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Persson K, Stenberg S, Tamás MJ, Warringer J. Adaptation of the yeast gene knockout collection is near-perfectly predicted by fitness and diminishing return epistasis. G3 (BETHESDA, MD.) 2022; 12:6694849. [PMID: 36083011 PMCID: PMC9635671 DOI: 10.1093/g3journal/jkac240] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/07/2022] [Accepted: 08/29/2022] [Indexed: 05/31/2023]
Abstract
Adaptive evolution of clonally dividing cells and microbes is the ultimate cause of cancer and infectious diseases. The possibility of constraining the adaptation of cell populations, by inhibiting proteins enhancing the evolvability, has therefore attracted interest. However, our current understanding of how genes influence adaptation kinetics is limited, partly because accurately measuring adaptation for many cell populations is challenging. We used a high-throughput adaptive laboratory evolution platform to track the adaptation of >18,000 cell populations corresponding to single-gene deletion strains in the haploid yeast deletion collection. We report that the preadaptation fitness of gene knockouts near-perfectly (R2= 0.91) predicts their adaptation to arsenic, leaving at the most a marginal role for dedicated evolvability gene functions. We tracked the adaptation of another >23,000 gene knockout populations to a diverse range of selection pressures and generalized the almost perfect (R2=0.72-0.98) capacity of preadaptation fitness to predict adaptation. We also reconstructed mutations in FPS1, ASK10, and ARR3, which together account for almost all arsenic adaptation in wild-type cells, in gene deletions covering a broad fitness range and show that the predictability of arsenic adaptation can be understood as a by global epistasis, where excluding arsenic is more beneficial to arsenic unfit cells. The paucity of genes with a meaningful evolvability effect on adaptation diminishes the prospects of developing adjuvant drugs aiming to slow antimicrobial and chemotherapy resistance.
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Affiliation(s)
- Karl Persson
- Corresponding author: Department of Biology and Biological Engineering, Chalmers University of Technology, 41296 Gothenburg, Sweden.
| | - Simon Stenberg
- Department of Chemistry and Molecular Biology, University of Gothenburg, 40530 Gothenburg, Sweden
| | - Markus J Tamás
- Department of Chemistry and Molecular Biology, University of Gothenburg, 40530 Gothenburg, Sweden
| | - Jonas Warringer
- Corresponding author: Department of Chemistry and Molecular Biology, University of Gothenburg, PO Box 462, 40530 Gothenburg, Sweden.
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2
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Stenberg S, Li J, Gjuvsland AB, Persson K, Demitz-Helin E, González Peña C, Yue JX, Gilchrist C, Ärengård T, Ghiaci P, Larsson-Berglund L, Zackrisson M, Smits S, Hallin J, Höög JL, Molin M, Liti G, Omholt SW, Warringer J. Genetically controlled mtDNA deletions prevent ROS damage by arresting oxidative phosphorylation. eLife 2022; 11:e76095. [PMID: 35801695 PMCID: PMC9427111 DOI: 10.7554/elife.76095] [Citation(s) in RCA: 17] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/03/2021] [Accepted: 07/07/2022] [Indexed: 11/15/2022] Open
Abstract
Deletion of mitochondrial DNA in eukaryotes is currently attributed to rare accidental events associated with mitochondrial replication or repair of double-strand breaks. We report the discovery that yeast cells arrest harmful intramitochondrial superoxide production by shutting down respiration through genetically controlled deletion of mitochondrial oxidative phosphorylation genes. We show that this process critically involves the antioxidant enzyme superoxide dismutase 2 and two-way mitochondrial-nuclear communication through Rtg2 and Rtg3. While mitochondrial DNA homeostasis is rapidly restored after cessation of a short-term superoxide stress, long-term stress causes maladaptive persistence of the deletion process, leading to complete annihilation of the cellular pool of intact mitochondrial genomes and irrevocable loss of respiratory ability. This shows that oxidative stress-induced mitochondrial impairment may be under strict regulatory control. If the results extend to human cells, the results may prove to be of etiological as well as therapeutic importance with regard to age-related mitochondrial impairment and disease.
