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Ryan K, Greenway R, Landers J, Arias-Rodriguez L, Tobler M, Kelley JL. Selection on standing genetic variation mediates convergent evolution in extremophile fish. Mol Ecol 2023; 32:5042-5054. [PMID: 37548336 DOI: 10.1111/mec.17081] [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: 04/10/2023] [Revised: 06/23/2023] [Accepted: 07/11/2023] [Indexed: 08/08/2023]
Abstract
Hydrogen sulfide is a toxic gas that disrupts numerous biological processes, including energy production in the mitochondria, yet fish in the Poecilia mexicana species complex have independently evolved sulfide tolerance several times. Despite clear evidence for convergence at the phenotypic level in these fishes, it is unclear if the repeated evolution of hydrogen sulfide tolerance is the result of similar genomic changes. To address this gap, we used a targeted capture approach to sequence genes associated with sulfide processes and toxicity from five sulfidic and five nonsulfidic populations in the species complex. By comparing sequence variation in candidate genes to a reference set, we identified similar population structure and differentiation, suggesting that patterns of variation in most genes associated with sulfide processes and toxicity are due to demographic history and not selection. But the presence of tree discordance for a subset of genes suggests that several loci are evolving divergently between ecotypes. We identified two differentiation outlier genes that are associated with sulfide detoxification in the mitochondria that have signatures of selection in all five sulfidic populations. Further investigation into these regions identified long, shared haplotypes among sulfidic populations. Together, these results reveal that selection on standing genetic variation in putatively adaptive genes may be driving phenotypic convergence in this species complex.
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Affiliation(s)
- Kara Ryan
- School of Biological Sciences, Washington State University, Pullman, Washington, USA
| | - Ryan Greenway
- Zoology and Evolutionary Biology, Department of Biology, University of Konstanz, Constance, Germany
- Division of Biology, Kansas State University, Manhattan, Kansas, USA
| | - Jake Landers
- School of Biological Sciences, Washington State University, Pullman, Washington, USA
| | - Lenin Arias-Rodriguez
- División Académica de Ciencias Biológicas, Universidad Juárez Autónoma de Tabasco (UJAT), Villahermosa, Mexico
| | - Michael Tobler
- Division of Biology, Kansas State University, Manhattan, Kansas, USA
| | - Joanna L Kelley
- School of Biological Sciences, Washington State University, Pullman, Washington, USA
- Department of Ecology and Evolutionary Biology, University of California Santa Cruz, Santa Cruz, California, USA
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Epigenetic inheritance of DNA methylation changes in fish living in hydrogen sulfide-rich springs. Proc Natl Acad Sci U S A 2021; 118:2014929118. [PMID: 34185679 PMCID: PMC8255783 DOI: 10.1073/pnas.2014929118] [Citation(s) in RCA: 25] [Impact Index Per Article: 8.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022] Open
Abstract
Environmental factors can promote phenotypic variation through alterations in the epigenome and facilitate adaptation of an organism to the environment. Although hydrogen sulfide is toxic to most organisms, the fish Poecilia mexicana has adapted to survive in environments with high levels that exceed toxicity thresholds by orders of magnitude. Epigenetic changes in response to this environmental stressor were examined by assessing DNA methylation alterations in red blood cells, which are nucleated in fish. Males and females were sampled from sulfidic and nonsulfidic natural environments; individuals were also propagated for two generations in a nonsulfidic laboratory environment. We compared epimutations between the sexes as well as field and laboratory populations. For both the wild-caught (F0) and the laboratory-reared (F2) fish, comparing the sulfidic and nonsulfidic populations revealed evidence for significant differential DNA methylation regions (DMRs). More importantly, there was over 80% overlap in DMRs across generations, suggesting that the DMRs have stable generational inheritance in the absence of the sulfidic environment. This is an example of epigenetic generational stability after the removal of an environmental stressor. The DMR-associated genes were related to sulfur toxicity and metabolic processes. These findings suggest that adaptation of P. mexicana to sulfidic environments in southern Mexico may, in part, be promoted through epigenetic DNA methylation alterations that become stable and are inherited by subsequent generations independent of the environment.
