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Tawfeeq MT, Voordeckers K, van den Berg P, Govers SK, Michiels J, Verstrepen KJ. Mutational robustness and the role of buffer genes in evolvability. EMBO J 2024; 43:2294-2307. [PMID: 38719995 PMCID: PMC11183146 DOI: 10.1038/s44318-024-00109-1] [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: 11/08/2023] [Revised: 03/19/2024] [Accepted: 04/17/2024] [Indexed: 06/19/2024] Open
Abstract
Organisms rely on mutations to fuel adaptive evolution. However, many mutations impose a negative effect on fitness. Cells may have therefore evolved mechanisms that affect the phenotypic effects of mutations, thus conferring mutational robustness. Specifically, so-called buffer genes are hypothesized to interact directly or indirectly with genetic variation and reduce its effect on fitness. Environmental or genetic perturbations can change the interaction between buffer genes and genetic variation, thereby unmasking the genetic variation's phenotypic effects and thus providing a source of variation for natural selection to act on. This review provides an overview of our understanding of mutational robustness and buffer genes, with the chaperone gene HSP90 as a key example. It discusses whether buffer genes merely affect standing variation or also interact with de novo mutations, how mutational robustness could influence evolution, and whether mutational robustness might be an evolved trait or rather a mere side-effect of complex genetic interactions.
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Affiliation(s)
- Mohammed T Tawfeeq
- VIB-KU Leuven Center for Microbiology, Leuven, Belgium
- Department of Microbial and Molecular Systems, KU Leuven, Leuven, Belgium
| | - Karin Voordeckers
- VIB-KU Leuven Center for Microbiology, Leuven, Belgium
- Department of Microbial and Molecular Systems, KU Leuven, Leuven, Belgium
| | - Pieter van den Berg
- Department of Microbial and Molecular Systems, KU Leuven, Leuven, Belgium
- Department of Biology, KU Leuven, Leuven, Belgium
| | | | - Jan Michiels
- VIB-KU Leuven Center for Microbiology, Leuven, Belgium
- Department of Microbial and Molecular Systems, KU Leuven, Leuven, Belgium
| | - Kevin J Verstrepen
- VIB-KU Leuven Center for Microbiology, Leuven, Belgium.
- Department of Microbial and Molecular Systems, KU Leuven, Leuven, Belgium.
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Jiang P, Kreitman M, Reinitz J. The effect of mutational robustness on the evolvability of multicellular organisms and eukaryotic cells. J Evol Biol 2023; 36:906-924. [PMID: 37256290 PMCID: PMC10315174 DOI: 10.1111/jeb.14180] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/23/2021] [Revised: 03/29/2023] [Accepted: 04/18/2023] [Indexed: 06/01/2023]
Abstract
Canalization involves mutational robustness, the lack of phenotypic change as a result of genetic mutations. Given the large divergence in phenotype across species, understanding the relationship between high robustness and evolvability has been of interest to both theorists and experimentalists. Although canalization was originally proposed in the context of multicellular organisms, the effect of multicellularity and other classes of hierarchical organization on evolvability has not been considered by theoreticians. We address this issue using a Boolean population model with explicit representation of an environment in which individuals with explicit genotype and a hierarchical phenotype representing multicellularity evolve. Robustness is described by a single real number between zero and one which emerges from the genotype-phenotype map. We find that high robustness is favoured in constant environments, and lower robustness is favoured after environmental change. Multicellularity and hierarchical organization severely constrain robustness: peak evolvability occurs at an absolute level of robustness of about 0.99 compared with values of about 0.5 in a classical neutral network model. These constraints result in a sharp peak of evolvability in which the maximum is set by the fact that the fixation of adaptive mutations becomes more improbable as robustness decreases. When robustness is put under genetic control, robustness levels leading to maximum evolvability are selected for, but maximal relative fitness appears to require recombination.
