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Bernstein JM, Voris HK, Stuart BL, Karns DR, McGuire JA, Iskandar DT, Riyanto A, Calderón-Acevedo CA, Brown RM, Gehara M, Soto-Centeno JA, Ruane S. Integrative methods reveal multiple drivers of diversification in rice paddy snakes. Sci Rep 2024; 14:4727. [PMID: 38472264 DOI: 10.1038/s41598-024-54744-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/05/2023] [Accepted: 02/15/2024] [Indexed: 03/14/2024] Open
Abstract
Divergence dating analyses in systematics provide a framework to develop and test biogeographic hypotheses regarding speciation. However, as molecular datasets grow from multilocus to genomic, sample sizes decrease due to computational burdens, and the testing of fine-scale biogeographic hypotheses becomes difficult. In this study, we use coalescent demographic models to investigate the diversification of poorly known rice paddy snakes from Southeast Asia (Homalopsidae: Hypsiscopus), which have conflicting dates of origin based on previous studies. We use coalescent modeling to test the hypothesis that Hypsiscopus diversified 2.5 mya during the Khorat Plateau uplift in Thailand. Additionally, we use ecological niche analyses to identify potential differences in the niche space of the two most widely distributed species in the past and present. Our results suggest Hypsiscopus diversified ~ 2.4 mya, supporting that the Khorat Plateau may have initiated the diversification of rice paddy snakes. We also find significant niche differentiation and shifts between species of Hypsiscopus, indicating that environmental differences may have sustained differentiation of this genus after the Khorat Plateau uplift. Our study expands on the diversification history of snakes in Southeast Asia, and highlights how results from smaller multilocus datasets can be useful in developing and testing biogeographic hypotheses alongside genomic datasets.
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Affiliation(s)
- Justin M Bernstein
- Center for Genomics, University of Kansas, Dyche Hall, 1345 Jayhawk Blvd, Lawrence, KS, 66045, USA.
| | - Harold K Voris
- Life Sciences Section, Negaunee Integrative Research Center, Field Museum, 1400 S. Lake Shore Drive, Chicago, IL, 60605, USA
| | - Bryan L Stuart
- Section of Research and Collections, North Carolina Museum of Natural Sciences, Raleigh, NC, 27601, USA
| | - Daryl R Karns
- Biology Department, Hanover College, Hanover, IN, 47243, USA
| | - Jimmy A McGuire
- Museum of Vertebrate Zoology and Department of Integrative Biology, University of California, Berkeley, CA, 94720, USA
| | - Djoko T Iskandar
- School of Life Sciences and Technology, Institut Teknologi Bandung, Bandung, Indonesia
| | - Awal Riyanto
- Museum Zoologicum Bogoriense, Research Center for Biology, National Research and Innovation Agency of Indonesia (BRIN), Cibinong, 16911, Indonesia
| | - Camilo A Calderón-Acevedo
- State University of New York: College of Environmental Science and Forestry, Syracuse, NY, 13210, USA
| | - Rafe M Brown
- Department of Ecology and Evolutionary Biology and Biodiversity Institute, University of Kansas, Lawrence, KS, 66045, USA
| | - Marcelo Gehara
- Department of Earth and Environmental Science, Rutgers University-Newark, Newark, NJ, 07102, USA
| | - J Angel Soto-Centeno
- Department of Earth and Environmental Science, Rutgers University-Newark, Newark, NJ, 07102, USA
- Department of Mammalogy, American Museum of Natural History, New York, NY, 10024, USA
| | - Sara Ruane
- Life Sciences Section, Negaunee Integrative Research Center, Field Museum, 1400 S. Lake Shore Drive, Chicago, IL, 60605, USA
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Featherstone LA, McGaughran A. The effect of missing data on evolutionary analysis of sequence capture bycatch, with application to an agricultural pest. Mol Genet Genomics 2024; 299:11. [PMID: 38381254 PMCID: PMC10881687 DOI: 10.1007/s00438-024-02097-7] [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: 03/27/2023] [Accepted: 12/29/2023] [Indexed: 02/22/2024]
Abstract