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RNA sequencing describes both population structure and plasticity-selection dynamics in a non-model fish. BMC Genomics 2021; 22:273. [PMID: 33858341 PMCID: PMC8048188 DOI: 10.1186/s12864-021-07592-4] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/05/2021] [Accepted: 04/05/2021] [Indexed: 01/03/2023] Open
Abstract
Background Messenger RNA sequencing is becoming more common in studies of non-model species and is most often used for gene expression-based investigations. However, the method holds potential for numerous other applications as well—including analyses of alternative splicing, population structure, and signatures of selection. To maximize the utility of mRNA data sets, distinct analyses may be combined such as by exploring dynamics between gene expression with signatures of selection in the context of population structure. Here, we compare two published data sets describing two populations of a minnow species endemic to the San Francisco Estuary (Sacramento splittail, Pogonichthys macrolepidotus): a microsatellite data set showing population structure, and an mRNA whole transcriptome data set obtained after the two populations were exposed to a salinity challenge. We compared measures of population structure and genetic variation using single nucleotide polymorphisms (SNPs) called from mRNA from the whole transcriptome sequencing study with those patterns determined from microsatellites. For investigating plasticity and evolution, intra- and inter-population transcriptome plasticity was investigated with differential gene expression, differential exon usage, and gene expression variation. Outlier SNP analysis was also performed on the mRNA data set and signatures of selection and phenotypic plasticity were investigated on an individual-gene basis. Results We found that mRNA sequencing revealed patterns of population structure consistent with those found with microsatellites, but with lower magnitudes of genetic variation and population differentiation consistent with widespread purifying selection expected when using mRNA. In addition, within individual genes, phenotypic plasticity or signatures of selection were found in almost mutual exclusion (except heatr6, nfu1, slc22a6, sya, and mmp13). Conclusions These results show that an mRNA sequencing data set may have multiple uses, including describing population structure and for investigating the mechanistic interplay of evolution and plasticity in adaptation. MRNA sequencing thus complements traditional sequencing methods used for population genetics, in addition to its utility for describing phenotypic plasticity. Supplementary Information The online version contains supplementary material available at 10.1186/s12864-021-07592-4.
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Laso‐Jadart R, Sugier K, Petit E, Labadie K, Peterlongo P, Ambroise C, Wincker P, Jamet J, Madoui M. Investigating population-scale allelic differential expression in wild populations of Oithona similis (Cyclopoida, Claus, 1866). Ecol Evol 2020; 10:8894-8905. [PMID: 32884665 PMCID: PMC7452778 DOI: 10.1002/ece3.6588] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/27/2020] [Revised: 06/04/2020] [Accepted: 06/10/2020] [Indexed: 12/11/2022] Open
Abstract
Acclimation allowed by variation in gene or allele expression in natural populations is increasingly understood as a decisive mechanism, as much as adaptation, for species evolution. However, for small eukaryotic organisms, as species from zooplankton, classical methods face numerous challenges. Here, we propose the concept of allelic differential expression at the population-scale (psADE) to investigate the variation in allele expression in natural populations. We developed a novel approach to detect psADE based on metagenomic and metatranscriptomic data from environmental samples. This approach was applied on the widespread marine copepod, Oithona similis, by combining samples collected during the Tara Oceans expedition (2009-2013) and de novo transcriptome assemblies. Among a total of 25,768 single nucleotide variants (SNVs) of O. similis, 572 (2.2%) were affected by psADE in at least one population (FDR < 0.05). The distribution of SNVs under psADE in different populations is significantly shaped by population genomic differentiation (Pearson r = 0.87, p = 5.6 × 10-30), supporting a partial genetic control of psADE. Moreover, a significant amount of SNVs (0.6%) were under both selection and psADE (p < .05), supporting the hypothesis that natural selection and psADE tends to impact common loci. Population-scale allelic differential expression offers new insights into the gene regulation control in populations and its link with natural selection.