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Affiliation(s)
- Pengyao Jiang
- Department of Ecology & Evolution, University of Chicago, Chicago, Illinois, USA
- Department of Genome Sciences, University of Washington, Seattle, Washington, USA
| | - Martin Kreitman
- Department of Ecology & Evolution, University of Chicago, Chicago, Illinois, USA
- Institute for Genomics & Systems Biology, Chicago, Illinois, USA
| | - John Reinitz
- Department of Ecology & Evolution, University of Chicago, Chicago, Illinois, USA
- Institute for Genomics & Systems Biology, Chicago, Illinois, USA
- Department of Statistics, University of Chicago, Chicago, Illinois, USA
- Department of Molecular Genetics and Cell Biology, University of Chicago, Chicago, Illinois, USA
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Chen X, Chen S, Zhu Z, Luo J, Wang H, Wulayin M, Huang C, Zhao W, Wang Q. Identifying the critical windows and joint effects of temperature and PM 2.5 exposure on small for gestational age. ENVIRONMENT INTERNATIONAL 2023; 173:107832. [PMID: 36822007 DOI: 10.1016/j.envint.2023.107832] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/27/2022] [Revised: 02/06/2023] [Accepted: 02/14/2023] [Indexed: 06/18/2023]
Abstract
The potential critical windows for extreme ambient temperature, air pollution exposure and small for gestational age (SGA) are still unclear, and no study has explored their joint effects on SGA. In a national multi-center prospective cohort, we included 179,761 pairs of mother-infant from 16 counties of 8 provinces in China during 2014-2018. Daily averaged temperature and PM2.5 concentration were matched to the maternal residential address to estimate personal exposure. Extreme temperature exposures were categorized by a series of percentile in each meteorological and geographic division for the entire pregnancy, each trimester and gestational week (GA-week). Generalized linear mixed models (GLMMs) and distributed lag nonlinear models (DLNMs) were used to estimate the whole pregnancy-, trimester-specific, and weekly-specific associations of extreme temperature and PM2.5 exposures with SGA. Combined effects were evaluated with the relative excess risk due to interaction (RERI) and proportion attributable to interaction (AP). We observed that by referring to temperature at the 41st - 50th percentile, heat (>90th percentile) exposure during 13th - 29th GA-weeks was associated with SGA; odds ratio (OR) and 95 % confidence intervals (CI) was 1.16 (1.06, 1.28). For cold (<=10th percentile), inverse associations were observed during the 1st - 8th GA-weeks. PM2.5 exposure during the 2nd - 5th and 19th - 27th GA-weeks was associated with SGA, with the strongest association in the 2nd GA-week (OR = 1.0017, 95 %CI: 1.0001, 1.0034, for a 10 μg/m3 increase). No interactive effects between ambient temperature and PM2.5 on SGA were observed. Our findings suggest the weekly susceptibility windows for heat and PM2.5 exposure were primarily the gestational weeks within the 2nd trimester, therefore, corresponding protective measures should be conveyed to pregnant women during routine prenatal visits to reduce exposures.
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Affiliation(s)
- Xin Chen
- School of Public Health, Sun Yat-sen University, Guangzhou, China
| | - Sidi Chen
- National Center for Women and Children's Health, Chinese Center for Disease Control and Prevention, Beijing, China
| | - Zhenghong Zhu
- School of Public Health, Sun Yat-sen University, Guangzhou, China
| | - Jiajun Luo
- Institute for Population and Precision Health, the University of Chicago, Chicago, USA
| | - Huailin Wang
- School of Public Health, Sun Yat-sen University, Guangzhou, China
| | | | - Cunrui Huang
- Vanke School of Public Health, Tsinghua University, Beijing, China
| | - Wei Zhao
- National Center for Women and Children's Health, Chinese Center for Disease Control and Prevention, Beijing, China.
| | - Qiong Wang
- School of Public Health, Sun Yat-sen University, Guangzhou, China.
