1
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Pagel M, Meade A. Trait macroevolution in the presence of covariates. Nat Commun 2025; 16:4555. [PMID: 40379680 PMCID: PMC12084356 DOI: 10.1038/s41467-025-59836-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/24/2024] [Accepted: 05/06/2025] [Indexed: 05/19/2025] Open
Abstract
Statistical characterisations of traits evolving on phylogenies combine the contributions of unique and shared influences on those traits, potentially confusing the interpretation of historical events of macroevolution. The Fabric model, introduced in 2022, identifies historical events of directional shifts in traits (e.g. becoming larger/smaller, faster/slower over evolutionary time) and of changes in macroevolutionary 'evolvability' or the realised historical ability of a trait to explore its trait-space. Here we extend the model to accommodate situations in which the trait is correlated with one or more covarying traits. The Fabric-regression model identifies a unique component of variance in the trait that is free of influences from correlated traits, while simultaneously estimating directional and evolvability effects. We show in a dataset of 1504 Mammalian species that inferences about historical directional shifts in brain size and in its evolvability, having accounted for body size, differ qualitatively from inferences about brain size alone, including finding many new effects not visible in the whole trait. A class of fundamental macroevolutionary questions awaits testing on the variation uniquely attributable to traits, and the ability to accommodate statistically one or more covariates opens the possibility of bringing the formal methods of causal inference to phylogenetic-comparative studies.
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Affiliation(s)
- Mark Pagel
- School of Biological Sciences, University of Reading, Reading, UK.
| | - Andrew Meade
- School of Biological Sciences, University of Reading, Reading, UK
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2
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Wilburn DB, Kunkel CL, Feldhoff RC, Feldhoff PW, Searle BC. Recurrent Co-Option and Recombination of Cytokine and Three Finger Proteins in Multiple Reproductive Tissues Throughout Salamander Evolution. Front Cell Dev Biol 2022; 10:828947. [PMID: 35281090 PMCID: PMC8904931 DOI: 10.3389/fcell.2022.828947] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/04/2021] [Accepted: 02/01/2022] [Indexed: 11/13/2022] Open
Abstract
Reproductive proteins evolve at unparalleled rates, resulting in tremendous diversity of both molecular composition and biochemical function between gametes of different taxonomic clades. To date, the proteomic composition of amphibian gametes is largely a molecular mystery, particularly for Urodeles (salamanders and newts) for which few genomic-scale resources exist. In this study, we provide the first detailed molecular characterization of gametes from two salamander species (Plethodon shermani and Desmognathus ocoee) that are models of reproductive behavior. Long-read PacBio transcriptome sequencing of testis and ovary of both species revealed sex-specific expression of many genes common to vertebrate gametes, including a similar expression profile to the egg coat genes of Xenopus oocytes. In contrast to broad conservation of oocyte genes, major testis transcripts included paralogs of salamander-specific courtship pheromones (PRF, PMF, and SPF) that were confirmed as major sperm proteins by mass spectrometry proteomics. Sperm-specific paralogs of PMF and SPF are likely the most abundant secreted proteins in P. shermani and D. ocoee, respectively. In contrast, sperm PRF lacks a signal peptide and may be expressed in cytoplasm. PRF pheromone genes evolved independently multiple times by repeated gene duplication of sperm PRF genes with signal peptides recovered through recombination with PMF genes. Phylogenetic analysis of courtship pheromones and their sperm paralogs support that each protein family evolved for these two reproductive contexts at distinct evolutionary time points between 17 and 360 million years ago. Our combined phylogenetic, transcriptomic and proteomic analyses of plethodontid reproductive tissues support that the recurrent co-option and recombination of TFPs and cytokine-like proteins have been a novel driving force throughout salamander evolution and reproduction.