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Affiliation(s)
- Romuald Laso‐Jadart
- Génomique Métabolique, GenoscopeInstitut François Jacob, CEA, CNRS, Univ EvryUniversité Paris‐SaclayEvryFrance
- Research Federation for the study of Global Ocean Systems Ecology and EvolutionFR2022/Tara Oceans GO‐SEEParisFrance
| | - Kevin Sugier
- Génomique Métabolique, GenoscopeInstitut François Jacob, CEA, CNRS, Univ EvryUniversité Paris‐SaclayEvryFrance
| | - Emmanuelle Petit
- CEA, GenoscopeInstitut de Biologie François JacobUniversité Paris‐SaclayEvryFrance
| | - Karine Labadie
- CEA, GenoscopeInstitut de Biologie François JacobUniversité Paris‐SaclayEvryFrance
| | | | | | - Patrick Wincker
- Génomique Métabolique, GenoscopeInstitut François Jacob, CEA, CNRS, Univ EvryUniversité Paris‐SaclayEvryFrance
- Research Federation for the study of Global Ocean Systems Ecology and EvolutionFR2022/Tara Oceans GO‐SEEParisFrance
| | - Jean‐Louis Jamet
- Mediterranean Institute of Oceanology (MIO)AMU‐UTLN UM110CNRS UMR7294, IRDUMR235Equipe Ecologie Marine et Biodiversité (EMBIO)Université de ToulonToulon Cedex 9France
| | - Mohammed‐Amin Madoui
- Génomique Métabolique, GenoscopeInstitut François Jacob, CEA, CNRS, Univ EvryUniversité Paris‐SaclayEvryFrance
- Research Federation for the study of Global Ocean Systems Ecology and EvolutionFR2022/Tara Oceans GO‐SEEParisFrance
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Greenway R, Barts N, Henpita C, Brown AP, Arias Rodriguez L, Rodríguez Peña CM, Arndt S, Lau GY, Murphy MP, Wu L, Lin D, Tobler M, Kelley JL, Shaw JH. Convergent evolution of conserved mitochondrial pathways underlies repeated adaptation to extreme environments. Proc Natl Acad Sci U S A 2020; 117:16424-16430. [PMID: 32586956 PMCID: PMC7368198 DOI: 10.1073/pnas.2004223117] [Citation(s) in RCA: 32] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/09/2020] [Accepted: 05/21/2020] [Indexed: 02/07/2023] Open
Abstract
Extreme environments test the limits of life; yet, some organisms thrive in harsh conditions. Extremophile lineages inspire questions about how organisms can tolerate physiochemical stressors and whether the repeated colonization of extreme environments is facilitated by predictable and repeatable evolutionary innovations. We identified the mechanistic basis underlying convergent evolution of tolerance to hydrogen sulfide (H2S)-a toxicant that impairs mitochondrial function-across evolutionarily independent lineages of a fish (Poecilia mexicana, Poeciliidae) from H2S-rich springs. Using comparative biochemical and physiological analyses, we found that mitochondrial function is maintained in the presence of H2S in sulfide spring P. mexicana but not ancestral lineages from nonsulfidic habitats due to convergent adaptations in the primary toxicity target and a major detoxification enzyme. Genome-wide local ancestry analyses indicated that convergent evolution of increased H2S tolerance in different populations is likely caused by a combination of selection on standing genetic variation and de novo mutations. On a macroevolutionary scale, H2S tolerance in 10 independent lineages of sulfide spring fishes across multiple genera of Poeciliidae is correlated with the convergent modification and expression changes in genes associated with H2S toxicity and detoxification. Our results demonstrate that the modification of highly conserved physiological pathways associated with essential mitochondrial processes mediates tolerance to physiochemical stress. In addition, the same pathways, genes, and-in some instances-codons are implicated in H2S adaptation in lineages that span 40 million years of evolution.