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Galaitsi SE, Keisler JM, Trump BD, Linkov I. The Need to Reconcile Concepts that Characterize Systems Facing Threats. RISK ANALYSIS : AN OFFICIAL PUBLICATION OF THE SOCIETY FOR RISK ANALYSIS 2021; 41:3-15. [PMID: 32818299 DOI: 10.1111/risa.13577] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/21/2019] [Revised: 04/05/2020] [Accepted: 07/16/2020] [Indexed: 06/11/2023]
Abstract
Desirable system performance in the face of threats has been characterized by various management concepts. Through semistructured interviews with editors of journals in the fields of emergency response and systems management, a literature review, and professional judgment, we identified nine related and often interchangeably used system performance concepts: adaptability, agility, reliability, resilience, resistance, robustness, safety, security, and sustainability. A better understanding of these concepts will allow system planners to pursue management strategies best suited to their unique system dynamics and specific objectives of good performance. We analyze expert responses and review the linguistic definitions and mathematical framing of these concepts to understand their applications. We find a lack of consensus on their usage between interview subjects, but by using the mathematical framing to enrich the linguistic definitions, we formulate comparative visualizations and propose distinct definitions for the nine concepts. We present a conceptual framing to relate the concepts for management purposes.
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Affiliation(s)
- S E Galaitsi
- U.S. Army Corps of Engineers, 696 Virginia Rd, Boston, Concord, MA, 01742
| | | | - Benjamin D Trump
- U.S. Army Corps of Engineers, 696 Virginia Rd, Boston, Concord, MA, 01742
| | - Igor Linkov
- U.S. Army Corps of Engineers, 696 Virginia Rd, Boston, Concord, MA, 01742
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Draghi J. Phenotypic variability can promote the evolution of adaptive plasticity by reducing the stringency of natural selection. J Evol Biol 2019; 32:1274-1289. [DOI: 10.1111/jeb.13527] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/05/2019] [Revised: 08/14/2019] [Accepted: 08/16/2019] [Indexed: 11/27/2022]
Affiliation(s)
- Jeremy Draghi
- Department of Biological Sciences Virginia Tech Blacksburg VA USA
- Department of Biology Brooklyn College CUNY Brooklyn NY USA
- The Graduate Center of the City University of New York New York NY USA
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Nijhout HF, Best JA, Reed MC. Systems biology of robustness and homeostatic mechanisms. WILEY INTERDISCIPLINARY REVIEWS-SYSTEMS BIOLOGY AND MEDICINE 2018; 11:e1440. [DOI: 10.1002/wsbm.1440] [Citation(s) in RCA: 22] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/10/2018] [Revised: 08/30/2018] [Accepted: 09/21/2018] [Indexed: 12/30/2022]
Affiliation(s)
| | - Janet A. Best
- Department of Mathematics Ohio State University Columbus Ohio
| | - Michael C. Reed
- Department of Mathematics Duke University Durham North Carolina
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Saakian DB, Bratus AS, Hu CK. Crossing fitness canyons by a finite population. Phys Rev E 2017; 95:062405. [PMID: 28709354 DOI: 10.1103/physreve.95.062405] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/08/2016] [Indexed: 11/07/2022]
Abstract
We consider the Wright-Fisher model of the finite population evolution on a fitness landscape defined in the sequence space by a path of nearly neutral mutations. We study a specific structure of the fitness landscape: One of the intermediate mutations on the mutation path results in either a large fitness value (climbing up a fitness hill) or a low fitness value (crossing a fitness canyon), the rest of the mutations besides the last one are neutral, and the last sequence has much higher fitness than any intermediate sequence. We derive analytical formulas for the first arrival time of the mutant with two point mutations. For the first arrival problem for the further mutants in the case of canyon crossing, we analytically deduce how the mean first arrival time scales with the population size and fitness difference. The location of the canyon on the path of sequences has a crucial role. If the canyon is at the beginning of the path, then it significantly prolongs the first arrival time; otherwise it just slightly changes it. Furthermore, the fitness hill at the beginning of the path strongly prolongs the arrival time period; however, the hill located near the end of the path shortens it. We optimize the first arrival time by applying a nonzero selection to the intermediate sequences. We extend our results and provide a scaling for the valley crossing time via the depth of the canyon and population size in the case of a fitness canyon at the first position. Our approach is useful for understanding some complex evolution systems, e.g., the evolution of cancer.