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Affiliation(s)
- Damien B. Wilburn
- Department of Biomedical Informatics, The Ohio State University, Columbus, OH, United States
- *Correspondence: Damien B. Wilburn,
| | - Christy L. Kunkel
- Department of Biology, John Carroll University, Cleveland Heights, OH, United States
| | - Richard C. Feldhoff
- Department of Biochemistry and Molecular Genetics, University of Louisville, Louisville, KY, United States
| | - Pamela W. Feldhoff
- Department of Biochemistry and Molecular Genetics, University of Louisville, Louisville, KY, United States
| | - Brian C. Searle
- Department of Biomedical Informatics, The Ohio State University, Columbus, OH, United States
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3
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McEntee JP, Zhelezov G, Werema C, Najar N, Peñalba JV, Mulungu E, Mbilinyi M, Karimi S, Chumakova L, Gordon Burleigh J, Bowie RCK. Punctuated evolution in the learned songs of African sunbirds. Proc Biol Sci 2021; 288:20212062. [PMID: 34784761 PMCID: PMC8595995 DOI: 10.1098/rspb.2021.2062] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022] Open
Abstract
Learned traits are thought to be subject to different evolutionary dynamics than other phenotypes, but their evolutionary tempo and mode has received little attention. Learned bird song has been thought to be subject to rapid and constant evolution. However, we know little about the evolutionary modes of learned song divergence over long timescales. Here, we provide evidence that aspects of the territorial songs of Eastern Afromontane sky island sunbirds Cinnyris evolve in a punctuated fashion, with periods of stasis of the order of hundreds of thousands of years or more, broken up by evolutionary pulses. Stasis in learned songs is inconsistent with learned traits being subject to constant or frequent change, as would be expected if selection does not constrain song phenotypes over evolutionary timescales. Learned song may instead follow a process resembling peak shifts on adaptive landscapes. While much research has focused on the potential for rapid evolution in bird song, our results suggest that selection can tightly constrain the evolution of learned songs over long timescales. More broadly, these results demonstrate that some aspects of highly variable, plastic traits can exhibit punctuated evolution, with stasis over long time periods.
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Affiliation(s)
- Jay P McEntee
- Museum of Vertebrate Zoology and Department of Integrative Biology, University of California, Berkeley, CA 94720, USA.,Department of Biology, Missouri State University, Springfield, MO 65897, USA
| | - Gleb Zhelezov
- School of Mathematics, University of Edinburgh, Edinburgh EH9 3FD, UK
| | - Chacha Werema
- Department of Zoology and Wildlife Conservation, University of Dar-es-salaam, PO Box 35064, Tanzania
| | - Nadje Najar
- School of Natural Resources, University of Nebraska, Lincoln, NE 68503, USA
| | - Joshua V Peñalba
- Museum für Naturkunde, Center for Integrative Biodiversity Discovery, Invalidenstrasse 43, 10115 Berlin, Germany
| | | | | | | | - Lyubov Chumakova
- School of Mathematics, University of Edinburgh, Edinburgh EH9 3FD, UK
| | - J Gordon Burleigh
- Biology Department, University of Florida, Gainesville, FL 32611, USA
| | - Rauri C K Bowie
- Museum of Vertebrate Zoology and Department of Integrative Biology, University of California, Berkeley, CA 94720, USA
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4
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Hensley NM, Ellis EA, Leung NY, Coupart J, Mikhailovsky A, Taketa DA, Tessler M, Gruber DF, De Tomaso AW, Mitani Y, Rivers TJ, Gerrish GA, Torres E, Oakley TH. Selection, drift, and constraint in cypridinid luciferases and the diversification of bioluminescent signals in sea fireflies. Mol Ecol 2021; 30:1864-1879. [PMID: 33031624 PMCID: PMC11629831 DOI: 10.1111/mec.15673] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/19/2020] [Revised: 09/09/2020] [Accepted: 09/18/2020] [Indexed: 02/07/2023]
Abstract
