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Gould SB, Magiera J, García García C, Raval PK. Reliability of plastid and mitochondrial localisation prediction declines rapidly with the evolutionary distance to the training set increasing. PLoS Comput Biol 2024; 20:e1012575. [PMID: 39527633 PMCID: PMC11581415 DOI: 10.1371/journal.pcbi.1012575] [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: 03/15/2024] [Revised: 11/21/2024] [Accepted: 10/17/2024] [Indexed: 11/16/2024] Open
Abstract
Mitochondria and plastids import thousands of proteins. Their experimental localisation remains a frequent task, but can be resource-intensive and sometimes impossible. Hence, hundreds of studies make use of algorithms that predict a localisation based on a protein's sequence. Their reliability across evolutionary diverse species is unknown. Here, we evaluate the performance of common algorithms (TargetP, Localizer and WoLFPSORT) for four photosynthetic eukaryotes (Arabidopsis thaliana, Zea mays, Physcomitrium patens, and Chlamydomonas reinhardtii) for which experimental plastid and mitochondrial proteome data is available, and 171 eukaryotes using orthology inferences. The match between predictions and experimental data ranges from 75% to as low as 2%. Results worsen as the evolutionary distance between training and query species increases, especially for plant mitochondria for which performance borders on random sampling. Specificity, sensitivity and precision analyses highlight cross-organelle errors and uncover the evolutionary divergence of organelles as the main driver of current performance issues. The results encourage to train the next generation of neural networks on an evolutionary more diverse set of organelle proteins for optimizing performance and reliability.
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Affiliation(s)
- Sven B. Gould
- Institute for Molecular Evolution, Heinrich–Heine–University Düsseldorf, Düsseldorf, Germany
| | - Jonas Magiera
- Institute for Molecular Evolution, Heinrich–Heine–University Düsseldorf, Düsseldorf, Germany
| | - Carolina García García
- Institute for Molecular Evolution, Heinrich–Heine–University Düsseldorf, Düsseldorf, Germany
| | - Parth K. Raval
- Institute for Molecular Evolution, Heinrich–Heine–University Düsseldorf, Düsseldorf, Germany
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2
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A combination of Class-I fumarases and metabolites (α-ketoglutarate and fumarate) signal the DNA damage response in Escherichia coli. Proc Natl Acad Sci U S A 2021; 118:2026595118. [PMID: 34083440 DOI: 10.1073/pnas.2026595118] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
Abstract
Class-II fumarases (fumarate hydratase, FH) are dual-targeted enzymes occurring in the mitochondria and cytosol of all eukaryotes. They are essential components in the DNA damage response (DDR) and, more specifically, protect cells from DNA double-strand breaks. Similarly, the gram-positive bacterium Bacillus subtilis class-II fumarase, in addition to its role in the tricarboxylic acid cycle, participates in the DDR. Escherichia coli harbors three fumarase genes: class-I fumA and fumB and class-II fumC Notably, class-I fumarases show no sequence similarity to class-II fumarases and are of different evolutionary origin. Strikingly, here we show that E. coli fumarase functions are distributed between class-I fumarases, which participate in the DDR, and the class-II fumarase, which participates in respiration. In E. coli, we discover that the signaling molecule, alpha-ketoglutarate (α-KG), has a function, complementing DNA damage sensitivity of fum-null mutants. Excitingly, we identify the E. coli α-KG-dependent DNA repair enzyme AlkB as the target of this interplay of metabolite signaling. In addition to α-KG, fumarate (fumaric acid) is shown to affect DNA damage repair on two different levels, first by directly inhibiting the DNA damage repair enzyme AlkB demethylase activity, both in vitro and in vivo (countering α-KG). The second is a more global effect on transcription, because fum-null mutants exhibit a decrease in transcription of key DNA damage repair genes. Together, these results show evolutionary adaptable metabolic signaling of the DDR, in which fumarases and different metabolites are recruited regardless of the evolutionary enzyme class performing the function.
