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van Wyk AM, Schulze E, Labuschagne K, Thamae S, Kotzé A, Dalton DL. Hybridization in an isolated population of blesbok and red hartebeest. Ecol Evol 2024; 14:e11194. [PMID: 38571789 PMCID: PMC10985385 DOI: 10.1002/ece3.11194] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/07/2024] [Accepted: 03/13/2024] [Indexed: 04/05/2024] Open
Abstract
Hybridization in antelope species has been widely reported in South African national parks and provincial reserves as well as on private land due to anthropogenic effects. In a closed management setting, hybridization may occur due to the crossbreeding of closely related species with unequal sex ratios, resulting in either sterile or fertile offspring. In this study, we used molecular techniques to evaluate the risk of anthropogenic hybridization between blesbok (Damaliscus pygargus phillipsi) and red hartebeest (Alcelaphus buselaphus caama) in an isolated group that purposely included the two species with unequal sex ratios (one red hartebeest male and 19 male and female blesbok). Genetic analysis based on microsatellites confirmed the presence of seven hybrid individuals. Mitochondrial analysis verified that hybridization occurred between blesbok females and the red hartebeest male. STRUCTURE and NEWHYBRIDS classified the hybrids as F1. It is suspected that the hybrid individuals were sterile as the males had undeveloped testes and only F1 hybrids were detected. Thus, the risk of hybridization between these two species may be limited in the wild. In captive settings, genetic monitoring should be included in management plans for blesbok and red hartebeest to ensure that the long-term consequences of wasted reproductive effort are limited.
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Affiliation(s)
- Anna M. van Wyk
- South African National Biodiversity InstitutePretoriaSouth Africa
- Molecular Ecology and Evolution Program (MEEP), Department of Biochemistry, Genetics and MicrobiologyUniversity of PretoriaPretoriaSouth Africa
| | - Erika Schulze
- Department of Economic, Small Business DevelopmentTourism and Environmental AffairsBloemfonteinSouth Africa
| | - Kim Labuschagne
- South African National Biodiversity InstitutePretoriaSouth Africa
| | - Seeng Thamae
- South African National Biodiversity InstitutePretoriaSouth Africa
| | - Antoinette Kotzé
- Department of GeneticsUniversity of the Free StateBloemfonteinSouth Africa
| | - Desiré Lee Dalton
- South African National Biodiversity InstitutePretoriaSouth Africa
- School of Health and Life ScienceTeesside UniversityMiddlesbroughUK
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Mogakala MR, Smith RM, Mavimbela C, Dalton DL. Identification of low levels of neutral and functional genetic diversity in South African bontebok ( Damaliscus pygargus pygargus). Ecol Evol 2024; 14:e10962. [PMID: 38450323 PMCID: PMC10915478 DOI: 10.1002/ece3.10962] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/28/2023] [Revised: 12/03/2023] [Accepted: 12/07/2023] [Indexed: 03/08/2024] Open
Abstract
Bontebok (Damaliscus pygargus pygargus) and blesbok (D. p. phillipsi) are classified as separate sub-species. The blesbok has a widespread distribution throughout South Africa and is listed as least concern by the International Union for Conservation of Nature (IUCN) Red List of Threatened Species. Bontebok on the other hand is endemic within the Cape Floristic Region of the Western Cape in South Africa and has been listed as near-threatened species on the IUCN Red List of Threatened Species. Bontebok populations experienced a severe bottleneck and were brought back from the brink of extinction in the 1830s. Currently, the subspecies is threatened by hybridisation with blesbok resulting in fertile offspring. To date, molecular investigations using neutral markers have determined that genetic diversity in pure South African bontebok was significantly lower than in pure blesbok. Here, we investigated genetic diversity in bontebok, blesbok and hybrid individuals using microsatellites and an adaptive marker (toll-like receptor two (TLR2)). The study of single nucleotide polymorphisms (SNPs) revealed five mutations in TLR2 in different individuals and subspecies of D. pygargus. This included three non-synonymous and two synonymous mutations. The three amino acid substitution mutations were predicted to have no effect on protein function. Two of the five mutations, one of which resulted in an amino acid substitution, were not present in bontebok. The other three mutations were present to varying frequencies in the three groups. We confirm low adaptive and neutral diversity in bontebok. These mutations provide insights into the genetic diversity and relationships among the two sub-species of D. pygargus and may have implications for their conservation and management.
