Rochester Medical Center, Rochester, New York, USA
| | - Vera Gorbunova
- Department of Biology, University of Rochester, New York, USA; Department of Medicine, University of Rochester Medical Center, Rochester, New York, USA
| | - Abigail Buchwalter
- Cardiovascular Research Institute, University of California San Francisco, San Francisco, California, USA
| | - Sina Ghaemmaghami
- Department of Biology, University of Rochester, New York, USA; University of Rochester Mass Spectrometry Resource Laboratory, New York, USA.
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2
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Rana V, Sitarik I, Petucci J, Jiang Y, Song H, O'Brien EP. Non-covalent Lasso Entanglements in Folded Proteins: Prevalence, Functional Implications, and Evolutionary Significance. J Mol Biol 2024; 436:168459. [PMID: 38296158 PMCID: PMC11265471 DOI: 10.1016/j.jmb.2024.168459] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/03/2023] [Revised: 01/23/2024] [Accepted: 01/24/2024] [Indexed: 02/17/2024]
Abstract
One-third of protein domains in the CATH database contain a recently discovered tertiary topological motif: non-covalent lasso entanglements, in which a segment of the protein backbone forms a loop closed by non-covalent interactions between residues and is threaded one or more times by the N- or C-terminal backbone segment. Unknown is how frequently this structural motif appears across the proteomes of organisms. And the correlation of these motifs with various classes of protein function and biological processes have not been quantified. Here, using a combination of protein crystal structures, AlphaFold2 predictions, and Gene Ontology terms we show that in E. coli, S. cerevisiae and H. sapiens that 71%, 52% and 49% of globular proteins contain one-or-more non-covalent lasso entanglements in their native fold, and that some of these are highly complex with multiple threading events. Further, proteins containing these tertiary motifs are consistently enriched in certain functions and biological processes across these organisms and depleted in others, strongly indicating an influence of evolutionary selection pressures acting positively and negatively on the distribution of these motifs. Together, these results demonstrate that non-covalent lasso entanglements are widespread and indicate they may be extensively utilized for protein function and subcellular processes, thus impacting phenotype.
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Affiliation(s)
- Viraj Rana
- Department of Chemistry, Pennsylvania State University, University Park, PA, United States
| | - Ian Sitarik
- Department of Chemistry, Pennsylvania State University, University Park, PA, United States
| | - Justin Petucci
- Institute for Computational and Data Sciences, Pennsylvania State University, University Park, PA, United States
| | - Yang Jiang
- Department of Chemistry, Pennsylvania State University, University Park, PA, United States
| | - Hyebin Song
- Bioinformatics and Genomics Graduate Program, The Huck Institutes of the Life Sciences, Pennsylvania State University, University Park, PA, United States; Department of Statistics, Pennsylvania State University, University Park, PA, United States.
| | - Edward P O'Brien
- Department of Chemistry, Pennsylvania State University, University Park, PA, United States; Institute for Computational and Data Sciences, Pennsylvania State University, University Park, PA, United States; Bioinformatics and Genomics Graduate Program, The Huck Institutes of the Life Sciences, Pennsylvania State University, University Park, PA, United States.
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3
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Molzahn C, Kuechler ER, Zemlyankina I, Nierves L, Ali T, Cole G, Wang J, Albu RF, Zhu M, Cashman NR, Gilch S, Karsan A, Lange PF, Gsponer J, Mayor T. Shift of the insoluble content of the proteome in the aging mouse brain. Proc Natl Acad Sci U S A 2023; 120:e2310057120. [PMID: 37906643 PMCID: PMC10636323 DOI: 10.1073/pnas.2310057120] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/16/2023] [Accepted: 09/24/2023] [Indexed: 11/02/2023] Open
Abstract
During aging, the cellular response to unfolded proteins is believed to decline, resulting in diminished proteostasis. In model organisms, such as Caenorhabditis elegans, proteostatic decline with age has been linked to proteome solubility shifts and the onset of protein aggregation. However, this correlation has not been extensively characterized in aging mammals. To uncover age-dependent changes in the insoluble portion of a mammalian proteome, we analyzed the detergent-insoluble fraction of mouse brain tissue by mass spectrometry. We identified a group of 171 proteins, including the small heat shock protein α-crystallin, that become enriched in the detergent-insoluble fraction obtained from old mice. To enhance our ability to detect features associated with proteins in that fraction, we complemented our data with a meta-analysis of studies reporting the detergent-insoluble proteins in various mouse models of aging and neurodegeneration. Strikingly, insoluble proteins from young and old mice are distinct in several features in our study and across the collected literature data. In younger mice, proteins are more likely to be disordered, part of membraneless organelles, and involved in RNA binding. These traits become less prominent with age, as an increased number of structured proteins enter the pellet fraction. This analysis suggests that age-related changes to proteome organization lead a group of proteins with specific features to become detergent-insoluble. Importantly, these features are not consistent with those associated with proteins driving membraneless organelle formation. We see no evidence in our system of a general increase of condensate proteins in the detergent-insoluble fraction with age.