Sequence capture is a genomic technique that selectively enriches target sequences before high throughput next-generation sequencing, to generate specific sequences of interest. Off-target or 'bycatch' data are often discarded from capture experiments, but can be leveraged to address evolutionary questions under some circumstances. Here, we investigated the effects of missing data on a variety of evolutionary analyses using bycatch from an exon capture experiment on the global pest moth, Helicoverpa armigera. We added > 200 new samples from across Australia in the form of mitogenomes obtained as bycatch from targeted sequence capture, and combined these into an additional larger dataset to total > 1000 mitochondrial cytochrome c oxidase subunit I (COI) sequences across the species' global distribution. Using discriminant analysis of principal components and Bayesian coalescent analyses, we showed that mitogenomes assembled from bycatch with up to 75% missing data were able to return evolutionary inferences consistent with higher coverage datasets and the broader literature surrounding H. armigera. For example, low-coverage sequences broadly supported the delineation of two H. armigera subspecies and also provided new insights into the potential for geographic turnover among these subspecies. However, we also identified key effects of dataset coverage and composition on our results. Thus, low-coverage bycatch data can offer valuable information for population genetic and phylodynamic analyses, but caution is required to ensure the reduced information does not introduce confounding factors, such as sampling biases, that drive inference. We encourage more researchers to consider maximizing the potential of the targeted sequence approach by examining evolutionary questions with their off-target bycatch where possible-especially in cases where no previous mitochondrial data exists-but recommend stratifying data at different genome coverage thresholds to separate sampling effects from genuine genomic signals, and to understand their implications for evolutionary research.
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Affiliation(s)
- Leo A Featherstone
- Research School of Biology, Division of Ecology and Evolution, Australian National University, Canberra, ACT, 2601, Australia
- Peter Doherty Institute for Infection and Immunity, The University of Melbourne, Melbourne, VIC, 3000, Australia
| | - Angela McGaughran
- Research School of Biology, Division of Ecology and Evolution, Australian National University, Canberra, ACT, 2601, Australia.
- Te Aka Mātuatua, School of Science, University of Waikato, Private Bag 3105, Hamilton, 3240, New Zealand.
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Reilly SB, Stubbs AL, Karin BR, Arida E, Arifin U, Hamidy A, Kaiser H, Bi K, Riyanto A, Iskandar DT, McGuire JA. Bewildering biogeography: waves of dispersal and diversification across southern Wallacea by bent-toed geckos (genus: Cyrtodactylus). Mol Phylogenet Evol 2023:107853. [PMID: 37327831 DOI: 10.1016/j.ympev.2023.107853] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/04/2023] [Revised: 05/31/2023] [Accepted: 06/06/2023] [Indexed: 06/18/2023]
Abstract
Bent-toed Geckos, genus Cyrtodactylus, are one of the most diverse terrestrial vertebrate groups, and their range extends from South Asia into Australo-Papua and adjacent Pacific islands. Given the generally high faunal endemism on Wallacean islands, it is rather paradoxical that the diversity in these geckos appears to be so low (21 species in Wallacea, 15 in the Philippines) compared with continental shelf assemblages (>300 species on Sunda + Sahul Shelves + adjacent islands). To determine whether this shortfall was real or an artifact of historical undersampling, we analyzed mitochondrial DNA sequences of hundreds of southern Wallacean samples (Lesser Sundas + southern Maluku). After screening to guide sample selection for target capture data collection, we obtained a 1150-locus genomic dataset (1,476,505 bp) for 119 samples of southern Wallacean and closely related lineages. The results suggest that species diversity of Cyrtodactylus in southern Wallacea is vastly underestimated, with phylogenomic and clustering analyses suggesting as many as 25 candidate species, in contrast to the 8 currently described. Gene exchange between adjacent candidate species is absent or minimal across the archipelago with only one case of >0.5 migrants per generation. Biogeographical analysis suggests that the hitherto unrecognized diversity is the result of at least three independent dispersals from Sulawesi or its offshore islands into southern Wallacea between 6-14 Ma, with one invasion producing small-bodied geckos and the other two or three producing larger-bodied geckos. The smaller-bodied laevigatus group appears to be able to coexist with members of either larger-bodied clade, but we have yet to find members of the two larger-bodied clades occurring in sympatry, suggesting that ecological partitioning or competitive exclusion may be shaping individual island assemblages.