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Affiliation(s)
- Ryan Greenway
- Division of Biology, Kansas State University, Manhattan, KS 66506
| | - Nick Barts
- Division of Biology, Kansas State University, Manhattan, KS 66506
| | - Chathurika Henpita
- Department of Integrative Biology, Oklahoma State University, Stillwater, OK 74078
| | - Anthony P Brown
- School of Biological Sciences, Washington State University, Pullman, WA 99163
| | - Lenin Arias Rodriguez
- División Académica de Ciencias Biológicas, Universidad Juárez Autónoma de Tabasco, Villahermosa, Tabasco, 86150, Mexico
| | - Carlos M Rodríguez Peña
- Instituto de Investigaciones Botánicas y Zoológicas, Universidad Autónoma de Santo Domingo, Santo Domingo, 10105, Dominican Republic
| | - Sabine Arndt
- Medical Research Council - Mitochondrial Biology Unit, University of Cambridge, Cambridge, CB2 0XY, United Kingdom
| | - Gigi Y Lau
- Department of Biosciences, University of Oslo, 0315 Oslo, Norway
| | - Michael P Murphy
- Medical Research Council - Mitochondrial Biology Unit, University of Cambridge, Cambridge, CB2 0XY, United Kingdom
| | - Lei Wu
- Department of Nutritional Sciences, Oklahoma State University, Stillwater, OK 74078
| | - Dingbo Lin
- Department of Nutritional Sciences, Oklahoma State University, Stillwater, OK 74078
| | - Michael Tobler
- Division of Biology, Kansas State University, Manhattan, KS 66506;
| | - Joanna L Kelley
- School of Biological Sciences, Washington State University, Pullman, WA 99163;
| | - Jennifer H Shaw
- Department of Integrative Biology, Oklahoma State University, Stillwater, OK 74078;
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Thorstensen MJ, Jeffrey JD, Treberg JR, Watkinson DA, Enders EC, Jeffries KM. Genomic signals found using RNA sequencing show signatures of selection and subtle population differentiation in walleye ( Sander vitreus) in a large freshwater ecosystem. Ecol Evol 2020; 10:7173-7188. [PMID: 32760520 PMCID: PMC7391302 DOI: 10.1002/ece3.6418] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2020] [Revised: 05/04/2020] [Accepted: 05/07/2020] [Indexed: 12/29/2022] Open
Abstract
RNA sequencing is an effective approach for studying aquatic species yielding both physiological and genomic data. However, its population genetic applications are not well-characterized. We investigate this possible role for RNA sequencing for population genomics in Lake Winnipeg, Manitoba, Canada, walleye (Sander vitreus). Lake Winnipeg walleye represent the largest component of the second-largest freshwater fishery in Canada. In the present study, large female walleye were sampled via nonlethal gill biopsy over two years at three spawning sites representing a latitudinal gradient in the lake. Genetic variation from sequenced mRNA was analyzed for neutral and adaptive markers to investigate population structure and possible adaptive variation. We find low population divergence (F ST = 0.0095), possible northward gene flow, and outlier loci that vary latitudinally in transcripts associated with cell membrane proteins and cytoskeletal function. These results indicate that Lake Winnipeg walleye may be effectively managed as a single demographically connected metapopulation with contributing subpopulations and suggest genomic differences possibly underlying observed phenotypic differences. Despite its high cost relative to other genotyping methods, RNA sequencing data can yield physiological in addition to genetic information discussed here. We therefore argue that it is useful for addressing diverse molecular questions in the conservation of freshwater species.