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Affiliation(s)
- Martin Ratanang Mogakala
- School of Science and TechnologySefako Makgatho Health Sciences UniversityMedunsaSouth Africa
- Zoological ResearchSouth African National Biodiversity InstitutePretoriaSouth Africa
| | - Rae Marvin Smith
- Zoological ResearchSouth African National Biodiversity InstitutePretoriaSouth Africa
- Department of Life and Consumer SciencesCollege of Agriculture and Environmental Sciences, University of South AfricaJohannesburgSouth Africa
| | - Caswell Mavimbela
- Zoological ResearchSouth African National Biodiversity InstitutePretoriaSouth Africa
| | - Desiré Lee Dalton
- Zoological ResearchSouth African National Biodiversity InstitutePretoriaSouth Africa
- School of Health and Life SciencesTeesside UniversityMiddlesbroughUK
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Phukuntsi MA, Dalton DL, Mwale M, Selier J, Cebekhulu T, Sethusa MT. Genetic patterns in three South African specialist antelope species: Threats, conservation management and their implications. CONSERVATION SCIENCE AND PRACTICE 2022. [DOI: 10.1111/csp2.12767] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022] Open
Affiliation(s)
- Metlholo Andries Phukuntsi
- South African National Biodiversity Institute Pretoria South Africa
- Department of Environment, Water and Earth Sciences Tshwane University of Technology Pretoria South Africa
| | - Desire Lee Dalton
- South African National Biodiversity Institute Pretoria South Africa
- School of Health and Life Sciences Teesside University Middlesbrough UK
| | - Monica Mwale
- South African National Biodiversity Institute Pretoria South Africa
| | - Jeanetta Selier
- South African National Biodiversity Institute Pretoria South Africa
- School of Life Sciences University of KwaZulu‐Natal Durban South Africa
| | - Thando Cebekhulu
- South African National Biodiversity Institute Pretoria South Africa
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Adavoudi R, Pilot M. Consequences of Hybridization in Mammals: A Systematic Review. Genes (Basel) 2021; 13:50. [PMID: 35052393 PMCID: PMC8774782 DOI: 10.3390/genes13010050] [Citation(s) in RCA: 19] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/12/2021] [Revised: 12/14/2021] [Accepted: 12/20/2021] [Indexed: 12/18/2022] Open
Abstract
Hybridization, defined as breeding between two distinct taxonomic units, can have an important effect on the evolutionary patterns in cross-breeding taxa. Although interspecific hybridization has frequently been considered as a maladaptive process, which threatens species genetic integrity and survival via genetic swamping and outbreeding depression, in some cases hybridization can introduce novel adaptive variation and increase fitness. Most studies to date focused on documenting hybridization events and analyzing their causes, while relatively little is known about the consequences of hybridization and its impact on the parental species. To address this knowledge gap, we conducted a systematic review of studies on hybridization in mammals published in 2010-2021, and identified 115 relevant studies. Of 13 categories of hybridization consequences described in these studies, the most common negative consequence (21% of studies) was genetic swamping and the most common positive consequence (8%) was the gain of novel adaptive variation. The total frequency of negative consequences (49%) was higher than positive (13%) and neutral (38%) consequences. These frequencies are biased by the detection possibilities of microsatellite loci, the most common genetic markers used in the papers assessed. As negative outcomes are typically easier to demonstrate than positive ones (e.g., extinction vs hybrid speciation), they may be over-represented in publications. Transition towards genomic studies involving both neutral and adaptive variation will provide a better insight into the real impacts of hybridization.
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Affiliation(s)
| | - Małgorzata Pilot
- Museum and Institute of Zoology, Polish Academy of Sciences, ul. Nadwiślańska 108, 80-680 Gdańsk, Poland;
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Identifying the true number of specimens of the extinct blue antelope (Hippotragus leucophaeus). Sci Rep 2021; 11:2100. [PMID: 33483538 PMCID: PMC7822880 DOI: 10.1038/s41598-020-80142-2] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/17/2020] [Accepted: 12/17/2020] [Indexed: 12/14/2022] Open
Abstract
Native to southern Africa, the blue antelope (Hippotragus leucophaeus) is the only large African mammal species known to have become extinct in historical times. However, it was poorly documented prior to its extinction ~ 1800 AD, and many of the small number of museum specimens attributed to it are taxonomically contentious. This places limitations on our understanding of its morphology, ecology, and the mechanisms responsible for its demise. We retrieved genetic information from ten of the sixteen putative blue antelope museum specimens using both shotgun sequencing and mitochondrial genome target capture in an attempt to resolve the uncertainty surrounding the identification of these specimens. We found that only four of the ten investigated specimens, and not a single skull, represent the blue antelope. This indicates that the true number of historical museum specimens of the blue antelope is even smaller than previously thought, and therefore hardly any reference material is available for morphometric, comparative and genetic studies. Our study highlights how genetics can be used to identify rare species in natural history collections where other methods may fail or when records are scarce. Additionally, we present an improved mitochondrial reference genome for the blue antelope as well as one complete and two partial mitochondrial genomes. A first analysis of these mitochondrial genomes indicates low levels of maternal genetic diversity in the ‘museum population’, possibly confirming previous results that blue antelope population size was already low at the time of the European colonization of South Africa.
