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Silver LW, McLennan EA, Beaman J, da Silva KB, Timms P, Hogg CJ, Belov K. Using bioinformatics to investigate functional diversity: a case study of MHC diversity in koalas. Immunogenetics 2024; 76:381-395. [PMID: 39367971 PMCID: PMC11496358 DOI: 10.1007/s00251-024-01356-6] [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: 06/17/2024] [Accepted: 09/15/2024] [Indexed: 10/07/2024]
Abstract
Conservation genomics can greatly improve conservation outcomes of threatened populations, including those impacted by disease. Understanding diversity within immune gene families, including the major histocompatibility complex (MHC) and toll-like receptors (TLR), is important due to the role they play in disease resilience and susceptibility. With recent advancements in sequencing technologies and bioinformatic tools, the cost of generating high-quality sequence data has significantly decreased and made it possible to investigate diversity across entire gene families in large numbers of individuals compared to investigating only a few genes or a few populations previously. Here, we use the koala as a case study for investigating functional diversity across populations. We utilised previous target enrichment data and 438 whole genomes to firstly, determine the level of sequencing depth required to investigate MHC diversity and, secondly, determine the current level of diversity in MHC genes in koala populations. We determined for low complexity, conserved genes such as TLR genes 10 × sequencing depth is sufficient to reliably genotype more than 90% of variants, whereas for complex genes such as the MHC greater than 20 × and preferably 30 × sequencing depth is required. We used whole genome data to identify 270 biallelic SNPs across 24 MHC genes as well as copy number variation (CNV) within class I and class II genes and conduct supertype analysis. Overall, we have provided a bioinformatic workflow for investigating variation in a complex immune gene family from whole genome sequencing data and determined current levels of diversity within koala MHC genes.
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Affiliation(s)
- Luke W Silver
- School of Life and Environmental Sciences, The University of Sydney, Camperdown, NSW, 2006, Australia
- Australian Research Council Centre of Excellence for Innovations in Peptide and Protein Science, University of Sydney, Camperdown, NSW, 2006, Australia
| | - Elspeth A McLennan
- School of Life and Environmental Sciences, The University of Sydney, Camperdown, NSW, 2006, Australia
| | - Julian Beaman
- College of Science and Engineering, Flinders University, Bedford Park, South Australia, 5001, Australia
| | - Karen Burke da Silva
- College of Science and Engineering, Flinders University, Bedford Park, South Australia, 5001, Australia
| | - Peter Timms
- Genecology Research Centre, University of the Sunshine Coast, Sippy Downs, QLD, 4556, Australia
| | - Carolyn J Hogg
- School of Life and Environmental Sciences, The University of Sydney, Camperdown, NSW, 2006, Australia.
- Australian Research Council Centre of Excellence for Innovations in Peptide and Protein Science, University of Sydney, Camperdown, NSW, 2006, Australia.
| | - Katherine Belov
- School of Life and Environmental Sciences, The University of Sydney, Camperdown, NSW, 2006, Australia
- Australian Research Council Centre of Excellence for Innovations in Peptide and Protein Science, University of Sydney, Camperdown, NSW, 2006, Australia
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Peters C, Geary M, Hosie C, Nelson H, Rusk B, Muir A. Non-invasive sampling reveals low mitochondrial genetic diversity for an island endemic species: The critically endangered Grenada Dove Leptotila wellsi. Ecol Evol 2023; 13:e10767. [PMID: 38020693 PMCID: PMC10667608 DOI: 10.1002/ece3.10767] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/31/2023] [Revised: 10/30/2023] [Accepted: 11/07/2023] [Indexed: 12/01/2023] Open
Abstract
As an island endemic with a decreasing population, the critically endangered Grenada Dove Leptotila wellsi is threatened by accelerated loss of genetic diversity resulting from ongoing habitat fragmentation. Small, threatened populations are difficult to sample directly but advances in molecular methods mean that non-invasive samples can be used. We performed the first assessment of genetic diversity of populations of Grenada Dove by (a) assessing mtDNA genetic diversity in the only two areas of occupancy on Grenada, (b) defining the number of haplotypes present at each site and (c) evaluating evidence of isolation between sites. We used non-invasively collected samples from two locations: Mt Hartman (n = 18) and Perseverance (n = 12). DNA extraction and PCR were used to amplify 1751 bps of mtDNA from two mitochondrial markers: NADH dehydrogenase 2 (ND2) and Cytochrome b (Cyt b). Haplotype diversity (h) of 0.4, a nucleotide diversity (π) of 0.00023 and two unique haplotypes were identified within the ND2 sequences; a single haplotype was identified within the Cyt b sequences. Of the two haplotypes identified, the most common haplotype (haplotype A = 73.9%) was observed at both sites and the other (haplotype B = 26.1%) was unique to Perseverance. Our results show low mitochondrial genetic diversity and clear evidence for genetically isolated populations. The Grenada Dove needs urgent conservation action, including habitat protection and potentially augmentation of gene flow by translocation in order to increase genetic resilience and diversity with the ultimate aim of securing the long-term survival of this critically endangered species.
