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Derkarabetian S, Starrett J, Hedin M. Using natural history to guide supervised machine learning for cryptic species delimitation with genetic data. Front Zool 2022; 19:8. [PMID: 35193622 PMCID: PMC8862334 DOI: 10.1186/s12983-022-00453-0] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/19/2021] [Accepted: 01/27/2022] [Indexed: 12/28/2022] Open
Abstract
The diversity of biological and ecological characteristics of organisms, and the underlying genetic patterns and processes of speciation, makes the development of universally applicable genetic species delimitation methods challenging. Many approaches, like those incorporating the multispecies coalescent, sometimes delimit populations and overestimate species numbers. This issue is exacerbated in taxa with inherently high population structure due to low dispersal ability, and in cryptic species resulting from nonecological speciation. These taxa present a conundrum when delimiting species: analyses rely heavily, if not entirely, on genetic data which over split species, while other lines of evidence lump. We showcase this conundrum in the harvester Theromaster brunneus, a low dispersal taxon with a wide geographic distribution and high potential for cryptic species. Integrating morphology, mitochondrial, and sub-genomic (double-digest RADSeq and ultraconserved elements) data, we find high discordance across analyses and data types in the number of inferred species, with further evidence that multispecies coalescent approaches over split. We demonstrate the power of a supervised machine learning approach in effectively delimiting cryptic species by creating a "custom" training data set derived from a well-studied lineage with similar biological characteristics as Theromaster. This novel approach uses known taxa with particular biological characteristics to inform unknown taxa with similar characteristics, using modern computational tools ideally suited for species delimitation. The approach also considers the natural history of organisms to make more biologically informed species delimitation decisions, and in principle is broadly applicable for taxa across the tree of life.
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Affiliation(s)
- Shahan Derkarabetian
- Department of Organismic and Evolutionary Biology, Museum of Comparative Zoology, Harvard University, 26 Oxford St., Cambridge, MA, 02138, USA.
| | - James Starrett
- Department of Entomology and Nematology, University of California, Davis, Briggs Hall, Davis, CA, 95616-5270, USA
| | - Marshal Hedin
- Department of Biology, San Diego State University, 5500 Campanile Drive, San Diego, CA, 92182-4614, USA
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Derkarabetian S, Starrett J, Tsurusaki N, Ubick D, Castillo S, Hedin M. A stable phylogenomic classification of Travunioidea (Arachnida, Opiliones, Laniatores) based on sequence capture of ultraconserved elements. Zookeys 2018; 760:1-36. [PMID: 29872361 PMCID: PMC5986891 DOI: 10.3897/zookeys.760.24937] [Citation(s) in RCA: 24] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/10/2018] [Accepted: 04/26/2018] [Indexed: 01/09/2023] Open
Abstract
Molecular phylogenetics has transitioned into the phylogenomic era, with data derived from next-generation sequencing technologies allowing unprecedented phylogenetic resolution in all animal groups, including understudied invertebrate taxa. Within the most diverse harvestmen suborder, Laniatores, most relationships at all taxonomic levels have yet to be explored from a phylogenomics perspective. Travunioidea is an early-diverging lineage of laniatorean harvestmen with a Laurasian distribution, with species distributed in eastern Asia, eastern and western North America, and south-central Europe. This clade has had a challenging taxonomic history, but the current classification consists of ~77 species in three families, the Travuniidae, Paranonychidae, and Nippononychidae. Travunioidea classification has traditionally been based on structure of the tarsal claws of the hind legs. However, it is now clear that tarsal claw structure is a poor taxonomic character due to homoplasy at all taxonomic levels. Here, we utilize DNA sequences derived from capture of ultraconserved elements (UCEs) to reconstruct travunioid relationships. Data matrices consisting of 317-677 loci were used in maximum likelihood, Bayesian, and species tree analyses. Resulting phylogenies recover four consistent and highly supported clades; the phylogenetic position and taxonomic status of the enigmatic genus Yuria is less certain. Based on the resulting phylogenies, a revision of Travunioidea is proposed, now consisting of the Travuniidae, Cladonychiidae, Paranonychidae (Nippononychidae is synonymized), and the new family Cryptomastridae Derkarabetian & Hedin, fam. n., diagnosed here. The phylogenetic utility and diagnostic features of the intestinal complex and male genitalia are discussed in light of phylogenomic results, and the inappropriateness of the tarsal claw in diagnosing higher-level taxa is further corroborated.