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Affiliation(s)
- David B Saakian
- Theoretical Physics Research Group, Ton Duc Thang University, Ho Chi Minh City, Vietnam.,Faculty of Applied Sciences, Ton Duc Thang University, Ho Chi Minh City, Vietnam.,Institute of Physics, Academia Sinica, Nankang, Taipei 11529, Taiwan
| | - Alexander S Bratus
- Faculty of Computational Mathematics and Cybernetics, Lomonosov Moscow State University, Moscow 119992, Russia
| | - Chin-Kun Hu
- Institute of Physics, Academia Sinica, Nankang, Taipei 11529, Taiwan.,National Center for Theoretical Sciences, National Tsing Hua University, Hsinchu 30013, Taiwan.,Business School, University of Shanghai for Science and Technology, Shanghai 200093, China
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Espinosa-Soto C. Selection for distinct gene expression properties favours the evolution of mutational robustness in gene regulatory networks. J Evol Biol 2016; 29:2321-2333. [DOI: 10.1111/jeb.12959] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/06/2016] [Accepted: 07/26/2016] [Indexed: 11/27/2022]
Affiliation(s)
- C. Espinosa-Soto
- Instituto de Física; Universidad Autónoma de San Luis Potosí; San Luis Potosí Mexico
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Draghi J, Whitlock M. Robustness to noise in gene expression evolves despite epistatic constraints in a model of gene networks. Evolution 2015. [PMID: 26200818 DOI: 10.1111/evo.12732] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
Stochastic noise in gene expression causes variation in the development of phenotypes, making such noise a potential target of stabilizing selection. Here, we develop a new simulation model of gene networks to study the adaptive landscape underlying the evolution of robustness to noise. We find that epistatic interactions between the determinants of the expression of a gene and its downstream effect impose significant constraints on evolution, but these interactions do allow the gradual evolution of increased robustness. Despite strong sign epistasis, adaptation rarely proceeds via deleterious intermediate steps, but instead occurs primarily through small beneficial mutations. A simple mathematical model captures the relevant features of the single-gene fitness landscape and explains counterintuitive patterns, such as a correlation between the mean and standard deviation of phenotypes. In more complex networks, mutations in regulatory regions provide evolutionary pathways to increased robustness. These results chart the constraints and possibilities of adaptation to reduce expression noise and demonstrate the potential of a novel modeling framework for gene networks.
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Affiliation(s)
- Jeremy Draghi
- Department of Zoology, University of British Columbia, Vancouver, BC, V6T 1Z4, Canada.
| | - Michael Whitlock
- Department of Zoology, University of British Columbia, Vancouver, BC, V6T 1Z4, Canada
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11
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Gutiérrez J, Maere S. Modeling the evolution of molecular systems from a mechanistic perspective. TRENDS IN PLANT SCIENCE 2014; 19:292-303. [PMID: 24709144 DOI: 10.1016/j.tplants.2014.03.004] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/25/2013] [Revised: 03/09/2014] [Accepted: 03/11/2014] [Indexed: 06/03/2023]
Abstract
Systems biology-inspired genotype-phenotype mapping models are increasingly being used to study the evolutionary properties of molecular biological systems, in particular the general emergent properties of evolving systems, such as modularity, robustness, and evolvability. However, the level of abstraction at which many of these models operate might not be sufficient to capture all relevant intricacies of biological evolution in sufficient detail. Here, we argue that in particular gene and genome duplications, both evolutionary mechanisms of potentially major importance for the evolution of molecular systems and of special relevance to plant evolution, are not adequately accounted for in most GPM modeling frameworks, and that more fine-grained mechanistic models may significantly advance understanding of how gen(om)e duplication impacts molecular systems evolution.
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Affiliation(s)
- Jayson Gutiérrez
- Department of Plant Systems Biology, VIB, 9052 Ghent, Belgium; Department of Plant Biotechnology and Bioinformatics, Ghent University, 9052 Ghent, Belgium
| | - Steven Maere
- Department of Plant Systems Biology, VIB, 9052 Ghent, Belgium; Department of Plant Biotechnology and Bioinformatics, Ghent University, 9052 Ghent, Belgium.