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Dalton DL, de Bruyn M, Thompson T, Kotzé A. Assessing the utility of DNA barcoding in wildlife forensic cases involving South African antelope. FORENSIC SCIENCE INTERNATIONAL: REPORTS 2020. [DOI: 10.1016/j.fsir.2020.100071] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022] Open
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Fadakar D, Malekian M, Hemami MR, Lerp H, Rezaei HR, Bärmann EV. Repeated hybridization of two closely related gazelle species ( Gazella bennettii and Gazella subgutturosa) in central Iran. Ecol Evol 2020; 10:11372-11386. [PMID: 33144971 PMCID: PMC7593154 DOI: 10.1002/ece3.6774] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/11/2020] [Revised: 08/09/2020] [Accepted: 08/11/2020] [Indexed: 12/02/2022] Open
Abstract
Interspecific hybridization increasingly occurs in the course of anthropogenic actions, such as species translocations and introductions, and habitat modifications or occurs in sympatric species due to the shortage of conspecific mates. Compared with anthropogenically caused hybridization, natural hybridization is more difficult to prove, but both play an important role in conservation. In this study, we detected hybridization of two gazelle sister species, Gazella bennettii (adapted to dry areas) and Gazella subgutturosa (adapted to open plains), in five habitat areas, where G. bennettii naturally occur in central Iran. The hybrids have a nuclear genomic identity (based on two introns), habitat preference, and phenotype of G. bennettii, but the mitochondrial identity (based on cyt b) of G. subgutturosa. We suggest that natural hybridization of female G. subgutturosa and male G. bennettii happened twice in central Iran in prehistoric times, based on the haplotype pattern that we found. However, we found indications of recent hybridization between both species under special circumstances, for example, in breeding centers, due to translocations, or in areas of sympatry due to the shortage of conspecific mates. Therefore, these two species must be kept separately in the breeding centers, and introduction of one of them into the habitat of the other must be strictly avoided.
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Affiliation(s)
- Davoud Fadakar
- Department of Natural ResourcesIsfahan University of TechnologyIsfahanIran
| | - Mansoureh Malekian
- Department of Natural ResourcesIsfahan University of TechnologyIsfahanIran
| | - Mahmoud R. Hemami
- Department of Natural ResourcesIsfahan University of TechnologyIsfahanIran
| | - Hannes Lerp
- Natural History CollectionsMuseum WiesbadenWiesbadenGermany
| | - Hamid R. Rezaei
- Department of Fishery and EnvironmentGorgan University of Agricultural Science and Natural ResourcesGorganIran
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Miller SM, Moeller CH, Harper CK, Bloomer P. Anthropogenic movement results in hybridisation in impala in southern Africa. CONSERV GENET 2020. [DOI: 10.1007/s10592-020-01276-4] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/26/2022]
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Assessing introgressive hybridization in roan antelope (Hippotragus equinus): Lessons from South Africa. PLoS One 2019; 14:e0213961. [PMID: 31626669 PMCID: PMC6799913 DOI: 10.1371/journal.pone.0213961] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/04/2019] [Accepted: 10/06/2019] [Indexed: 12/02/2022] Open
Abstract
Biological diversity is being lost at unprecedented rates, with genetic admixture and introgression presenting major threats to biodiversity. Our ability to accurately identify introgression is critical to manage species, obtain insights into evolutionary processes, and ultimately contribute to the Aichi Targets developed under the Convention on Biological Diversity. The current study concerns roan antelope, the second largest antelope in Africa. Despite their large size, these antelope are sensitive to habitat disturbance and interspecific competition, leading to the species being listed as Least Concern but with decreasing population trends, and as extinct over parts of its range. Molecular research identified the presence of two evolutionary significant units across their sub-Saharan range, corresponding to a West African lineage and a second larger group which includes animals from East, Central and Southern Africa. Within South Africa, one of the remaining bastions with increasing population sizes, there are a number of West African roan antelope populations on private farms, and concerns are that these animals hybridize with roan that naturally occur in the southern African region. We used a suite of 27 microsatellite markers to conduct admixture analysis. Our results indicate evidence of hybridization, with our developed tests using a simulated dataset being able to accurately identify F1, F2 and non-admixed individuals at threshold values of qi > 0.80 and qi > 0.85. However, further backcrosses were not always detectable with backcrossed-Western roan individuals (46.7–60%), backcrossed-East, Central and Southern African roan individuals (28.3–45%) and double backcrossed (83.3–98.3%) being incorrectly classified as non-admixed. Our study is the first to confirm ongoing hybridization in this within this iconic African antelope, and we provide recommendations for the future conservation and management of this species.