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Affiliation(s)
- Catherine Peters
- Conservation Biology Research Group, Department of Biological SciencesUniversity of ChesterChesterUK
| | - Matthew Geary
- Conservation Biology Research Group, Department of Biological SciencesUniversity of ChesterChesterUK
| | - Charlotte Hosie
- Conservation Biology Research Group, Department of Biological SciencesUniversity of ChesterChesterUK
| | | | - Bonnie Rusk
- Grenada Dove Conservation ProgrammeSt GeorgesGrenada
| | - Anna Muir
- Conservation Biology Research Group, Department of Biological SciencesUniversity of ChesterChesterUK
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Nelson-Flower MJ, Grieves LA, Reid JM, Germain RR, Lazic S, Taylor SS, MacDougall-Shackleton EA, Arcese P. Immune genotypes, immune responses, and survival in a wild bird population. Mol Ecol 2023. [PMID: 36919652 DOI: 10.1111/mec.16923] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/23/2022] [Revised: 02/18/2023] [Accepted: 03/02/2023] [Indexed: 03/16/2023]
Abstract
Individuals vary in their immune genotype, inbreeding coefficient f, immune responses, survival to adulthood, and adult longevity. However, whether immune genes predict survival or longevity, whether such relationships are mediated through immune responses, and how f affects immune genotype remain unclear. We use a wild song sparrow (Melospiza melodia) population in which survival to adulthood, adult longevity, and f were measured precisely, and in which immune responses have previously been assessed. We investigate four toll-like receptor (TLR) and the major histocompatibility complex (MHC) class IIB exon 2 genes. We test whether immune genes predict fitness (survival to adulthood or adult longevity); whether immune genes predict immune response; whether immune response predicts fitness and whether fitness, immune responses, or immune genotypes are correlated with f. We find that survival to adulthood is not associated with immune gene variation, but adult longevity is decreased by high MHC allele diversity (especially in birds that were relatively outbred), and by the presence of a specific MHC supertype. Immune responses were affected by specific immune genotypes. Survival to adulthood and adult longevity were not predicted by immune response, implying caution in the use of immune response as a predictor for fitness. We also found no relationship between f and immune genotype. This finding indicates that immune gene associations with longevity and immune response are not artefacts of f, and suggests that pathogen-mediated selection at functional loci can slow the loss of genetic variation arising from genetic drift and small population size.
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Affiliation(s)
- Martha J Nelson-Flower
- Department of Forest and Conservation Sciences, University of British Columbia, Vancouver, British Columbia, Canada
- Department of Biology, Langara College, Vancouver, British Columbia, Canada
| | - Leanne A Grieves
- Department of Biology, University of Western Ontario, London, Ontario, Canada
- Department of Biology, McMaster University, Hamilton, Ontario, Canada
| | - Jane M Reid
- Centre for Biodiversity Dynamics, Institut for Biologi, NTNU, Trondheim, Norway
- School of Biological Sciences, University of Aberdeen, Aberdeen, UK
| | - Ryan R Germain
- Center for Macroecology, Evolution and Climate, GLOBE Institute, University of Copenhagen, Kobenhavn, Denmark
| | - Savo Lazic
- Ontario Institute for Cancer Research, Toronto, Ontario, Canada
| | - Sabrina S Taylor
- School of Renewable Natural Resources, Louisiana State University and AgCenter, Baton Rouge, Louisiana, USA
| | | | - Peter Arcese
- Department of Forest and Conservation Sciences, University of British Columbia, Vancouver, British Columbia, Canada
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Magid M, Wold JR, Moraga R, Cubrinovska I, Houston DM, Gartrell BD, Steeves TE. Leveraging an existing whole-genome resequencing population data set to characterize toll-like receptor gene diversity in a threatened bird. Mol Ecol Resour 2022; 22:2810-2825. [PMID: 35635119 PMCID: PMC9543821 DOI: 10.1111/1755-0998.13656] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/10/2022] [Revised: 04/29/2022] [Accepted: 05/26/2022] [Indexed: 11/27/2022]
Abstract
Species recovery programs are increasingly using genomic data to measure neutral genetic diversity and calculate metrics like relatedness. While these measures can inform conservation management, determining the mechanisms underlying inbreeding depression requires information about functional genes associated with adaptive or maladaptive traits. Toll-like receptors (TLRs) are one family of functional genes, which play a crucial role in recognition of pathogens and activation of the immune system. Previously, these genes have been analysed using species-specific primers and PCR. Here, we leverage an existing short-read reference genome, whole-genome resequencing population data set, and bioinformatic tools to characterize TLR gene diversity in captive and wild tchūriwat'/tūturuatu/shore plover (Thinornis novaeseelandiae), a threatened bird endemic to Aotearoa New Zealand. Our results show that TLR gene diversity in tchūriwat'/tūturuatu is low, and forms two distinct captive and wild genetic clusters. The bioinformatic approach presented here has broad applicability to other threatened species with existing genomic resources in Aotearoa New Zealand and beyond.