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Affiliation(s)
- Shahan Derkarabetian
- Department of Biology, San Diego State University, San Diego, California 92182-4614, USA
- Department of Biology, University of California, Riverside, Riverside, California 92521, USA
- Present address: Department of Organismic and Evolutionary Biology, Museum of Comparative Zoology, Harvard University, 26 Oxford Street, Cambridge, MA 02138, USA
| | - James Starrett
- Department of Biological Sciences, Auburn University, Auburn, Alabama 36849, USA
| | - Nobuo Tsurusaki
- Laboratory of Zoological Systematics, Faculty of Agriculture, in Faculty of Regional Sciences Building, Tottori University, Tottori, 680-8551, Japan
| | - Darrell Ubick
- Department of Entomology, California Academy of Sciences, San Francisco, California 94118, USA
| | - Stephanie Castillo
- Department of Entomology, University of California, Riverside, Riverside, California 92521, USA
| | - Marshal Hedin
- Department of Biology, San Diego State University, San Diego, California 92182-4614, USA
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Astrin JJ, Höfer H, Spelda J, Holstein J, Bayer S, Hendrich L, Huber BA, Kielhorn KH, Krammer HJ, Lemke M, Monje JC, Morinière J, Rulik B, Petersen M, Janssen H, Muster C. Towards a DNA Barcode Reference Database for Spiders and Harvestmen of Germany. PLoS One 2016; 11:e0162624. [PMID: 27681175 PMCID: PMC5040438 DOI: 10.1371/journal.pone.0162624] [Citation(s) in RCA: 50] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/03/2016] [Accepted: 08/25/2016] [Indexed: 01/05/2023] Open
Abstract
As part of the German Barcode of Life campaign, over 3500 arachnid specimens have been collected and analyzed: ca. 3300 Araneae and 200 Opiliones, belonging to almost 600 species (median: 4 individuals/species). This covers about 60% of the spider fauna and more than 70% of the harvestmen fauna recorded for Germany. The overwhelming majority of species could be readily identified through DNA barcoding: median distances between closest species lay around 9% in spiders and 13% in harvestmen, while in 95% of the cases, intraspecific distances were below 2.5% and 8% respectively, with intraspecific medians at 0.3% and 0.2%. However, almost 20 spider species, most notably in the family Lycosidae, could not be separated through DNA barcoding (although many of them present discrete morphological differences). Conspicuously high interspecific distances were found in even more cases, hinting at cryptic species in some instances. A new program is presented: DiStats calculates the statistics needed to meet DNA barcode release criteria. Furthermore, new generic COI primers useful for a wide range of taxa (also other than arachnids) are introduced.