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Affiliation(s)
- Cristen Molzahn
- Department of Biochemistry and Molecular Biology, Michael Smith Laboratories, University of British Columbia, Vancouver, BCV6T 1Z4, Canada
- Edward Leong Center for Healthy Aging, University of British Columbia, Vancouver, BCV6T 1Z3, Canada
| | - Erich R. Kuechler
- Department of Biochemistry and Molecular Biology, Michael Smith Laboratories, University of British Columbia, Vancouver, BCV6T 1Z4, Canada
| | - Irina Zemlyankina
- Department of Biochemistry and Molecular Biology, Michael Smith Laboratories, University of British Columbia, Vancouver, BCV6T 1Z4, Canada
| | - Lorenz Nierves
- Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, BCV6T 1Z4, Canada
- Michael Cuccione Childhood Cancer Research Program, British Columbia Children's Hospital Research Institute, Vancouver, BCV5Z 4H4, Canada
| | - Tahir Ali
- Faculty of Veterinary Medicine and Hotchkiss Brain Institute, University of Calgary, Calgary, ABT2N 4Z6, Canada
| | - Grace Cole
- Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, BCV6T 1Z4, Canada
- British Columbia Cancer Research Institute, Vancouver, BCV5Z 1L3, Canada
| | - Jing Wang
- Division of Neurology and Djavad Mowafaghian Centre for Brain Health, University of British Columbia, Vancouver, BCV6T 1Z3, Canada
| | - Razvan F. Albu
- Department of Biochemistry and Molecular Biology, Michael Smith Laboratories, University of British Columbia, Vancouver, BCV6T 1Z4, Canada
| | - Mang Zhu
- Department of Biochemistry and Molecular Biology, Michael Smith Laboratories, University of British Columbia, Vancouver, BCV6T 1Z4, Canada
| | - Neil R. Cashman
- Division of Neurology and Djavad Mowafaghian Centre for Brain Health, University of British Columbia, Vancouver, BCV6T 1Z3, Canada
| | - Sabine Gilch
- Faculty of Veterinary Medicine and Hotchkiss Brain Institute, University of Calgary, Calgary, ABT2N 4Z6, Canada
| | - Aly Karsan
- Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, BCV6T 1Z4, Canada
- British Columbia Cancer Research Institute, Vancouver, BCV5Z 1L3, Canada
| | - Philipp F. Lange
- Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, BCV6T 1Z4, Canada
- Michael Cuccione Childhood Cancer Research Program, British Columbia Children's Hospital Research Institute, Vancouver, BCV5Z 4H4, Canada
- British Columbia Cancer Research Institute, Vancouver, BCV5Z 1L3, Canada
| | - Jörg Gsponer
- Department of Biochemistry and Molecular Biology, Michael Smith Laboratories, University of British Columbia, Vancouver, BCV6T 1Z4, Canada
| | - Thibault Mayor
- Department of Biochemistry and Molecular Biology, Michael Smith Laboratories, University of British Columbia, Vancouver, BCV6T 1Z4, Canada
- Edward Leong Center for Healthy Aging, University of British Columbia, Vancouver, BCV6T 1Z3, Canada
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Salicari L, Baiesi M, Orlandini E, Trovato A. Folding kinetics of an entangled protein. PLoS Comput Biol 2023; 19:e1011107. [PMID: 37956216 PMCID: PMC10681328 DOI: 10.1371/journal.pcbi.1011107] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/16/2023] [Revised: 11/27/2023] [Accepted: 11/02/2023] [Indexed: 11/15/2023] Open
Abstract
The possibility of the protein backbone adopting lasso-like entangled motifs has attracted increasing attention. After discovering the surprising abundance of natively entangled protein domain structures, it was shown that misfolded entangled subpopulations might become thermosensitive or escape the homeostasis network just after translation. To investigate the role of entanglement in shaping folding kinetics, we introduce a novel indicator and analyze simulations of a coarse-grained, structure-based model for two small single-domain proteins. The model recapitulates the well-known two-state folding mechanism of a non-entangled SH3 domain. However, despite its small size, a natively entangled antifreeze RD1 protein displays a rich refolding behavior, populating two distinct kinetic intermediates: a short-lived, entangled, near-unfolded state and a longer-lived, non-entangled, near-native state. The former directs refolding along a fast pathway, whereas the latter is a kinetic trap, consistently with known experimental evidence of two different characteristic times. Upon trapping, the natively entangled loop folds without being threaded by the N-terminal residues. After trapping, the native entangled structure emerges by either backtracking to the unfolded state or threading through the already formed but not yet entangled loop. Along the fast pathway, trapping does not occur because the native contacts at the closure of the lasso-like loop fold after those involved in the N-terminal thread, confirming previous predictions. Despite this, entanglement may appear already in unfolded configurations. Remarkably, a longer-lived, near-native intermediate, with non-native entanglement properties, recalls what was observed in cotranslational folding.