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Nijhout HF, Reed MC. Homeostasis and Dynamic Stability of the Phenotype Link Robustness and Plasticity. Integr Comp Biol 2014; 54:264-75. [DOI: 10.1093/icb/icu010] [Citation(s) in RCA: 27] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
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Moraiti CA, Nakas CT, Papadopoulos NT. Diapause termination of Rhagoletis cerasi pupae is regulated by local adaptation and phenotypic plasticity: escape in time through bet-hedging strategies. J Evol Biol 2013; 27:43-54. [PMID: 24192292 DOI: 10.1111/jeb.12273] [Citation(s) in RCA: 30] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/29/2013] [Revised: 09/29/2013] [Accepted: 09/30/2013] [Indexed: 12/01/2022]
Abstract
Persistence and thriving of univoltine, herbivore insect species of the temperate zone rely on obligate diapause response that ensures winter survival and synchronization with host phenology. We used a stenophagous fruit fly (Rhagoletis cerasi) with obligate pupae diapause to determine genetic and environmental effects on diapause intensity of geographically isolated populations with habitat heterogeneity. Pupae from two Greek and one German populations with various gene flow rates were exposed at five constant chilling temperatures (0-12 °C) for different durations and then incubated at a high temperature until all adults have emerged. Pupae diapause intensity differs among Greek and German populations, suggesting an adaptive response to habitat heterogeneity (mostly differences in phenology patterns of local host cultivars). Moderately warm winter temperatures, such as 8 °C, promote diapause termination in all three populations. Insufficient chilling (short duration or warmer temperatures) regulates the expression of prolonged dormancy. Interestingly, extended chilling (longer than required for terminating diapause) 'return' pupae to another (facultative) cycle of dormancy enabling adults to emerge during the next appropriate 'window of time'; a strategy first time reported for univoltine insects. Consequently, diapause duration of R. cerasi is determined both by i) the adaptive response to local climatic conditions (annual dormancy) and ii) the plastic responses to interannual climatic variability resulting in two types of long life cycles within populations, prolonged and facultative dormancy as response to insufficient chilling and extended exposure to chilling, respectively. Long life cycles are expressed as a part of dormancy bet-hedging strategies of R. cerasi populations.
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Affiliation(s)
- C A Moraiti
- Department of Agriculture, Crop Production and Rural Environment, Laboratory of Entomology and Agricultural Zoology, University of Thessaly, N. Ionia (Volos), Greece
| | - C T Nakas
- Department of Agriculture, Crop Production and Rural Environment, Laboratory of Biometry, University of Thessaly, N. Ionia (Volos), Greece
| | - N T Papadopoulos
- Department of Agriculture, Crop Production and Rural Environment, Laboratory of Entomology and Agricultural Zoology, University of Thessaly, N. Ionia (Volos), Greece
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Candolin U, Nieminen A, Nyman J. Indirect effects of human-induced environmental change on offspring production mediated by behavioural responses. Oecologia 2013; 174:87-97. [PMID: 23996229 DOI: 10.1007/s00442-013-2752-2] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2013] [Accepted: 08/13/2013] [Indexed: 10/26/2022]
Abstract
Human-induced rapid environmental changes often cause behavioural alterations in animals. The consequences that these alterations in turn have for the viability of populations are, however, poorly known. We used a population of threespine sticklebacks Gasterosteus aculeatus in the Baltic Sea to investigate the consequences of behavioural responses to human-induced eutrophication for offspring production. The investigated population has been growing during the last decades, and one cause could be increased offspring production. We combined field-based surveys with laboratory-based experiments, and found that an enhanced growth of macroalgae relaxed agonistic interactions among males. This allowed more males to nest, improved hatching success, and increased the number of reproductive cycles that males completed. Thus, the behavioural responses were adaptive at the individual level and increased offspring production. However, a larger proportion of small males of low competitive ability reproduced in dense vegetation. As male size and dominance are heritable, this could influence the genetic composition of the offspring. Together with a higher number of offspring produced, this could influence natural selection and the rate of adaptation to the changing environment. Thus, behavioural responses to a rapid human-induced environmental change can influence offspring production, with potential consequences for population dynamics and evolutionary processes.
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Affiliation(s)
- Ulrika Candolin
- Department of Biosciences, University of Helsinki, P.O. Box 65, 00014, Helsinki, Finland,
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