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Affiliation(s)
- Jonas J. Astrin
- ZFMK: Zoologisches Forschungsmuseum Alexander Koenig, Bonn, Germany
- * E-mail: (JJA); (HH); (JS); (JH)
| | - Hubert Höfer
- SMNK: Staatliches Museum für Naturkunde Karlsruhe, Karlsruhe, Germany
- * E-mail: (JJA); (HH); (JS); (JH)
| | - Jörg Spelda
- ZSM: Zoologische Staatssammlung München, München, Germany
- * E-mail: (JJA); (HH); (JS); (JH)
| | - Joachim Holstein
- SMNS: Staatliches Museum für Naturkunde Stuttgart, Stuttgart, Germany
- * E-mail: (JJA); (HH); (JS); (JH)
| | - Steffen Bayer
- SMNK: Staatliches Museum für Naturkunde Karlsruhe, Karlsruhe, Germany
| | - Lars Hendrich
- ZSM: Zoologische Staatssammlung München, München, Germany
| | | | | | | | | | - Juan Carlos Monje
- SMNS: Staatliches Museum für Naturkunde Stuttgart, Stuttgart, Germany
| | | | - Björn Rulik
- ZFMK: Zoologisches Forschungsmuseum Alexander Koenig, Bonn, Germany
| | - Malte Petersen
- ZFMK: Zoologisches Forschungsmuseum Alexander Koenig, Bonn, Germany
| | - Hannah Janssen
- ZFMK: Zoologisches Forschungsmuseum Alexander Koenig, Bonn, Germany
| | - Christoph Muster
- Zoologisches Institut und Museum, Universität Greifswald, Greifswald, Germany
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Derkarabetian S, Burns M, Starrett J, Hedin M. Population genomic evidence for multiple Pliocene refugia in a montane‐restricted harvestman (Arachnida, Opiliones,
Sclerobunus robustus
) from the southwestern United States. Mol Ecol 2016; 25:4611-31. [DOI: 10.1111/mec.13789] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/28/2016] [Revised: 07/11/2016] [Accepted: 07/19/2016] [Indexed: 01/07/2023]
Affiliation(s)
- Shahan Derkarabetian
- Department of Biology San Diego State University 5500 Campanile Dr. San Diego CA 92182‐4614 USA
- Department of Biology University of California Riverside Riverside CA 92521 USA
| | - Mercedes Burns
- Department of Biology San Diego State University 5500 Campanile Dr. San Diego CA 92182‐4614 USA
| | - James Starrett
- Department of Biology San Diego State University 5500 Campanile Dr. San Diego CA 92182‐4614 USA
| | - Marshal Hedin
- Department of Biology San Diego State University 5500 Campanile Dr. San Diego CA 92182‐4614 USA
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DiDomenico A, Hedin M. New species in the Sitalcina sura species group (Opiliones, Laniatores, Phalangodidae), with evidence for a biogeographic link between California desert canyons and Arizona sky islands. Zookeys 2016:1-36. [PMID: 27199607 PMCID: PMC4857029 DOI: 10.3897/zookeys.586.7832] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/19/2016] [Accepted: 03/23/2016] [Indexed: 11/12/2022] Open
Abstract
The western United States is home to numerous narrowly endemic harvestman taxa (Arachnida, Opiliones), including members of the genus Sitalcina Banks, 1911. Sitalcina is comprised of three species groups, including the monospecific Sitalcina californica and Sitalcina lobata groups, and the Sitalcina sura group with eight described species. All species in the Sitalcina sura group have very small geographic distributions, with group members distributed like disjunct "beads on a string" from Monterey south to southern California and southeast to the sky-island mountain ranges of southern Arizona. Here, molecular phylogenetic and species delimitation analyses were conducted for all described species in the Sitalcina sura group, plus several newly discovered populations. Species trees were reconstructed using multispecies coalescent methods implemented in *BEAST, and species delimitation was accomplished using Bayes Factor Delimitation (BFD). Based on quantitative species delimitation results supported by consideration of morphological characters, two new species (Sitalcina oasiensis sp. n., Sitalcina ubicki sp. n.) are described. We also provide a description of the previously unknown male of Sitalcina borregoensis Briggs, 1968. Molecular phylogenetic evidence strongly supports distinctive desert versus coastal clades, with desert canyon taxa from southern California more closely related to Arizona taxa than to geographically proximate California coastal taxa. We hypothesize that southern ancestry and plate tectonics have played a role in the diversification history of this animal lineage, similar to sclerophyllous plant taxa of the Madro-Tertiary Geoflora. Molecular clock analyses for the Sitalcina sura group are generally consistent with these hypotheses. We also propose that additional Sitalcina species await discovery in the desert canyons of southern California and northern Baja, and the mountains of northwestern mainland Mexico.
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Affiliation(s)
- Angela DiDomenico
- Department of Biology, 5500 Campanile Drive, San Diego State University, San Diego, CA 92182-4614, USA
| | - Marshal Hedin
- Department of Biology, 5500 Campanile Drive, San Diego State University, San Diego, CA 92182-4614, USA
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