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Affiliation(s)
- Simon Stenberg
- Centre for Integrative Genetics, Department of Animal and Aquacultural Sciences, Norwegian University of Life SciencesÅsNorway
- Department of Chemistry and Molecular Biology, University of GothenburgGothenburgSweden
| | - Jing Li
- State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, Guangdong Key Laboratory of Nasopharyngeal Carcinoma Diagnosis and Therapy, Sun Yat-sen University Cancer CenterGuangzhouChina
- Université Côte d’Azur, CNRS, INSERM, IRCANNiceFrance
| | - Arne B Gjuvsland
- Centre for Integrative Genetics, Department of Animal and Aquacultural Sciences, Norwegian University of Life SciencesÅsNorway
| | - Karl Persson
- Department of Chemistry and Molecular Biology, University of GothenburgGothenburgSweden
| | - Erik Demitz-Helin
- Department of Chemistry and Molecular Biology, University of GothenburgGothenburgSweden
| | - Carles González Peña
- Department of Chemistry and Molecular Biology, University of GothenburgGothenburgSweden
| | - Jia-Xing Yue
- State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, Guangdong Key Laboratory of Nasopharyngeal Carcinoma Diagnosis and Therapy, Sun Yat-sen University Cancer CenterGuangzhouChina
- Université Côte d’Azur, CNRS, INSERM, IRCANNiceFrance
| | - Ciaran Gilchrist
- Department of Chemistry and Molecular Biology, University of GothenburgGothenburgSweden
| | - Timmy Ärengård
- Department of Chemistry and Molecular Biology, University of GothenburgGothenburgSweden
| | - Payam Ghiaci
- Department of Chemistry and Molecular Biology, University of GothenburgGothenburgSweden
| | - Lisa Larsson-Berglund
- Department of Chemistry and Molecular Biology, University of GothenburgGothenburgSweden
| | - Martin Zackrisson
- Department of Chemistry and Molecular Biology, University of GothenburgGothenburgSweden
| | - Silvana Smits
- Department of Chemistry and Molecular Biology, University of GothenburgGothenburgSweden
| | - Johan Hallin
- Department of Chemistry and Molecular Biology, University of GothenburgGothenburgSweden
| | - Johanna L Höög
- Department of Chemistry and Molecular Biology, University of GothenburgGothenburgSweden
| | - Mikael Molin
- Department of Chemistry and Molecular Biology, University of GothenburgGothenburgSweden
- Department of Biology and Biological Engineering, Chalmers University of TechnologyGothenburgSweden
| | - Gianni Liti
- Université Côte d’Azur, CNRS, INSERM, IRCANNiceFrance
| | - Stig W Omholt
- Department of Circulation and Medical Imaging, Cardiac Exercise Research Group, Norwegian University of Science and TechnologyTrondheimNorway
| | - Jonas Warringer
- Department of Chemistry and Molecular Biology, University of GothenburgGothenburgSweden
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3
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Li J, Vázquez-García I, Persson K, González A, Yue JX, Barré B, Hall MN, Long A, Warringer J, Mustonen V, Liti G. Shared Molecular Targets Confer Resistance over Short and Long Evolutionary Timescales. Mol Biol Evol 2019; 36:691-708. [PMID: 30657986 DOI: 10.1093/molbev/msz006] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023] Open
Abstract
Pre-existing and de novo genetic variants can both drive adaptation to environmental changes, but their relative contributions and interplay remain poorly understood. Here we investigated the evolutionary dynamics in drug-treated yeast populations with different levels of pre-existing variation by experimental evolution coupled with time-resolved sequencing and phenotyping. We found a doubling of pre-existing variation alone boosts the adaptation by 64.1% and 51.5% in hydroxyurea and rapamycin, respectively. The causative pre-existing and de novo variants were selected on shared targets: RNR4 in hydroxyurea and TOR1, TOR2 in rapamycin. Interestingly, the pre-existing and de novo TOR variants map to different functional domains and act via distinct mechanisms. The pre-existing TOR variants from two domesticated strains exhibited opposite rapamycin resistance effects, reflecting lineage-specific functional divergence. This study provides a dynamic view on how pre-existing and de novo variants interactively drive adaptation and deepens our understanding of clonally evolving populations.