Understanding the genetic causes of evolutionary diversification is challenging because differences across species are complex, often involving many genes. However, cases where single or few genetic loci affect a trait that varies dramatically across a radiation of species provide tractable opportunities to understand the genetics of diversification. Here, we begin to explore how diversification of bioluminescent signals across species of cypridinid ostracods ("sea fireflies") was influenced by evolution of a single gene, cypridinid-luciferase. In addition to emission spectra ("colour") of bioluminescence from 21 cypridinid species, we report 13 new c-luciferase genes from de novo transcriptomes, including in vitro assays to confirm function of four of those genes. Our comparative analyses suggest some amino acid sites in c-luciferase evolved under episodic diversifying selection and may be associated with changes in both enzyme kinetics and colour, two enzymatic functions that directly impact the phenotype of bioluminescent signals. The analyses also suggest multiple other amino acid positions in c-luciferase evolved neutrally or under purifying selection, and may have impacted the variation of colour of bioluminescent signals across genera. Previous mutagenesis studies at candidate sites show epistatic interactions, which could constrain the evolution of c-luciferase function. This work provides important steps toward understanding the genetic basis of diversification of behavioural signals across multiple species, suggesting different evolutionary processes act at different times during a radiation of species. These results set the stage for additional mutagenesis studies that could explicitly link selection, drift, and constraint to the evolution of phenotypic diversification.
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Affiliation(s)
- Nicholai M. Hensley
- Department of Ecology, Evolution, & Marine Biology, University of California, Santa Barbara, Santa Barbara, CA, USA
| | - Emily A. Ellis
- Department of Ecology, Evolution, & Marine Biology, University of California, Santa Barbara, Santa Barbara, CA, USA
| | - Nicole Y. Leung
- Neuroscience Research Institute, University of California, Santa Barbara, Santa Barbara, CA, USA
- Department of Molecular, Cellular and Developmental Biology, University of California, Santa Barbara, Santa Barbara, CA, USA
| | - John Coupart
- Department of Ecology, Evolution, & Marine Biology, University of California, Santa Barbara, Santa Barbara, CA, USA
| | - Alexander Mikhailovsky
- Department of Chemistry and Biochemistry, University of California, Santa Barbara, Santa Barbara, CA, USA
| | - Daryl A. Taketa
- Department of Molecular, Cellular and Developmental Biology, University of California, Santa Barbara, Santa Barbara, CA, USA
| | - Michael Tessler
- American Museum of Natural History and New York University, New York, NY, USA
- Department of Biology, St. Francis College, Brooklyn, NY, USA
| | - David F. Gruber
- Department of Biology and Environmental Science, City University of New York Baruch College, New York, NY, USA
| | - Anthony W. De Tomaso
- Department of Molecular, Cellular and Developmental Biology, University of California, Santa Barbara, Santa Barbara, CA, USA
| | - Yasuo Mitani
- Bioproduction Research Institute, National Institute of Advanced Industrial Science and Technology (AIST), Sapporo, Japan
| | - Trevor J. Rivers
- Department of Ecology and Evolutionary Biology, University of Kansas, Lawrence, KS, USA
| | - Gretchen A. Gerrish
- Department of Biology, University of Wisconsin – La Crosse, La Crosse, WI, USA
| | - Elizabeth Torres
- Department of Biological Sciences, California State University, Los Angeles, Los Angeles, CA, USA
| | - Todd H. Oakley
- Department of Ecology, Evolution, & Marine Biology, University of California, Santa Barbara, Santa Barbara, CA, USA
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Wilburn DB, Tuttle LM, Klevit RE, Swanson WJ. Indirect sexual selection drives rapid sperm protein evolution in abalone. eLife 2019; 8:e52628. [PMID: 31868593 PMCID: PMC6952181 DOI: 10.7554/elife.52628] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/10/2019] [Accepted: 12/20/2019] [Indexed: 12/17/2022] Open
Abstract
Sexual selection can explain the rapid evolution of fertilization proteins, yet sperm proteins evolve rapidly even if not directly involved in fertilization. In the marine mollusk abalone, sperm secrete enormous quantities of two rapidly evolving proteins, lysin and sp18, that are stored at nearly molar concentrations. We demonstrate that this extraordinary packaging is achieved by associating into Fuzzy Interacting Transient Zwitterion (FITZ) complexes upon binding the intrinsically disordered FITZ Anionic Partner (FITZAP). FITZ complexes form at intracellular ionic strengths and, upon exocytosis into seawater, lysin and sp18 are dispersed to drive fertilization. NMR analyses revealed that lysin uses a common molecular interface to bind both FITZAP and its egg receptor VERL. As sexual selection alters the lysin-VERL interface, FITZAP coevolves rapidly to maintain lysin binding. FITZAP-lysin interactions exhibit a similar species-specificity as lysin-VERL interactions. Thus, tethered molecular arms races driven by sexual selection can generally explain rapid sperm protein evolution.