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Assessing introgressive hybridization between blue wildebeest (Connochaetes taurinus) and black wildebeest (Connochaetes gnou) from South Africa. CONSERV GENET 2018. [DOI: 10.1007/s10592-018-1071-x] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/17/2022]
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Russo IRM, Hoban S, Bloomer P, Kotzé A, Segelbacher G, Rushworth I, Birss C, Bruford MW. ‘Intentional Genetic Manipulation’ as a conservation threat. CONSERV GENET RESOUR 2018. [DOI: 10.1007/s12686-018-0983-6] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
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12
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Benjamin-Fink N, Reilly BK. Conservation implications of wildlife translocations; The state's ability to act as conservation units for wildebeest populations in South Africa. Glob Ecol Conserv 2017. [DOI: 10.1016/j.gecco.2017.08.008] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022] Open
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13
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Dalton DL, Zimmermann D, Mnisi C, Taplin M, Novellie P, Hrabar H, Kotzé A. Hiding in Plain Sight: Evidence of Hybridization between Cape Mountain Zebra (Equus zebra zebra) and Plains Zebra (Equus quagga burchelli). AFRICAN JOURNAL OF WILDLIFE RESEARCH 2017. [DOI: 10.3957/056.047.0059] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/01/2022]
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14
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van Wyk AM, Dalton DL, Hoban S, Bruford MW, Russo IRM, Birss C, Grobler P, van Vuuren BJ, Kotzé A. Quantitative evaluation of hybridization and the impact on biodiversity conservation. Ecol Evol 2016; 7:320-330. [PMID: 28070295 PMCID: PMC5214875 DOI: 10.1002/ece3.2595] [Citation(s) in RCA: 33] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/08/2016] [Revised: 10/04/2016] [Accepted: 10/19/2016] [Indexed: 11/26/2022] Open
Abstract
Anthropogenic hybridization is an increasing conservation threat worldwide. In South Africa, recent hybridization is threatening numerous ungulate taxa. For example, the genetic integrity of the near‐threatened bontebok (Damaliscus pygargus pygargus) is threatened by hybridization with the more common blesbok (D. p. phillipsi). Identifying nonadmixed parental and admixed individuals is challenging based on the morphological traits alone; however, molecular analyses may allow for accurate detection. Once hybrids are identified, population simulation software may assist in determining the optimal conservation management strategy, although quantitative evaluation of hybrid management is rarely performed. In this study, our objectives were to describe species‐wide and localized rates of hybridization in nearly 3,000 individuals based on 12 microsatellite loci, quantify the accuracy of hybrid assignment software (STRUCTURE and NEWHYBRIDS), and determine an optimal threshold of bontebok ancestry for management purposes. According to multiple methods, we identified 2,051 bontebok, 657 hybrids, and 29 blesbok. More than two‐thirds of locations contained at least some hybrid individuals, with populations varying in the degree of introgression. HYBRIDLAB was used to simulate four generations of coexistence between bontebok and blesbok, and to optimize a threshold of ancestry, where most hybrids will be detected and removed, and the fewest nonadmixed bontebok individuals misclassified as hybrids. Overall, a threshold Q‐value (admixture coefficient) of 0.90 would remove 94% of hybrid animals, while a threshold of 0.95 would remove 98% of hybrid animals but also 8% of nonadmixed bontebok. To this end, a threshold of 0.90 was identified as optimal and has since been implemented in formal policy by a provincial nature conservation agency. Due to widespread hybridization, effective conservation plans should be established and enforced to conserve native populations that are genetically unique.