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Affiliation(s)
- Jing Li
- Université Côte d'Azur, CNRS, Inserm, IRCAN, Nice, France
| | - Ignacio Vázquez-García
- Wellcome Trust Sanger Institute, Cambridge, United Kingdom.,Department of Applied Mathematics and Theoretical Physics, University of Cambridge, Cambridge, United Kingdom.,Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY.,Department of Statistics, Columbia University, New York, NY
| | - Karl Persson
- Department of Chemistry and Molecular Biology, University of Gothenburg, Gothenburg, Sweden
| | | | - Jia-Xing Yue
- Université Côte d'Azur, CNRS, Inserm, IRCAN, Nice, France
| | - Benjamin Barré
- Université Côte d'Azur, CNRS, Inserm, IRCAN, Nice, France
| | | | - Anthony Long
- Department of Ecology and Evolutionary Biology, University of California, Irvine, CA
| | - Jonas Warringer
- Department of Chemistry and Molecular Biology, University of Gothenburg, Gothenburg, Sweden
| | - Ville Mustonen
- Organismal and Evolutionary Biology Research Programme, Department of Computer Science, Institute of Biotechnology, University of Helsinki, Helsinki, Finland
| | - Gianni Liti
- Université Côte d'Azur, CNRS, Inserm, IRCAN, Nice, France
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Mothersill C, Abend M, Bréchignac F, Copplestone D, Geras'kin S, Goodman J, Horemans N, Jeggo P, McBride W, Mousseau TA, O'Hare A, Papineni RVL, Powathil G, Schofield PN, Seymour C, Sutcliffe J, Austin B. The tubercular badger and the uncertain curve:- The need for a multiple stressor approach in environmental radiation protection. ENVIRONMENTAL RESEARCH 2019; 168:130-140. [PMID: 30296640 DOI: 10.1016/j.envres.2018.09.031] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/13/2018] [Revised: 09/23/2018] [Accepted: 09/24/2018] [Indexed: 06/08/2023]
Abstract
This article presents the results of a workshop held in Stirling, Scotland in June 2018, called to examine critically the effects of low-dose ionising radiation on the ecosphere. The meeting brought together participants from the fields of low- and high-dose radiobiology and those working in radioecology to discuss the effects that low doses of radiation have on non-human biota. In particular, the shape of the low-dose response relationship and the extent to which the effects of low-dose and chronic exposure may be predicted from high dose rate exposures were discussed. It was concluded that high dose effects were not predictive of low dose effects. It followed that the tools presently available were deemed insufficient to reliably predict risk of low dose exposures in ecosystems. The workshop participants agreed on three major recommendations for a path forward. First, as treating radiation as a single or unique stressor was considered insufficient, the development of a multidisciplinary approach is suggested to address key concerns about multiple stressors in the ecosphere. Second, agreed definitions are needed to deal with the multiplicity of factors determining outcome to low dose exposures as a term can have different meanings in different disciplines. Third, appropriate tools need to be developed to deal with the different time, space and organisation level scales. These recommendations permit a more accurate picture of prospective risks.