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Affiliation(s)
| | - Lisa M Tuttle
- Department of BiochemistryUniversity of WashingtonSeattleUnited States
| | - Rachel E Klevit
- Department of BiochemistryUniversity of WashingtonSeattleUnited States
| | - Willie J Swanson
- Department of Genome SciencesUniversity of WashingtonSeattleUnited States
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6
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Wilburn DB, Feldhoff RC. An annual cycle of gene regulation in the red-legged salamander mental gland: from hypertrophy to expression of rapidly evolving pheromones. BMC DEVELOPMENTAL BIOLOGY 2019; 19:10. [PMID: 31029098 PMCID: PMC6487043 DOI: 10.1186/s12861-019-0190-z] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 04/11/2018] [Accepted: 04/10/2019] [Indexed: 02/06/2023]
Abstract
Background Cell differentiation is mediated by synchronized waves of coordinated expression for hundreds to thousands of genes, and must be regulated to produce complex tissues and phenotypes. For many animal species, sexual selection has driven the development of elaborate male ornaments, requiring sex-specific differentiation pathways. One such male ornament is the pheromone-producing mental gland of the red-legged salamander (Plethodon shermani). Mental gland development follows an annual cycle of extreme hypertrophy, production of pheromones for the ~ 2 month mating season, and then complete resorption before repeating the process in the following year. At the peak of the mating season, the transcriptional and translational machinery of the mental gland are almost exclusively redirected to the synthesis of rapidly evolving pheromones. Of these pheromones, Plethodontid Modulating Factor (PMF) has experienced an unusual history: following gene duplication, the protein coding sequence diversified from positive sexual selection while the untranslated regions have been conserved by purifying selection. The molecular underpinnings that bridge the processes of gland hypertrophy, pheromone synthesis, and conservation of the untranslated regions remain to be determined. Results Using Illumina sequencing, we prepared a de novo transcriptome of the mental gland at six stages of development. Differential expression analysis and immunohistochemistry revealed that the mental gland initially adopts a highly proliferative, almost tumor-like phenotype, followed by a rapid increase in pheromone mRNA and protein. One likely player in this transition is Cold Inducible RNA Binding Protein (CIRBP), which selectively and cooperatively binds the highly conserved PMF 3′ UTR. CIRBP, along with other proteins associated with stress response, have seemingly been co-opted to aid in mental gland development by helping to regulate pheromone synthesis. Conclusions The P. shermani mental gland utilizes a complex system of transcriptional and post-transcriptional gene regulation to facilitate its hypertrophication and pheromone synthesis. The data support the evolutionary interplay of coding and noncoding segments in rapid gene evolution, and necessitate the study of co-evolution between pheromone gene products and their transcriptional/translational regulators. Additionally, the mental gland could be a powerful emerging model of regulated tissue proliferation and subsequent resorption within the dermis and share molecular links to skin cancer biology. Electronic supplementary material The online version of this article (10.1186/s12861-019-0190-z) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Damien B Wilburn
- Department of Biochemistry and Molecular Biology, University of Louisville, Louisville, KY, 40292, USA. .,Department of Genome Sciences, University of Washington, Seattle, WA, 98195, USA.