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Affiliation(s)
| | | | - Jason R. Treberg
- Department of Biological SciencesUniversity of ManitobaWinnipegMBCanada
| | | | - Eva C. Enders
- Freshwater Institute, Fisheries and Oceans CanadaWinnipegMBCanada
| | - Ken M. Jeffries
- Department of Biological SciencesUniversity of ManitobaWinnipegMBCanada
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7
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Harder AM, Willoughby JR, Ardren WR, Christie MR. Among-family variation in survival and gene expression uncovers adaptive genetic variation in a threatened fish. Mol Ecol 2019; 29:1035-1049. [PMID: 31837181 DOI: 10.1111/mec.15334] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/10/2019] [Revised: 11/15/2019] [Accepted: 12/04/2019] [Indexed: 12/29/2022]
Abstract
Variation in among-family transcriptional responses to different environmental conditions can help to identify adaptive genetic variation, even prior to a selective event. Coupling differential gene expression with formal survival analyses allows for the disentanglement of treatment effects, required for understanding how individuals plastically respond to environmental stressors, from the adaptive genetic variation responsible for differential survival. We combined these two approaches to investigate responses to an emerging conservation issue, thiamine (vitamin B1 ) deficiency, in a threatened population of Atlantic salmon (Salmo salar). Thiamine is an essential vitamin that is increasingly limited in many ecosystems. In Lake Champlain, Atlantic salmon cannot acquire thiamine in sufficient quantities to support natural reproduction; fertilized eggs must be reared in hatcheries and treated with supplemental thiamine. We evaluated transcriptional responses (via RNA sequencing) to thiamine treatment across families and found 3,616 genes differentially expressed between control (no supplemental thiamine) and treatment individuals. Fewer genes changed expression equally across families (i.e., additively) than exhibited genotype × environment interactions in response to thiamine. Differentially expressed genes were related to known physiological effects of thiamine deficiency, including oxidative stress, cardiovascular irregularities and neurological abnormalities. We also identified 1,446 putatively adaptive genes that were strongly associated with among-family survival in the absence of thiamine treatment, many of which related to neurogenesis and visual perception. Our results highlight the utility of coupling RNA sequencing with formal survival analyses to identify candidate genes that underlie the among-family variation in survival required for an adaptive response to natural selection.
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Affiliation(s)
- Avril M Harder
- Department of Biological Sciences, Purdue University, West Lafayette, IN, USA
| | - Janna R Willoughby
- Department of Forestry and Natural Resources, Purdue University, West Lafayette, IN, USA.,School of Forestry and Wildlife Sciences, Auburn University, Auburn, AL, USA
| | | | - Mark R Christie
- Department of Biological Sciences, Purdue University, West Lafayette, IN, USA.,Department of Forestry and Natural Resources, Purdue University, West Lafayette, IN, USA
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8
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McGowan KL, Passow CN, Arias-Rodriguez L, Tobler M, Kelley JL. Expression analyses of cave mollies ( Poecilia mexicana) reveal key genes involved in the early evolution of eye regression. Biol Lett 2019; 15:20190554. [PMID: 31640527 DOI: 10.1098/rsbl.2019.0554] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
Eye regression occurs across cave-dwelling populations of many species and is often coupled with a decrease or loss in eye function. Teleost fishes are among the few vertebrates to undergo widespread colonization of caves and often exhibit eye regression with blindness. Cave populations of the poeciliid fish Poecilia mexicana (cave molly) exhibit reduced-albeit functional-eyes, offering the opportunity to investigate partial eye regression. We sequenced eye transcriptomes of cave and surface populations of P. mexicana to identify differentially expressed genes that potentially underlie eye regression in cave mollies. We identified 28 significantly differentially expressed genes, 20 of which were directly related to light sensitivity, eye structure and visual signaling. Twenty-six of these genes were downregulated in cave compared to surface populations. Functional enrichment analysis revealed eye-related gene ontologies that were under-represented in cave mollies. In addition, a set of co-expressed genes related to vision and circadian rhythm was correlated with habitat type (cave versus surface). Our study suggests that differential gene expression plays a key role in the beginning evolutionary stages of eye regression in P. mexicana, shedding further light on regressive evolution in cavefish.