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Affiliation(s)
- Leonardo Salicari
- Department of Physics and Astronomy “G. Galilei”, University of Padova, Padova, Italy
- National Institute of Nuclear Physics (INFN), Padova Section, Padova, Italy
| | - Marco Baiesi
- Department of Physics and Astronomy “G. Galilei”, University of Padova, Padova, Italy
- National Institute of Nuclear Physics (INFN), Padova Section, Padova, Italy
| | - Enzo Orlandini
- Department of Physics and Astronomy “G. Galilei”, University of Padova, Padova, Italy
- National Institute of Nuclear Physics (INFN), Padova Section, Padova, Italy
| | - Antonio Trovato
- Department of Physics and Astronomy “G. Galilei”, University of Padova, Padova, Italy
- National Institute of Nuclear Physics (INFN), Padova Section, Padova, Italy
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5
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Halder R, Nissley DA, Sitarik I, Jiang Y, Rao Y, Vu QV, Li MS, Pritchard J, O'Brien EP. How soluble misfolded proteins bypass chaperones at the molecular level. Nat Commun 2023; 14:3689. [PMID: 37344452 DOI: 10.1038/s41467-023-38962-z] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/24/2022] [Accepted: 05/24/2023] [Indexed: 06/23/2023] Open
Abstract
Subpopulations of soluble, misfolded proteins can bypass chaperones within cells. The extent of this phenomenon and how it happens at the molecular level are unknown. Through a meta-analysis of the experimental literature we find that in all quantitative protein refolding studies there is always a subpopulation of soluble but misfolded protein that does not fold in the presence of one or more chaperones, and can take days or longer to do so. Thus, some misfolded subpopulations commonly bypass chaperones. Using multi-scale simulation models we observe that the misfolded structures that bypass various chaperones can do so because their structures are highly native like, leading to a situation where chaperones do not distinguish between the folded and near-native-misfolded states. More broadly, these results provide a mechanism by which long-time scale changes in protein structure and function can persist in cells because some misfolded states can bypass components of the proteostasis machinery.
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Affiliation(s)
- Ritaban Halder
- Department of Chemistry, Pennsylvania State University, University Park, PA, 16802, USA
| | - Daniel A Nissley
- Department of Chemistry, Pennsylvania State University, University Park, PA, 16802, USA
- Department of Statistics, University of Oxford, Oxford, OX1 3LB, UK
| | - Ian Sitarik
- Department of Chemistry, Pennsylvania State University, University Park, PA, 16802, USA
| | - Yang Jiang
- Department of Chemistry, Pennsylvania State University, University Park, PA, 16802, USA
| | - Yiyun Rao
- Molecular, Cellular and Integrative Biosciences Program, The Huck Institutes of the Life Sciences, Pennsylvania State University, University Park, PA, 16802, USA
| | - Quyen V Vu
- Institute of Physics, Polish Academy of Sciences; Al. Lotnikow 32/46, 02-668, Warsaw, Poland
| | - Mai Suan Li
- Institute of Physics, Polish Academy of Sciences; Al. Lotnikow 32/46, 02-668, Warsaw, Poland
- Institute for Computational Sciences and Technology; Quang Trung Software City, Tan Chanh Hiep Ward, District 12, Ho Chi Minh City, Vietnam
| | - Justin Pritchard
- Department of Biomedical Engineering, Pennsylvania State University, State College, PA, 16802, USA
- Huck Institute for the Life Sciences, Pennsylvania State University, State College, PA, 16802, USA
| | - Edward P O'Brien
- Department of Chemistry, Pennsylvania State University, University Park, PA, 16802, USA.