| | - Richard C Feldhoff
- Department of Biochemistry and Molecular Biology, University of Louisville, Louisville, KY, 40292, USA
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Patricelli GL, Hebets EA, Mendelson TC. Book review of Prum, R. O. 2018. The evolution of beauty: How Darwin's forgotten theory of mate choice shapes the animal world-and us (2017), Doubleday, 428 pages, ISBN: 9780385537216. Evolution 2018. [DOI: 10.1111/evo.13629] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/07/2023]
Affiliation(s)
- Gail L. Patricelli
- Department of Evolution and Ecology; University of California; Davis California 95616
| | - Eileen A. Hebets
- School of Biological Sciences; University of Nebraska-Lincoln; Lincoln Nebraska 68588
| | - Tamra C. Mendelson
- Department of Biological Sciences; University of Maryland Baltimore County; Baltimore Maryland 21250
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8
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Ligon RA, Diaz CD, Morano JL, Troscianko J, Stevens M, Moskeland A, Laman TG, Scholes E. Evolution of correlated complexity in the radically different courtship signals of birds-of-paradise. PLoS Biol 2018; 16:e2006962. [PMID: 30457985 PMCID: PMC6245505 DOI: 10.1371/journal.pbio.2006962] [Citation(s) in RCA: 58] [Impact Index Per Article: 8.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/12/2018] [Accepted: 10/17/2018] [Indexed: 12/25/2022] Open
Abstract
Ornaments used in courtship often vary wildly among species, reflecting the evolutionary interplay between mate preference functions and the constraints imposed by natural selection. Consequently, understanding the evolutionary dynamics responsible for ornament diversification has been a longstanding challenge in evolutionary biology. However, comparing radically different ornaments across species, as well as different classes of ornaments within species, is a profound challenge to understanding diversification of sexual signals. Using novel methods and a unique natural history dataset, we explore evolutionary patterns of ornament evolution in a group—the birds-of-paradise—exhibiting dramatic phenotypic diversification widely assumed to be driven by sexual selection. Rather than the tradeoff between ornament types originally envisioned by Darwin and Wallace, we found positive correlations among cross-modal (visual/acoustic) signals indicating functional integration of ornamental traits into a composite unit—the “courtship phenotype.” Furthermore, given the broad theoretical and empirical support for the idea that systemic robustness—functional overlap and interdependency—promotes evolutionary innovation, we posit that birds-of-paradise have radiated extensively through ornamental phenotype space as a consequence of the robustness in the courtship phenotype that we document at a phylogenetic scale. We suggest that the degree of robustness in courtship phenotypes among taxa can provide new insights into the relative influence of sexual and natural selection on phenotypic radiations. Animals frequently vary widely in ornamentation, even among closely related species. Understanding the patterns that underlie this variation is a significant challenge, requiring comparisons among drastically different traits—like comparing apples to oranges. Here, we use novel analytical approaches to quantify variation in ornamental diversity and richness across the wildly divergent birds-of-paradise, a textbook example of how sexual selection can profoundly shape organismal phenotypes. We find that color and acoustic complexity, along with behavior and acoustic complexity, are positively correlated across evolutionary timescales. Positive links among ornament classes suggests that selection is acting on correlated suites of traits—a composite courtship phenotype—and this integration may be partially responsible for the extreme variation in signal form that we see in birds-of-paradise.