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Affiliation(s)
- Molly Magid
- School of Biological SciencesUniversity of CanterburyChristchurchNew Zealand
| | - Jana R. Wold
- School of Biological SciencesUniversity of CanterburyChristchurchNew Zealand
| | - Roger Moraga
- Tea Break Bioinformatics, LtdPalmerston NorthNew Zealand
| | - Ilina Cubrinovska
- School of Biological SciencesUniversity of CanterburyChristchurchNew Zealand
| | - Dave M. Houston
- Department of ConservationBiodiversity GroupAucklandNew Zealand
| | - Brett D. Gartrell
- Institute of Veterinary, Animal, and Biomedical SciencesWildbase, Massey UniversityPalmerston NorthNew Zealand
| | - Tammy E. Steeves
- School of Biological SciencesUniversity of CanterburyChristchurchNew Zealand
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Minias P, Vinkler M. Selection balancing at innate immune genes: adaptive polymorphism maintenance in Toll-like receptors. Mol Biol Evol 2022; 39:6586215. [PMID: 35574644 PMCID: PMC9132207 DOI: 10.1093/molbev/msac102] [Citation(s) in RCA: 16] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022] Open
Abstract
Balancing selection is a classic mechanism for maintaining variability in immune genes involved in host–pathogen interactions. However, it remains unclear how widespread the mechanism is across immune genes other than the major histocompatibility complex (MHC). Although occasional reports suggest that balancing selection (heterozygote advantage, negative frequency-dependent selection, and fluctuating selection) may act on other immune genes, the current understanding of the phenomenon in non-MHC immune genes is far from solid. In this review, we focus on Toll-like receptors (TLRs), innate immune genes directly involved in pathogen recognition and immune response activation, as there is a growing body of research testing the assumptions of balancing selection in these genes. After reviewing infection- and fitness-based evidence, along with evidence based on population allelic frequencies and heterozygosity levels, we conclude that balancing selection maintains variation in TLRs, though it tends to occur under specific conditions in certain evolutionary lineages rather than being universal and ubiquitous. Our review also identifies key gaps in current knowledge and proposes promising areas for future research. Improving our understanding of host–pathogen interactions and balancing selection in innate immune genes are increasingly important, particularly regarding threats from emerging zoonotic diseases.
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Quéméré E, Rossi S, Petit E, Marchand P, Merlet J, Game Y, Galan M, Gilot-Fromont E. Genetic epidemiology of the Alpine ibex reservoir of persistent and virulent brucellosis outbreak. Sci Rep 2020; 10:4400. [PMID: 32157133 PMCID: PMC7064506 DOI: 10.1038/s41598-020-61299-2] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/16/2019] [Accepted: 02/25/2020] [Indexed: 01/23/2023] Open
Abstract
While it is now broadly accepted that inter-individual variation in the outcomes of host-pathogen interactions is at least partially genetically controlled, host immunogenetic characteristics are rarely investigated in wildlife epidemiological studies. Furthermore, most immunogenetic studies in the wild focused solely on the major histocompatibility complex (MHC) diversity despite it accounts for only a fraction of the genetic variation in pathogen resistance. Here, we investigated immunogenetic diversity of the Alpine ibex (Capra ibex) population of the Bargy massif, reservoir of a virulent outbreak of brucellosis. We analysed the polymorphism and associations with disease resistance of the MHC Class II Drb gene and several non-MHC genes (Toll-like receptor genes, Slc11A1) involved in the innate immune response to Brucella in domestic ungulates. We found a very low neutral genetic diversity and a unique MHC Drb haplotype in this population founded few decades ago from a small number of individuals. By contrast, other immunity-related genes have maintained polymorphism and some showed significant associations with the brucellosis infection status hence suggesting a predominant role of pathogen-mediated selection in their recent evolutionary trajectory. Our results highlight the need to monitor immunogenetic variation in wildlife epidemiological studies and to look beyond the MHC.