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3
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Shin H, Cha HJ, Lee MJ, Na K, Park D, Kim CY, Han DH, Kim H, Paik YK. Identification of ALDH6A1 as a Potential Molecular Signature in Hepatocellular Carcinoma via Quantitative Profiling of the Mitochondrial Proteome. J Proteome Res 2020; 19:1684-1695. [PMID: 31985234 DOI: 10.1021/acs.jproteome.9b00846] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/08/2023]
Abstract
Various liver diseases, including hepatocellular carcinoma (HCC), have been linked to mitochondrial dysfunction, reduction of reactive oxygen species (ROS), and elevation of nitric oxide (NO). In this study, we subjected the human liver mitochondrial proteome to extensive quantitative proteomic profiling analysis and molecular characterization to identify potential signatures indicative of cancer cell growth and progression. Sequential proteomic analysis identified 2452 mitochondrial proteins, of which 1464 and 2010 were classified as nontumor and tumor (HCC) mitochondrial proteins, respectively, with 1022 overlaps. Further metabolic mapping of the HCC mitochondrial proteins narrowed our biological characterization to four proteins, namely, ALDH4A1, LRPPRC, ATP5C1, and ALDH6A1. The latter protein, a mitochondrial methylmalonate semialdehyde dehydrogenase (ALDH6A1), was most strongly suppressed in HCC tumor regions (∼10-fold decrease) in contrast to LRPPRC (∼6-fold increase) and was predicted to be present in plasma. Accordingly, we selected ALDH6A1 for functional analysis and engineered Hep3B cells to overexpress this protein, called ALDH6A1-O/E cells. Since ALDH6A1 is predicted to be involved in mitochondrial respiration, we assessed changes in the levels of NO and ROS in the overexpressed cell lines. Surprisingly, in ALDH6A1-O/E cells, NO was decreased nearly 50% but ROS was increased at a similar level, while the former was restored by treatment with S-nitroso-N-acetyl-penicillamine. The lactate levels were also decreased relative to control cells. Propidium iodide and Rhodamine-123 staining suggested that the decrease in NO and increase in ROS in ALDH6A1-O/E cells could be caused by depolarization of the mitochondrial membrane potential (ΔΨ). Taken together, our results suggest that hepatic neoplastic transformation appears to suppress the expression of ALDH6A1, which is accompanied by a respective increase and decrease in NO and ROS in cancer cells. Given the close link between ALDH6A1 suppression and abnormal cancer cell growth, this protein may serve as a potential molecular signature or biomarker of hepatocarcinogenesis and treatment responses.
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Affiliation(s)
- Heon Shin
- Yonsei Proteome Research Center, Yonsei University, Seoul 03722, Republic of Korea
| | - Hyun-Jeong Cha
- Yonsei Proteome Research Center, Yonsei University, Seoul 03722, Republic of Korea
| | - Min Jung Lee
- Yonsei Proteome Research Center, Yonsei University, Seoul 03722, Republic of Korea
| | - Keun Na
- Yonsei Proteome Research Center, Yonsei University, Seoul 03722, Republic of Korea
| | - Donha Park
- Yonsei Proteome Research Center, Yonsei University, Seoul 03722, Republic of Korea
| | - Chae-Yeon Kim
- Yonsei Proteome Research Center, Yonsei University, Seoul 03722, Republic of Korea.,Interdisciplinary Program of Integrated OMICS for Biomedical Science, Graduate School, Yonsei University, Seoul 03722, Republic of Korea
| | - Dai Hoon Han
- Department of Surgery and Department of Pathology, Yonsei University College of Medicine, Seoul 03722, Republic of Korea.,Department of Pathology, College of Medicine, Severance Hospital, Yonsei University, Seoul 03722, Republic of Korea
| | - Hoguen Kim
- Department of Pathology, College of Medicine, Severance Hospital, Yonsei University, Seoul 03722, Republic of Korea
| | - Young-Ki Paik
- Yonsei Proteome Research Center, Yonsei University, Seoul 03722, Republic of Korea
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Hill GE, Havird JC, Sloan DB, Burton RS, Greening C, Dowling DK. Assessing the fitness consequences of mitonuclear interactions in natural populations. Biol Rev Camb Philos Soc 2019; 94:1089-1104. [PMID: 30588726 PMCID: PMC6613652 DOI: 10.1111/brv.12493] [Citation(s) in RCA: 74] [Impact Index Per Article: 12.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/12/2018] [Revised: 11/27/2018] [Accepted: 11/30/2018] [Indexed: 12/22/2022]
