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Heine HLA, Derkarabetian S, Morisawa R, Fu PA, Moyes NHW, Boyer SL. Machine learning approaches delimit cryptic taxa in a previously intractable species complex. Mol Phylogenet Evol 2024; 195:108061. [PMID: 38485107 DOI: 10.1016/j.ympev.2024.108061] [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: 10/02/2023] [Revised: 03/05/2024] [Accepted: 03/11/2024] [Indexed: 04/20/2024]
Abstract
Cryptic species are not diagnosable via morphological criteria, but can be detected through analysis of DNA sequences. A number of methods have been developed for identifying species based on genetic data; however, these methods are prone to over-splitting taxa with extreme population structure, such as dispersal-limited organisms. Machine learning methodologies have the potential to overcome this challenge. Here, we apply such approaches, using a large dataset generated through hybrid target enrichment of ultraconserved elements (UCEs). Our study taxon is the Aoraki denticulata species complex, a lineage of extremely low-dispersal arachnids endemic to the South Island of Aotearoa New Zealand. This group of mite harvesters has been the subject of previous species delimitation studies using smaller datasets generated through Sanger sequencing and analytical approaches that rely on multispecies coalescent models and barcoding gap discovery. Those analyses yielded a number of putative cryptic species that seems unrealistic and extreme, based on what we know about species' geographic ranges and genetic diversity in non-cryptic mite harvesters. We find that machine learning approaches, on the other hand, identify cryptic species with geographic ranges that are similar to those seen in other morphologically diagnosable mite harvesters in Aotearoa New Zealand's South Island. We performed both unsupervised and supervised machine learning analyses, the latter with training data drawn either from animals broadly (vagile and non-vagile) or from a custom training dataset from dispersal-limited harvesters. We conclude that applying machine learning approaches to the analysis of UCE-derived genetic data is an effective method for delimiting species in complexes of low-vagility cryptic species, and that the incorporation of training data from biologically relevant analogues can be critically informative.
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Affiliation(s)
- Haley L A Heine
- Biology Department, Macalester College, 1600 Grand Ave., St. Paul, MN 55105, USA.
| | - Shahan Derkarabetian
- Museum of Comparative Zoology, Harvard University, 26 Oxford St., Cambridge, MA 02138, USA.
| | - Rina Morisawa
- Biology Department, Macalester College, 1600 Grand Ave., St. Paul, MN 55105, USA.
| | - Phoebe A Fu
- Biology Department, Macalester College, 1600 Grand Ave., St. Paul, MN 55105, USA.
| | - Nathaniel H W Moyes
- Biology Department, Macalester College, 1600 Grand Ave., St. Paul, MN 55105, USA.
| | - Sarah L Boyer
- Biology Department, Macalester College, 1600 Grand Ave., St. Paul, MN 55105, USA.
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Réveillion F, Montuire S, Maquart PO, Fétiveau C, Bollache L. Variations in the carapace shape of whip spiders (Arachnida: Amblypygi). J Morphol 2022; 283:1003-1014. [PMID: 35670656 DOI: 10.1002/jmor.21485] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/09/2021] [Revised: 05/03/2022] [Accepted: 05/21/2022] [Indexed: 11/06/2022]
Abstract
Morphological studies often need to reference body size to correctly characterise the shape of organisms. In arthropods, the most commonly used reference for this is the length or width of the carapace, thorax, or the prosoma in the case of chelicerates. However, in the case of animals with unlimited growth, such as whip spiders, this measure could be irrelevant if growth is allometric. In this study, we analyse the ontogenetic modifications in prosoma outline shape in whip spiders during growth and compare the differences in shape between species. Differences are important for the relative prosoma width between species and, in the case of Damon medius, during growth in the juvenile stages, whereas the shape remains stable in mature stages. We conclude that a one-dimensional measure (i.e., length or width) suffices for mature specimens of a single species or family, but for larger studies, or when including immature specimens, at least the prosoma area (within the outline shape) should be used as a size estimator.