- Bioinformatics and Genomics Graduate Program, The Huck Institutes of the Life Sciences, Pennsylvania State University, University Park, PA, 16802, USA.
- Institute for Computational and Data Sciences, Pennsylvania State University, University Park, PA, 16802, USA.
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6
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Salicari L, Trovato A. Entangled Motifs in Membrane Protein Structures. Int J Mol Sci 2023; 24:ijms24119193. [PMID: 37298146 DOI: 10.3390/ijms24119193] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/30/2023] [Revised: 05/18/2023] [Accepted: 05/20/2023] [Indexed: 06/12/2023] Open
Abstract
Entangled motifs are found in one-third of protein domain structures, a reference set that contains mostly globular proteins. Their properties suggest a connection with co-translational folding. Here, we wish to investigate the presence and properties of entangled motifs in membrane protein structures. From existing databases, we build a non-redundant data set of membrane protein domains, annotated with the monotopic/transmembrane and peripheral/integral labels. We evaluate the presence of entangled motifs using the Gaussian entanglement indicator. We find that entangled motifs appear in one-fifth of transmembrane and one-fourth of monotopic proteins. Surprisingly, the main features of the distribution of the values of the entanglement indicator are similar to the reference case of general proteins. The distribution is conserved across different organisms. Differences with respect to the reference set emerge when considering the chirality of entangled motifs. Although the same chirality bias is found for single-winding motifs in both membrane and reference proteins, the bias is reversed, strikingly, for double-winding motifs only in the reference set. We speculate that these observations can be rationalized in terms of the constraints exerted on the nascent chain by the co-translational bio-genesis machinery, which is different for membrane and globular proteins.
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Affiliation(s)
- Leonardo Salicari
- Department of Physics and Astronomy 'Galileo Galilei', University of Padova, Via Marzolo 8, 35031 Padova, PD, Italy
- National Institute of Nuclear Physics (INFN), Padova Section, Via Marzolo 8, 35131 Padova, PD, Italy
| | - Antonio Trovato
- Department of Physics and Astronomy 'Galileo Galilei', University of Padova, Via Marzolo 8, 35031 Padova, PD, Italy
- National Institute of Nuclear Physics (INFN), Padova Section, Via Marzolo 8, 35131 Padova, PD, Italy
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Zhu M, Calabrese G, Wong RWK, Mayor T. Identification of newly translated thermo-sensitive proteins using pulse SILAC mass spectrometry and the GAL promoter system. STAR Protoc 2023; 4:102059. [PMID: 36853680 PMCID: PMC9881406 DOI: 10.1016/j.xpro.2023.102059] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/16/2022] [Revised: 12/14/2022] [Accepted: 01/04/2023] [Indexed: 01/26/2023] Open
Abstract
Some newly translated proteins are more susceptible to misfolding and aggregation upon heat shock in comparison to other proteins. To study these newly translated thermo-sensitive proteins on a proteomic scale, we present here a protocol that combines pulse-SILAC with biochemical fractionation for mass spectrometry analysis, followed by an orthogonal validation protocol for selected candidates using the GAL promoter system in Saccharomyces cerevisiae. This approach can be further developed to study other stresses and specific post-translational modifications or adapted to mammalian cells. For complete details on the use and execution of this protocol, please refer to Zhu et al. (2022).1.
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Affiliation(s)
- Mang Zhu
- Department of Biochemistry and Molecular Biology, Michael Smith Laboratories, University of British Columbia, Vancouver, BC V6T 1Z4, Canada.
| | - Gaetano Calabrese
- Department of Biochemistry and Molecular Biology, Michael Smith Laboratories, University of British Columbia, Vancouver, BC V6T 1Z4, Canada
| | - Ryan W K Wong
- Department of Biochemistry and Molecular Biology, Michael Smith Laboratories, University of British Columbia, Vancouver, BC V6T 1Z4, Canada
| | - Thibault Mayor
- Department of Biochemistry and Molecular Biology, Michael Smith Laboratories, University of British Columbia, Vancouver, BC V6T 1Z4, Canada.
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