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Affiliation(s)
- Russell A. Ligon
- Cornell Lab of Ornithology, Cornell University, Ithaca, New York, United States of America
- Department of Neurobiology and Behavior, Cornell University, Ithaca, New York, United States of America
- * E-mail:
| | - Christopher D. Diaz
- Cornell Lab of Ornithology, Cornell University, Ithaca, New York, United States of America
| | - Janelle L. Morano
- Cornell Lab of Ornithology, Cornell University, Ithaca, New York, United States of America
| | - Jolyon Troscianko
- Centre for Ecology and Conservation, College of Life and Environmental Science, University of Exeter, Penryn, United Kingdom
| | - Martin Stevens
- Centre for Ecology and Conservation, College of Life and Environmental Science, University of Exeter, Penryn, United Kingdom
| | - Annalyse Moskeland
- Cornell Lab of Ornithology, Cornell University, Ithaca, New York, United States of America
| | - Timothy G. Laman
- Museum of Comparative Zoology, Harvard University, Cambridge, Massachusetts, United States of America
| | - Edwin Scholes
- Cornell Lab of Ornithology, Cornell University, Ithaca, New York, United States of America
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Scholes E, Gillis JM, Laman TG. Visual and acoustic components of courtship in the bird-of-paradise genus Astrapia (Aves: Paradisaeidae). PeerJ 2017; 5:e3987. [PMID: 29134145 PMCID: PMC5681850 DOI: 10.7717/peerj.3987] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/20/2017] [Accepted: 10/12/2017] [Indexed: 11/25/2022] Open
Abstract
The distinctive and divergent courtship phenotypes of the birds-of-paradise make them an important group for gaining insights into the evolution of sexually selected phenotypic evolution. The genus Astrapia includes five long-tailed species that inhabit New Guinea’s montane forests. The visual and acoustic components of courtship among Astrapia species are very poorly known. In this study, we use audiovisual data from a natural history collection of animal behavior to fill gaps in knowledge about the visual and acoustic components of Astrapia courtship. We report seven distinct male behaviors and two female specific behaviors along with distinct vocalizations and wing-produced sonations for all five species. These results provide the most complete assessment of courtship in the genus Astrapia to date and provide a valuable baseline for future research, including comparative and evolutionary studies among these and other bird-of-paradise species.
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Affiliation(s)
- Edwin Scholes
- Cornell Lab of Ornithology, Cornell University, Ithaca, NY, United States of America
| | - Julia M Gillis
- Center for Animal Resources and Education, Cornell University, Ithaca, NY, United States of America
| | - Timothy G Laman
- Museum of Comparative Zoology, Harvard University, Cambridge, MA, United States of America
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Arnold SJ, Kiemnec-Tyburczy KM, Houck LD. The Evolution of Courtship Behavior in Plethodontid Salamanders, Contrasting Patterns of Stasis and Diversification. HERPETOLOGICA 2017. [DOI: 10.1655/herpetologica-d-16-00068.1] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Affiliation(s)
- Stevan J. Arnold
- Department of Integrative Biology, Oregon State University, Corvallis, OR 97331, USA
| | | | - Lynne D. Houck
- Department of Integrative Biology, Oregon State University, Corvallis, OR 97331, USA
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11
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Wilburn DB, Arnold SJ, Houck LD, Feldhoff PW, Feldhoff RC. Gene Duplication, Co-option, Structural Evolution, and Phenotypic Tango in the Courtship Pheromones of Plethodontid Salamanders. HERPETOLOGICA 2017. [DOI: 10.1655/herpetologica-d-16-00082.1] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Affiliation(s)
- Damien B. Wilburn
- Department of Genome Sciences, University of Washington, Seattle, WA 98195, USA
| | - Stevan J. Arnold
- Department of Integrative Biology, Oregon State University, Corvallis, OR 97331, USA
| | - Lynne D. Houck
- Department of Integrative Biology, Oregon State University, Corvallis, OR 97331, USA
| | - Pamela W. Feldhoff
- Department of Biochemistry, University of Louisville, Louisville, KY 40292, USA
| | - Richard C. Feldhoff
- Department of Biochemistry, University of Louisville, Louisville, KY 40292, USA
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