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Affiliation(s)
- Florian Réveillion
- Université de Bourgogne Franche Comté, Dijon, France.,Laboratoire Chrono-Environnement, UMR 6249, CNRS, Université Bourgogne Franche-Comté, Besançon, France
| | - Sophie Montuire
- Biogéosciences, UMR 6282, CNRS, Université Bourgogne Franche-Comté, Dijon, France.,EPHE, PSL University, Dijon, France
| | - Pierre-Olivier Maquart
- Medical and Veterinary Entomology Unit, Institut Pasteur du Cambodge, Phnom Penh, Cambodia
| | | | - Loïc Bollache
- Université de Bourgogne Franche Comté, Dijon, France.,Laboratoire Chrono-Environnement, UMR 6249, CNRS, Université Bourgogne Franche-Comté, Besançon, France
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Seiter M, Strobl L, Schwaha T, Prendini L, Schramm FD. Morphometry of the pedipalp patella provides new characters for species-level taxonomy in whip spiders (Arachnida, Amblypygi): A test case with description of a new species of Phrynus. ZOOL ANZ 2022. [DOI: 10.1016/j.jcz.2022.02.004] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
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Reyes Lerma AC, Šťáhlavský F, Seiter M, Carabajal Paladino LZ, Divišová K, Forman M, Sember A, Král J. Insights into the Karyotype Evolution of Charinidae, the Early-Diverging Clade of Whip Spiders (Arachnida: Amblypygi). Animals (Basel) 2021; 11:3233. [PMID: 34827965 PMCID: PMC8614469 DOI: 10.3390/ani11113233] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/13/2021] [Revised: 11/05/2021] [Accepted: 11/09/2021] [Indexed: 11/16/2022] Open
Abstract
Whip spiders (Amblypygi) represent an ancient order of tetrapulmonate arachnids with a low diversity. Their cytogenetic data are confined to only a few reports. Here, we analyzed the family Charinidae, a lineage almost at the base of the amblypygids, providing an insight into the ancestral traits and basic trajectories of amblypygid karyotype evolution. We performed Giemsa staining, selected banding techniques, and detected 18S ribosomal DNA and telomeric repeats by fluorescence in situ hybridization in four Charinus and five Sarax species. Both genera exhibit a wide range of diploid chromosome numbers (2n = 42-76 and 22-74 for Charinus and Sarax, respectively). The 2n reduction was accompanied by an increase of proportion of biarmed elements. We further revealed a single NOR site (probably an ancestral condition for charinids), the presence of a (TTAGG)n telomeric motif localized mostly at the chromosome ends, and an absence of heteromorphic sex chromosomes. Our data collectively suggest a high pace of karyotype repatterning in amblypygids, with probably a high ancestral 2n and its subsequent gradual reduction by fusions, and the action of pericentric inversions, similarly to what has been proposed for neoamblypygids. The possible contribution of fissions to charinid karyotype repatterning, however, cannot be fully ruled out.
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Affiliation(s)
- Azucena Claudia Reyes Lerma
- Laboratory of Arachnid Cytogenetics, Department of Genetics and Microbiology, Faculty of Science, Charles University, Viničná 5, 128 44 Prague, Czech Republic; (A.C.R.L.); (K.D.); (M.F.); (J.K.)
| | - František Šťáhlavský
- Department of Zoology, Faculty of Science, Charles University, Viničná 7, 128 44 Prague, Czech Republic;
| | - Michael Seiter
- Unit Integrative Zoology, Department of Evolutionary Biology, University of Vienna, Djerassiplatz 1, 1030 Vienna, Austria;
- Natural History Museum Vienna, 3. Zoology (Invertebrates), Burgring 7, 1010 Vienna, Austria
| | - Leonela Zusel Carabajal Paladino
- Biology Centre of the Czech Academy of Sciences, Institute of Entomology, Branišovská 31, 370 05 České Budějovice, Czech Republic;
- Arthropod Genetics Group, The Pirbright Institute, Ash Road, Pirbright, Woking GU24 0NF, UK
| | - Klára Divišová
- Laboratory of Arachnid Cytogenetics, Department of Genetics and Microbiology, Faculty of Science, Charles University, Viničná 5, 128 44 Prague, Czech Republic; (A.C.R.L.); (K.D.); (M.F.); (J.K.)