Abstract
Metazoans exist only with a continuous and rich supply of chemical energy from oxidative phosphorylation in mitochondria. The oxidative phosphorylation machinery that mediates energy conservation is encoded by both mitochondrial and nuclear genes, and hence the products of these two genomes must interact closely to achieve coordinated function of core respiratory processes. It follows that selection for efficient respiration will lead to selection for compatible combinations of mitochondrial and nuclear genotypes, and this should facilitate coadaptation between mitochondrial and nuclear genomes (mitonuclear coadaptation). Herein, we outline the modes by which mitochondrial and nuclear genomes may coevolve within natural populations, and we discuss the implications of mitonuclear coadaptation for diverse fields of study in the biological sciences. We identify five themes in the study of mitonuclear interactions that provide a roadmap for both ecological and biomedical studies seeking to measure the contribution of intergenomic coadaptation to the evolution of natural populations. We also explore the wider implications of the fitness consequences of mitonuclear interactions, focusing on central debates within the fields of ecology and biomedicine.
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Affiliation(s)
- Geoffrey E. Hill
- Department of Biological Sciences, Auburn University, United States of America
| | - Justin C. Havird
- Department of Biology, Colorado State University, United States of America
| | - Daniel B. Sloan
- Department of Biology, Colorado State University, United States of America
| | - Ronald S. Burton
- Scripps Institution of Oceanography, University of California, San Diego, United States of America
| | - Chris Greening
- School of Biological Sciences, Monash University, Clayton, Victoria 3800, Australia
| | - Damian K. Dowling
- School of Biological Sciences, Monash University, Clayton, Victoria 3800, Australia
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Leshets M, Silas YBH, Lehming N, Pines O. Fumarase: From the TCA Cycle to DNA Damage Response and Tumor Suppression. Front Mol Biosci 2018; 5:68. [PMID: 30090811 PMCID: PMC6068284 DOI: 10.3389/fmolb.2018.00068] [Citation(s) in RCA: 31] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/26/2018] [Accepted: 07/02/2018] [Indexed: 12/22/2022] Open
Abstract
Fumarase is an enzyme of the tricarboxylic acid (TCA) cycle in mitochondria, but in recent years, it has emerged as a participant in the response to DNA double strand breaks (DSBs) in the nucleus. In fact, this enzyme is dual-targeted and can be also readily detected in the mitochondrial and cytosolic/nuclear compartments of all the eukaryotic organisms examined. Intriguingly, this evolutionary conserved cytosolic population of fumarase, its enzymatic activity and the associated metabolite fumarate, are required for the cellular DNA damage response (DDR) to double-strand breaks. Here we review findings from yeast and human cells regarding how fumarase and fumarate may precisely participate in the DNA damage response. In yeast, cytosolic fumarase is involved in the homologous recombination (HR) repair pathway, through its function in the DSB resection process. One target of this regulation is the resection enzyme Sae2. In human cells, fumarase is involved in the non-homologous end joining (NHEJ) repair pathway. Fumarase is phosphorylated by the DNA-dependent protein kinase (DNA-PK) complex, which induces the recruitment of fumarase to the DSB and local generation of fumarate. Fumarate inhibits the lysine demethylase 2B (KDM2B), thereby facilitating the dimethylation of histone H3, which leads to the repair of the break by the NHEJ pathway. Finally, we discuss the question how fumarase may function as a tumor suppressor via its metabolite substrate fumarate. We offer a number of models which can explain an apparent contradiction regarding how fumarate absence/accumulation, as a function of subcellular location and stage can determine tumorigenesis. Fumarate, on the one hand, a positive regulator of genome stability (its absence supports genome instability and tumorigenesis) and, on the other hand, its accumulation drives angiogenesis and proliferation (thereby supporting tumor establishment).