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Affiliation(s)
- Carmel Mothersill
- Department of Biology, McMaster University, Hamilton, Ontario, Canada L8S 4K1.
| | - Michael Abend
- Bundeswehr Institute of Radiobiology, Neuherbergstrasse 11, 80937 Munich, Germany.
| | - Francois Bréchignac
- Institute for Radioprotection and Nuclear Safety (IRSN) & International Union of Radioecology, Centre du Cadarache, Bldg 229, St Paul-lez-Durance, France.
| | - David Copplestone
- Faculty of Natural Sciences, University of Stirling, Stirling FK9 4LA, Scotland, UK.
| | - Stanislav Geras'kin
- Russian Institute of Radiology & Agroecology, Kievskoe shosse, 109km, Obninsk 249020, Russia.
| | - Jessica Goodman
- Faculty of Natural Sciences, University of Stirling, Stirling FK9 4LA, Scotland, UK.
| | - Nele Horemans
- Belgian Nuclear Research Centre SCK CEN, Biosphere Impact Studies, Boeretang 200, B-2400 Mol, Belgium.
| | - Penny Jeggo
- Genome Damage and Stability Centre, School of Life Sciences, University of Sussex, Brighton BN1 9RQ, UK.
| | - William McBride
- University of California Los Angeles, David Geffen School of Medicine, Department of Radiation Oncology, 10833 Le Conte Avenue, Los Angeles, CA 90095, USA.
| | - Timothy A Mousseau
- Department of Biological Sciences, University of South Carolina, Columbia, SC 29208, USA.
| | - Anthony O'Hare
- Faculty of Natural Sciences, University of Stirling, Stirling FK9 4LA, Scotland, UK.
| | - Rao V L Papineni
- Department of Surgery, University of Kansas Medical Center - KUMC (Adjunct), and PACT & Health, Branford, CT, USA.
| | - Gibin Powathil
- Department of Mathematics, College of Science, Swansea University, Singleton Park, Swansea, Wales SA2 8PP, UK.
| | - Paul N Schofield
- Dept of Physiology Development and Neuroscience, University of Cambridge, Downing Street, Cambridge CB2 3EG, UK.
| | - Colin Seymour
- Department of Biology, McMaster University, Hamilton, Ontario, Canada L8S 4K1.
| | - Jill Sutcliffe
- Low Level Radiation and Health Conference, Ingrams Farm Fittleworth Road, Wisborough Green RH14 0JA, West Sussex, UK.
| | - Brian Austin
- Institute of Aquaculture, University of Stirling, Stirling FK9 4LA, Scotland, UK.
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5
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Do environmentally induced DNA variations mediate adaptation in Aspergillus flavus exposed to chromium stress in tannery sludge? BMC Genomics 2018; 19:868. [PMID: 30509176 PMCID: PMC6278149 DOI: 10.1186/s12864-018-5244-2] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/13/2018] [Accepted: 11/14/2018] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Environmental stress induced genetic polymorphisms have been suggested to arbitrate functional modifications influencing adaptations in microbes. The relationship between the genetic processes and concomitant functional adaptation can now be investigated at a genomic scale with the help of next generation sequencing (NGS) technologies. Using a NGS approach we identified genetic variations putatively underlying chromium tolerance in a strain of Aspergillus flavus isolated from a tannery sludge. Correlation of nsSNPs in the candidate genes (n = 493) were investigated for their influence on protein structure and possible function. Whole genome sequencing of chromium tolerant A. flavus strain (TERIBR1) was done (Illumina HiSeq2000). The alignment of quality trimmed data of TERIBR1 with reference NRRL3357 (accession number EQ963472) strain was performed using Bowtie2 version 2.2.8. SNP with a minimum read depth of 5 and not in vicinity (10 bp) of INDEL were filtered. Candidate genes conferring chromium resistance were selected and SNPs were identified. Protein structure modeling and interpretation for protein-ligand (CrO4- 2) docking for selected proteins harbouring non-synonymous substitutions were done using Phyre2 and PatchDock programs. RESULTS High rate of nsSNPs (approximately 11/kb) occurred in selected candidate genes for chromium tolerance. Of the 16 candidate genes selected for studying effect of nsSNPs on protein structure and protein-ligand interaction, four proteins belonging to the Major Facilitator Superfamily (MFS) and recG protein families showed significant interaction with chromium ion only in the chromium tolerant A. flavus strain TERIBR1. CONCLUSIONS Presence of nsSNPs and subsequent amino-acid alterations evidently influenced the 3D structures of the candidate proteins, which could have led to improved interaction with (CrO4- 2) ion. Such structural modifications might have enhanced chromium efflux efficiency of A. flavus (TERIBR1) and thereby offered the adaptation benefits in counteracting chromate stress. Our findings are of fundamental importance to the field of heavy-metal bio-remediation.