| | - Martin Forman
- Laboratory of Arachnid Cytogenetics, Department of Genetics and Microbiology, Faculty of Science, Charles University, Viničná 5, 128 44 Prague, Czech Republic; (A.C.R.L.); (K.D.); (M.F.); (J.K.)
| | - Alexandr Sember
- Laboratory of Arachnid Cytogenetics, Department of Genetics and Microbiology, Faculty of Science, Charles University, Viničná 5, 128 44 Prague, Czech Republic; (A.C.R.L.); (K.D.); (M.F.); (J.K.)
- Laboratory of Fish Genetics, Institute of Animal Physiology and Genetics, Czech Academy of Sciences, Rumburská 89, 277 21 Liběchov, Czech Republic
| | - Jiří Král
- Laboratory of Arachnid Cytogenetics, Department of Genetics and Microbiology, Faculty of Science, Charles University, Viničná 5, 128 44 Prague, Czech Republic; (A.C.R.L.); (K.D.); (M.F.); (J.K.)
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Schramm FD, Valdez-Mondragón A, Prendini L. Volcanism and palaeoclimate change drive diversification of the world's largest whip spider (Amblypygi). Mol Ecol 2021; 30:2872-2890. [PMID: 33881187 DOI: 10.1111/mec.15924] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/05/2021] [Revised: 04/11/2021] [Accepted: 04/14/2021] [Indexed: 11/27/2022]
Abstract
The tropics contain many of the most biodiverse regions on Earth but the processes responsible for generating this diversity remain poorly understood. This study investigated the drivers of diversification in arthropods with stenotopic ecological requirements and limited dispersal capability using as a model the monotypic whip spider (Amblypygi) genus Acanthophrynus, widespread in the tropical deciduous forests of Mexico. We hypothesized that for these organisms, the tropical deciduous forests serve as a conduit for dispersal, with their disappearance imposing barriers. Given that these forests are located in a region of complex geological history and that they fluctuated in extent during the Pliocene-Pleistocene glacial/interglacial cycles we combine molecular divergence dating, palaeoclimatic niche modelling and ancestral area reconstruction to test if and when habitat fragmentation promoted diversification in Acanthophrynus. Concomitant with the expected role of landscape change, we demonstrate that orogeny of the Trans-Mexican Volcanic Belt, in the Late Miocene or Early Pliocene (6.95-5.21 million years ago), drove the earliest divergence of Acanthophrynus by vicariance. Similarly, as expected, the later onset of glaciations strongly impacted diversification. Whereas a more stable climate in the southern part of the distribution enabled further diversification, a marked loss of suitable habitat during the glaciations only allowed dispersal and diversification in the north to occur later, resulting in a lower overall diversity in this region. Barriers and diversification patterns identified in Acanthophrynus are reflected in the phylogeography of codistributed vertebrates and arthropods, emphasizing the profound impact of Trans-Mexican Volcanic Belt orogeny and glacial/interglacial cycles as drivers of diversification in the Mexican Neotropics.
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Affiliation(s)
- Frederic D Schramm
- Arachnology Lab, Division of Invertebrate Zoology, American Museum of Natural History, New York, NY, USA
| | - Alejandro Valdez-Mondragón
- Laboratory of Arachnology (LATLAX), Laboratorio Regional de Biodiversidad y Cultivo de Tejidos Vegetales (LBCTV), Instituto de Biología, Universidad Nacional Autónoma de México (UNAM), sede Tlaxcala, Tlaxcala, Mexico
| | - Lorenzo Prendini
- Arachnology Lab, Division of Invertebrate Zoology, American Museum of Natural History, New York, NY, USA
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