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Affiliation(s)
- Sean B Reilly
- Museum of Vertebrate Zoology and Department of Integrative Biology, University of California, Berkeley, CA 94720, USA; Department of Ecology and Evolutionary Biology, University of California, Santa Cruz, CA 95060, USA.
| | - Alexander L Stubbs
- Museum of Vertebrate Zoology and Department of Integrative Biology, University of California, Berkeley, CA 94720, USA
| | - Benjamin R Karin
- Museum of Vertebrate Zoology and Department of Integrative Biology, University of California, Berkeley, CA 94720, USA
| | - Evy Arida
- Museum Zoologicum Bogoriense, Indonesian Institute of Sciences, Cibinong, Indonesia
| | - Umilaela Arifin
- Museum of Vertebrate Zoology and Department of Integrative Biology, University of California, Berkeley, CA 94720, USA; School of Life Sciences and Technology, Institut Teknologi Bandung, 10 Jalan Ganesha, Bandung 40132, Indonesia
| | - Amir Hamidy
- Museum Zoologicum Bogoriense, Indonesian Institute of Sciences, Cibinong, Indonesia
| | - Hinrich Kaiser
- Department of Biology, 18422 Bear Valley Road, Victor Valley College, Victorville, California 92395, USA, and Department of Vertebrate Zoology, Leibniz-Institut zur Analyse des Biodiversitätswandels, Museum Koenig, Adenauerallee 160, 53113 Bonn, Germany
| | - Ke Bi
- Museum of Vertebrate Zoology and Department of Integrative Biology, University of California, Berkeley, CA 94720, USA; Computational Genomics Resource Laboratory, California Institute for Quantitative Biosciences, University of California, Berkeley, CA 94720, USA
| | - Awal Riyanto
- Museum Zoologicum Bogoriense, Indonesian Institute of Sciences, Cibinong, Indonesia
| | - Djoko T Iskandar
- Basic Sciences Commission, Indonesian Academy of Sciences, 11, Jl. Medan Merdeka Selatan Jakarta 10110, Indonesia; School of Life Sciences and Technology, Institut Teknologi Bandung, 10 Jalan Ganesha, Bandung 40132, Indonesia
| | - Jimmy A McGuire
- Museum of Vertebrate Zoology and Department of Integrative Biology, University of California, Berkeley, CA 94720, USA
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Genome Evolution and the Future of Phylogenomics of Non-Avian Reptiles. Animals (Basel) 2023; 13:ani13030471. [PMID: 36766360 PMCID: PMC9913427 DOI: 10.3390/ani13030471] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/16/2022] [Revised: 01/13/2023] [Accepted: 01/15/2023] [Indexed: 02/01/2023] Open
Abstract
Non-avian reptiles comprise a large proportion of amniote vertebrate diversity, with squamate reptiles-lizards and snakes-recently overtaking birds as the most species-rich tetrapod radiation. Despite displaying an extraordinary diversity of phenotypic and genomic traits, genomic resources in non-avian reptiles have accumulated more slowly than they have in mammals and birds, the remaining amniotes. Here we review the remarkable natural history of non-avian reptiles, with a focus on the physical traits, genomic characteristics, and sequence compositional patterns that comprise key axes of variation across amniotes. We argue that the high evolutionary diversity of non-avian reptiles can fuel a new generation of whole-genome phylogenomic analyses. A survey of phylogenetic investigations in non-avian reptiles shows that sequence capture-based approaches are the most commonly used, with studies of markers known as ultraconserved elements (UCEs) especially well represented. However, many other types of markers exist and are increasingly being mined from genome assemblies in silico, including some with greater information potential than UCEs for certain investigations. We discuss the importance of high-quality genomic resources and methods for bioinformatically extracting a range of marker sets from genome assemblies. Finally, we encourage herpetologists working in genomics, genetics, evolutionary biology, and other fields to work collectively towards building genomic resources for non-avian reptiles, especially squamates, that rival those already in place for mammals and birds. Overall, the development of this cross-amniote phylogenomic tree of life will contribute to illuminate interesting dimensions of biodiversity across non-avian reptiles and broader amniotes.
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