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6
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Van den Bergh B, Swings T, Fauvart M, Michiels J. Experimental Design, Population Dynamics, and Diversity in Microbial Experimental Evolution. Microbiol Mol Biol Rev 2018; 82:e00008-18. [PMID: 30045954 PMCID: PMC6094045 DOI: 10.1128/mmbr.00008-18] [Citation(s) in RCA: 105] [Impact Index Per Article: 15.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022] Open
Abstract
In experimental evolution, laboratory-controlled conditions select for the adaptation of species, which can be monitored in real time. Despite the current popularity of such experiments, nature's most pervasive biological force was long believed to be observable only on time scales that transcend a researcher's life-span, and studying evolution by natural selection was therefore carried out solely by comparative means. Eventually, microorganisms' propensity for fast evolutionary changes proved us wrong, displaying strong evolutionary adaptations over a limited time, nowadays massively exploited in laboratory evolution experiments. Here, we formulate a guide to experimental evolution with microorganisms, explaining experimental design and discussing evolutionary dynamics and outcomes and how it is used to assess ecoevolutionary theories, improve industrially important traits, and untangle complex phenotypes. Specifically, we give a comprehensive overview of the setups used in experimental evolution. Additionally, we address population dynamics and genetic or phenotypic diversity during evolution experiments and expand upon contributing factors, such as epistasis and the consequences of (a)sexual reproduction. Dynamics and outcomes of evolution are most profoundly affected by the spatiotemporal nature of the selective environment, where changing environments might lead to generalists and structured environments could foster diversity, aided by, for example, clonal interference and negative frequency-dependent selection. We conclude with future perspectives, with an emphasis on possibilities offered by fast-paced technological progress. This work is meant to serve as an introduction to those new to the field of experimental evolution, as a guide to the budding experimentalist, and as a reference work to the seasoned expert.
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Affiliation(s)
- Bram Van den Bergh
- Laboratory of Symbiotic and Pathogenic Interactions, Centre of Microbial and Plant Genetics, KU Leuven-University of Leuven, Leuven, Belgium
- Michiels Lab, Center for Microbiology, VIB, Leuven, Belgium
- Douglas Lab, Department of Entomology, Cornell University, Ithaca, New York, USA
| | - Toon Swings
- Laboratory of Symbiotic and Pathogenic Interactions, Centre of Microbial and Plant Genetics, KU Leuven-University of Leuven, Leuven, Belgium
- Michiels Lab, Center for Microbiology, VIB, Leuven, Belgium
| | - Maarten Fauvart
- Laboratory of Symbiotic and Pathogenic Interactions, Centre of Microbial and Plant Genetics, KU Leuven-University of Leuven, Leuven, Belgium
- Michiels Lab, Center for Microbiology, VIB, Leuven, Belgium
- imec, Leuven, Belgium
| | - Jan Michiels
- Laboratory of Symbiotic and Pathogenic Interactions, Centre of Microbial and Plant Genetics, KU Leuven-University of Leuven, Leuven, Belgium
- Michiels Lab, Center for Microbiology, VIB, Leuven, Belgium
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Gjuvsland AB, Zörgö E, Samy JK, Stenberg S, Demirsoy IH, Roque F, Maciaszczyk-Dziubinska E, Migocka M, Alonso-Perez E, Zackrisson M, Wysocki R, Tamás MJ, Jonassen I, Omholt SW, Warringer J. Disentangling genetic and epigenetic determinants of ultrafast adaptation. Mol Syst Biol 2016; 12:892. [PMID: 27979908 PMCID: PMC5199126 DOI: 10.15252/msb.20166951] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023] Open