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Affiliation(s)
- Michael Leshets
- Department of Microbiology and Molecular Genetics, Institute for Medical Research Israel-Canada (IMRIC), Faculty of Medicine, Hebrew University of Jerusalem, Jerusalem, Israel
| | - Yardena B H Silas
- Department of Microbiology and Molecular Genetics, Institute for Medical Research Israel-Canada (IMRIC), Faculty of Medicine, Hebrew University of Jerusalem, Jerusalem, Israel
| | - Norbert Lehming
- NUS-HUJ-CREATE Program and the Department of Microbiology and Immunology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
| | - Ophry Pines
- Department of Microbiology and Molecular Genetics, Institute for Medical Research Israel-Canada (IMRIC), Faculty of Medicine, Hebrew University of Jerusalem, Jerusalem, Israel.,NUS-HUJ-CREATE Program and the Department of Microbiology and Immunology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
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6
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Leshets M, Ramamurthy D, Lisby M, Lehming N, Pines O. Fumarase is involved in DNA double-strand break resection through a functional interaction with Sae2. Curr Genet 2017; 64:697-712. [DOI: 10.1007/s00294-017-0786-4] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/09/2017] [Revised: 11/19/2017] [Accepted: 11/22/2017] [Indexed: 11/28/2022]
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7
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de Pádua RA, Kia AM, Costa-Filho AJ, Wilkinson SR, Nonato MC. Characterisation of the fumarate hydratase repertoire in Trypanosoma cruzi. Int J Biol Macromol 2017; 102:42-51. [DOI: 10.1016/j.ijbiomac.2017.03.099] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/26/2016] [Revised: 03/17/2017] [Accepted: 03/18/2017] [Indexed: 11/16/2022]
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8
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Ben-Menachem R, Pines O. Detection of Dual Targeting and Dual Function of Mitochondrial Proteins in Yeast. Methods Mol Biol 2017; 1567:179-195. [PMID: 28276019 DOI: 10.1007/978-1-4939-6824-4_11] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
Abstract
Eukaryotic cells are defined by the existence of subcellular compartments and organelles. The localization of a protein to a specific subcellular compartment is one of the most fundamental processes of a living cell. It is well documented that in eukaryotic cells molecules of a single protein can be located in more than one subcellular compartment, a phenomenon termed dual targeting, bimodal targeting, or dual localization. Recently, growing evidence started to accumulate for abundant dual targeting of mitochondrial proteins, which are localized to a second location in the cell, besides this specific organelle. We have termed these dual localized proteins echoforms or echoproteins (echo in Greek denotes repetition). As the research on dual targeting of proteins is developing and evidence is accumulating for high abundance of the phenomenon, there is a growing need for new methods that would allow the identification of dual localized proteins and analysis of their functions in each subcellular compartment. This is particularly critical for single translation products that are encoded by the same gene and are actually derived from the same protein but nevertheless distribute between different subcellular compartments. The above considerations have led us to develop several approaches for studying dual localized proteins and their dual function. These include an α-complementation-based assay, specific depletion, and selection of the individual echoproteins.
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Affiliation(s)
- Reut Ben-Menachem
- Department of Microbiology and Molecular Genetics, IMRIC, Faculty of Medicine, Hebrew University, Jerusalem, Israel
| | - Ophry Pines
- Department of Microbiology and Molecular Genetics, IMRIC, Faculty of Medicine, Hebrew University, Jerusalem, Israel.
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Lionaki E, Gkikas I, Tavernarakis N. Differential Protein Distribution between the Nucleus and Mitochondria: Implications in Aging. Front Genet 2016; 7:162. [PMID: 27695477 PMCID: PMC5025450 DOI: 10.3389/fgene.2016.00162] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/25/2016] [Accepted: 09/01/2016] [Indexed: 01/05/2023] Open
Abstract
The coordination of nuclear and mitochondrial genomes plays a pivotal role in maintenance of mitochondrial biogenesis and functionality during stress and aging. Environmental and cellular inputs signal to nucleus and/or mitochondria to trigger interorganellar compensatory responses. Loss of this tightly orchestrated coordination results in loss of cellular homeostasis and underlies various pathologies and age-related diseases. Several signaling cascades that govern interorganellar communication have been revealed up to now, and have been classified as part of the anterograde (nucleus to mitochondria) or retrograde (mitochondrial to nucleus) response. Many of these molecular pathways rely on the dual distribution of nuclear or mitochondrial components under basal or stress conditions. These dually localized components usually engage in specific tasks in their primary organelle of function, whilst upon cellular stimuli, they appear in the other organelle where they engage in the same or a different task, triggering a compensatory stress response. In this review, we focus on protein factors distributed between the nucleus and mitochondria and activated to exert their functions upon basal or stress conditions. We further discuss implications of bi-organellar targeting in the context of aging.