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Affiliation(s)
- Anna M van Wyk
- National Zoological Gardens of South Africa Pretoria South Africa; Genetics Department University of the Free State Bloemfontein South Africa
| | - Desiré L Dalton
- National Zoological Gardens of South Africa Pretoria South Africa; Genetics Department University of the Free State Bloemfontein South Africa
| | - Sean Hoban
- Department of Life Sciences and Biotechnology University of Ferrara Ferrara Italy; The Morton Arboretum Lisle IL USA; National Institute for Mathematical and Biological Synthesis (NIMBioS) University of Tennessee Knoxville TN USA
| | | | | | | | - Paul Grobler
- Genetics Department University of the Free State Bloemfontein South Africa
| | - Bettine Janse van Vuuren
- Molecular Zoology Laboratory Department of Zoology University of Johannesburg Auckland Park South Africa
| | - Antoinette Kotzé
- National Zoological Gardens of South Africa Pretoria South Africa; Genetics Department University of the Free State Bloemfontein South Africa
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15
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Vaz Pinto P, Beja P, Ferrand N, Godinho R. Hybridization following population collapse in a critically endangered antelope. Sci Rep 2016; 6:18788. [PMID: 26732144 PMCID: PMC4702127 DOI: 10.1038/srep18788] [Citation(s) in RCA: 25] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/11/2015] [Accepted: 11/26/2015] [Indexed: 11/13/2022] Open
Abstract
Population declines may promote interspecific hybridization due to the shortage of conspecific mates (Hubb’s ‘desperation’ hypothesis), thus greatly increasing the risk of species extinction. Yet, confirming this process in the wild has proved elusive. Here we combine camera-trapping and molecular surveys over seven years to document demographic processes associated with introgressive hybridization between the critically endangered giant sable antelope (Hippotragus niger variani), and the naturally sympatric roan antelope (H. equinus). Hybrids with intermediate phenotypes, including backcrosses with roan, were confirmed in one of the two remnant giant sable populations. Hybridization followed population depletion of both species due to severe wartime poaching. In the absence of mature sable males, a mixed herd of sable females and hybrids formed and grew progressively over time. To prevent further hybridization and recover this small population, all sable females were confined to a large enclosure, to which sables from the other remnant population were translocated. Given the large scale declines in many animal populations, hybridization and introgression associated with the scarcity of conspecific mates may be an increasing cause of biodiversity conservation concern. In these circumstances, the early detection of hybrids should be a priority in the conservation management of small populations.
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Affiliation(s)
- Pedro Vaz Pinto
- CIBIO/InBio - Centro de Investigação em Biodiversidade e Recursos Genéticos, Universidade do Porto, Campus Agrário de Vairão, 4485-661 Vairão, and Departamento de Biologia, Faculdade de Ciências, Universidade do Porto, Rua do Campo Alegre s⁄n. 4169-007 Porto, Portugal.,ISCED - Instituto Superior de Ciências da Educação da Huíla, Rua Sarmento Rodrigues, Lubango, Angola.,Fundação Kissama, Rua Joaquim Capango n°49, 1°D, Luanda, Angola
| | - Pedro Beja
- CIBIO/InBio - Centro de Investigação em Biodiversidade e Recursos Genéticos, Universidade do Porto, Campus Agrário de Vairão, 4485-661 Vairão, and Departamento de Biologia, Faculdade de Ciências, Universidade do Porto, Rua do Campo Alegre s⁄n. 4169-007 Porto, Portugal.,Fundação Kissama, Rua Joaquim Capango n°49, 1°D, Luanda, Angola
| | - Nuno Ferrand
- CIBIO/InBio - Centro de Investigação em Biodiversidade e Recursos Genéticos, Universidade do Porto, Campus Agrário de Vairão, 4485-661 Vairão, and Departamento de Biologia, Faculdade de Ciências, Universidade do Porto, Rua do Campo Alegre s⁄n. 4169-007 Porto, Portugal.,ISCED - Instituto Superior de Ciências da Educação da Huíla, Rua Sarmento Rodrigues, Lubango, Angola.,Department of Zoology, Faculty of Sciences, University of Johannesburg, Auckland Park 2006, South Africa
| | - Raquel Godinho
- CIBIO/InBio - Centro de Investigação em Biodiversidade e Recursos Genéticos, Universidade do Porto, Campus Agrário de Vairão, 4485-661 Vairão, and Departamento de Biologia, Faculdade de Ciências, Universidade do Porto, Rua do Campo Alegre s⁄n. 4169-007 Porto, Portugal.,ISCED - Instituto Superior de Ciências da Educação da Huíla, Rua Sarmento Rodrigues, Lubango, Angola.,Department of Zoology, Faculty of Sciences, University of Johannesburg, Auckland Park 2006, South Africa
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