Abstract
A major rationale for the advocacy of epigenetically mediated adaptive responses is that they facilitate faster adaptation to environmental challenges. This motivated us to develop a theoretical-experimental framework for disclosing the presence of such adaptation-speeding mechanisms in an experimental evolution setting circumventing the need for pursuing costly mutation-accumulation experiments. To this end, we exposed clonal populations of budding yeast to a whole range of stressors. By growth phenotyping, we found that almost complete adaptation to arsenic emerged after a few mitotic cell divisions without involving any phenotypic plasticity. Causative mutations were identified by deep sequencing of the arsenic-adapted populations and reconstructed for validation. Mutation effects on growth phenotypes, and the associated mutational target sizes were quantified and embedded in data-driven individual-based evolutionary population models. We found that the experimentally observed homogeneity of adaptation speed and heterogeneity of molecular solutions could only be accounted for if the mutation rate had been near estimates of the basal mutation rate. The ultrafast adaptation could be fully explained by extensive positive pleiotropy such that all beneficial mutations dramatically enhanced multiple fitness components in concert. As our approach can be exploited across a range of model organisms exposed to a variety of environmental challenges, it may be used for determining the importance of epigenetic adaptation-speeding mechanisms in general.
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Affiliation(s)
- Arne B Gjuvsland
- Centre for Integrative Genetics (CIGENE), Department of Animal and Aquacultural Sciences, Norwegian University of Life Sciences, Ås, Norway
| | - Enikö Zörgö
- Centre for Integrative Genetics (CIGENE), Department of Animal and Aquacultural Sciences, Norwegian University of Life Sciences, Ås, Norway.,Department of Chemistry and Molecular Biology, University of Gothenburg, Gothenburg, Sweden
| | - Jeevan Ka Samy
- Centre for Integrative Genetics (CIGENE), Department of Animal and Aquacultural Sciences, Norwegian University of Life Sciences, Ås, Norway
| | - Simon Stenberg
- Centre for Integrative Genetics (CIGENE), Department of Animal and Aquacultural Sciences, Norwegian University of Life Sciences, Ås, Norway
| | - Ibrahim H Demirsoy
- Department of Chemistry and Molecular Biology, University of Gothenburg, Gothenburg, Sweden
| | - Francisco Roque
- Computational Biology Unit, University of Bergen, Bergen, Norway
| | | | - Magdalena Migocka
- Institute of Experimental Biology, University of Wroclaw, Wroclaw, Poland
| | - Elisa Alonso-Perez
- Department of Chemistry and Molecular Biology, University of Gothenburg, Gothenburg, Sweden
| | - Martin Zackrisson
- Department of Chemistry and Molecular Biology, University of Gothenburg, Gothenburg, Sweden
| | - Robert Wysocki
- Institute of Experimental Biology, University of Wroclaw, Wroclaw, Poland
| | - Markus J Tamás
- Department of Chemistry and Molecular Biology, University of Gothenburg, Gothenburg, Sweden
| | - Inge Jonassen
- Computational Biology Unit, University of Bergen, Bergen, Norway
| | - Stig W Omholt
- Centre for Biodiversity Dynamics, Department of Biology, NTNU - Norwegian University of Science and Technology, Trondheim, Norway
| | - Jonas Warringer
- Centre for Integrative Genetics (CIGENE), Department of Animal and Aquacultural Sciences, Norwegian University of Life Sciences, Ås, Norway .,Department of Chemistry and Molecular Biology, University of Gothenburg, Gothenburg, Sweden
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