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Affiliation(s)
- Eirini Lionaki
- Institute of Molecular Biology and Biotechnology, Foundation for Research and Technology-Hellas Heraklion, Greece
| | - Ilias Gkikas
- Institute of Molecular Biology and Biotechnology, Foundation for Research and Technology-Hellas Heraklion, Greece
| | - Nektarios Tavernarakis
- Institute of Molecular Biology and Biotechnology, Foundation for Research and Technology-HellasHeraklion, Greece; Department of Basic Sciences, Faculty of Medicine, University of CreteHeraklion, Greece
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Kalderon B, Pines O. Protein folding as a driving force for dual protein targeting in eukaryotes. Front Mol Biosci 2014; 1:23. [PMID: 25988164 PMCID: PMC4428415 DOI: 10.3389/fmolb.2014.00023] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2014] [Accepted: 10/28/2014] [Indexed: 01/19/2023] Open
Abstract
It is well documented that in eukaryotic cells molecules of one protein can be located in several subcellular locations, a phenomenon termed dual targeting, dual localization, or dual distribution. The differently localized identical or nearly identical proteins are termed “echoforms.” Our conventional definition of dual targeted proteins refers to situations in which one of the echoforms is translocated through/into a membrane. Thus, dual targeted proteins are recognized by at least one organelle's receptors and translocation machineries within the lipid bilayer. In this review we attempt to evaluate mechanisms and situations in which protein folding is the major determinant of dual targeting and of the relative distribution levels of echoforms in the subcellular compartments of the eukaryotic cell. We show that the decisive folding step can occur prior, during or after translocation through the bilayer of a biological membrane. This phenomenon involves folding catalysts in the cell such as chaperones, proteases and modification enzymes, and targeting processes such as signal recognition, translocation through membranes, trapping, retrotranslocation and reverse translocation.
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Affiliation(s)
- Bella Kalderon
- Department of Microbiology and Molecular Genetics, Faculty of Medicine, Institute for Medical Research Israel-Canada, Hebrew University of Jerusalem Jerusalem, Israel
| | - Ophry Pines
- Department of Microbiology and Molecular Genetics, Faculty of Medicine, Institute for Medical Research Israel-Canada, Hebrew University of Jerusalem Jerusalem, Israel ; CREATE-NUS-HUJ Cellular and Molecular Mechanisms of Inflammation Program, National University of Singapore Singapore, Singapore
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Carrie C, Whelan J. Widespread dual targeting of proteins in land plants: when, where, how and why. PLANT SIGNALING & BEHAVIOR 2013; 8:25034. [PMID: 23733068 PMCID: PMC3999085 DOI: 10.4161/psb.25034] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/06/2023]
Abstract
Since the discovery of the first dual targeted protein in plants in 1995 the number of dual targeted proteins in plants has grown to over 250 proteins. Much work and investigations have focused on identifying how or what makes a protein dual targeted. Recently, more research has focused on the evolution and conservation of dual targeting of proteins in plants. This new work has demonstrated that dual targeting arose early within the evolution of plants and because it is rarely lost, once gained, it must be under some positive selection pressure. The possible reasons as why proteins are dual targeted and why it was conserved during the evolution of plants are discussed.
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Affiliation(s)
- Chris Carrie
- Department of Biology I, Botany; Ludwig-Maximilians Universität München; Planegg-Martinsried, Germany
- Correspondence to: Chris Carrie,
| | - James Whelan
- ARC Centre of Excellence in Plant Energy Biology; University of Western Australia; Crawley, WA Australia
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