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Affiliation(s)
- Kerry L McGowan
- School of Biological Sciences, Washington State University, Pullman, WA 99163, USA
| | - Courtney N Passow
- Department of Ecology, Evolution and Behavior, University of Minnesota-Twin Cities, St. Paul, MN 55108, USA.,Division of Biology, Kansas State University, Manhattan, KS 66506, USA
| | - Lenin Arias-Rodriguez
- División Académica de Ciencias Biológicas, Universidad Juárez Autónoma de Tabasco, Villahermosa, Tabasco 86150, Mexico
| | - Michael Tobler
- Division of Biology, Kansas State University, Manhattan, KS 66506, USA
| | - Joanna L Kelley
- School of Biological Sciences, Washington State University, Pullman, WA 99163, USA
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9
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Brown AP, McGowan KL, Schwarzkopf EJ, Greenway R, Rodriguez LA, Tobler M, Kelley JL. Local ancestry analysis reveals genomic convergence in extremophile fishes. Philos Trans R Soc Lond B Biol Sci 2019; 374:20180240. [PMID: 31154969 DOI: 10.1098/rstb.2018.0240] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022] Open
Abstract
The molecular basis of convergent phenotypes is often unknown. However, convergence at a genomic level is predicted when there are large population sizes, gene flow among diverging lineages or strong genetic constraints. We used whole-genome resequencing to investigate genomic convergence in fishes ( Poecilia spp.) that have repeatedly colonized hydrogen sulfide (H2S)-rich environments in Mexico. We identified genomic similarities in both single nucleotide polymorphisms (SNPs) and structural variants (SVs) among independently derived sulfide spring populations, with approximately 1.2% of the genome being shared among sulfidic ecotypes. We compared these convergent genomic regions to candidate genes for H2S adaptation identified from transcriptomic analyses and found that a significant proportion of these candidate genes (8%) were also in regions where sulfidic individuals had similar SNPs, while only 1.7% were in regions where sulfidic individuals had similar SVs. Those candidate genes included genes involved in sulfide detoxification, the electron transport chain (the main toxicity target of H2S) and other processes putatively important for adaptation to sulfidic environments. Regional genomic similarity across independent populations exposed to the same source of selection is consistent with selection on standing variation or introgression of adaptive alleles across divergent lineages. However, combined with previous analyses, our data also support that adaptive changes in mitochondrially encoded subunits arose independently via selection on de novo mutations. Pressing questions remain on what conditions ultimately facilitate the independent rise of adaptive alleles at the same loci in separate populations, and thus, the degree to which evolution is repeatable or predictable. This article is part of the theme issue 'Convergent evolution in the genomics era: new insights and directions'.
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Affiliation(s)
- Anthony P Brown
- 1 School of Biological Sciences, Washington State University , 100 Dairy Road, Pullman, WA 99164 , USA
| | - Kerry L McGowan
- 1 School of Biological Sciences, Washington State University , 100 Dairy Road, Pullman, WA 99164 , USA
| | - Enrique J Schwarzkopf
- 1 School of Biological Sciences, Washington State University , 100 Dairy Road, Pullman, WA 99164 , USA
| | - Ryan Greenway
- 2 Division of Biology, Kansas State University , 116 Ackert Hall, Manhattan, KS 66506 , USA
| | - Lenin Arias Rodriguez
- 3 División Académica de Ciencias Biológicas, Universidad Juárez Autónoma de Tabasco (UJAT) , CP 86150 Villahermosa, Tabasco , México
| | - Michael Tobler
- 2 Division of Biology, Kansas State University , 116 Ackert Hall, Manhattan, KS 66506 , USA
| | - Joanna L Kelley
- 1 School of Biological Sciences, Washington State University , 100 Dairy Road, Pullman, WA 99164 , USA
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