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Affiliation(s)
- Erwan Quéméré
- CEFS, INRAE, Université de Toulouse, Castanet-Tolosan, France.
- ESE, Ecology and Ecosystems Health, Agrocampus Ouest, INRAE, 35042 Rennes, France.
| | - Sophie Rossi
- Office Français de la Biodiversité, Unité Sanitaire de la Faune, Gap, France
| | - Elodie Petit
- Office Français de la Biodiversité, Unité Ongulés sauvages, Gières, France
| | - Pascal Marchand
- Office Français de la Biodiversité, Unité Ongulés sauvages, Gières, France
| | - Joël Merlet
- CEFS, INRAE, Université de Toulouse, Castanet-Tolosan, France
| | - Yvette Game
- Laboratoire Départemental d'Analyses Vétérinaires de Savoie, Chambéry, France
| | - Maxime Galan
- CBGP, INRAE, CIRAD, IRD, Montpellier SupAgro, Univ Montpellier, Montpellier, France
| | - Emmanuelle Gilot-Fromont
- Université de Lyon, VetAgro Sup - Campus vétérinaire de Lyon, Marcy l'Étoile, France
- Université de Lyon 1, UMR CNRS 5558 Laboratoire de Biométrie et Biologie Evolutive (LBBE), Villeurbanne, France
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Affiliation(s)
- Graham P. Wallis
- Department of Zoology, University of Otago, Dunedin, New Zealand
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Montero BK, Refaly E, Ramanamanjato J, Randriatafika F, Rakotondranary SJ, Wilhelm K, Ganzhorn JU, Sommer S. Challenges of next-generation sequencing in conservation management: Insights from long-term monitoring of corridor effects on the genetic diversity of mouse lemurs in a fragmented landscape. Evol Appl 2019; 12:425-442. [PMID: 30828365 PMCID: PMC6383737 DOI: 10.1111/eva.12723] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/02/2018] [Revised: 09/24/2018] [Accepted: 09/30/2018] [Indexed: 01/30/2023] Open
Abstract
Long-term genetic monitoring of populations is essential for efforts aimed at preserving genetic diversity of endangered species. Here, we employ a framework of long-term genetic monitoring to evaluate the effects of fragmentation and the effectiveness of the establishment of corridors in restoring population connectivity and genetic diversity of mouse lemurs Microcebus ganzhorni. To this end, we supplement estimates of neutral genetic diversity with the assessment of adaptive genetic variability of the major histocompatibility complex (MHC). In addition, we address the challenges of long-term genetic monitoring of functional diversity by comparing the genotyping performance and estimates of MHC variability generated by single-stranded conformation polymorphism (SSCP)/Sanger sequencing with those obtained by high-throughput sequencing (next-generation sequencing [NGS], Illumina), an issue that is particularly relevant when previous work serves as a baseline for planning management strategies that aim to ensure the viability of a population. We report that SSCP greatly underestimates individual diversity and that discrepancies in estimates of MHC diversity attributable to the comparisons of traditional and NGS genotyping techniques can influence the conclusions drawn from conservation management scenarios. Evidence of migration among fragments in Mandena suggests that mouse lemurs are robust to the process of fragmentation and that the effect of corridors is masked by ongoing gene flow. Nonetheless, results based on a larger number of shared private alleles at neutral loci between fragment pairs found after the establishment of corridors in Mandena suggest that gene flow is augmented as a result of enhanced connectivity. Our data point out that despite low effective population size, M. ganzhorni maintains high individual heterozygosity at neutral loci and at MHC II DRB gene and that selection plays a predominant role in maintaining MHC diversity. These findings highlight the importance of long-term genetic monitoring in order to disentangle between the processes of drift and selection maintaining adaptive genetic diversity in small populations.
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Affiliation(s)
- B. Karina Montero
- Animal Ecology and ConservationHamburg UniversityHamburgGermany
- Institute of Evolutionary Ecology and Conservation GenomicsUniversity of UlmUlmGermany
| | | | | | | | | | - Kerstin Wilhelm
- Institute of Evolutionary Ecology and Conservation GenomicsUniversity of UlmUlmGermany
| | | | - Simone Sommer
- Institute of Evolutionary Ecology and Conservation GenomicsUniversity of UlmUlmGermany
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Grueber CE, Fox S, McLennan EA, Gooley RM, Pemberton D, Hogg CJ, Belov K. Complex problems need detailed solutions: Harnessing multiple data types to inform genetic management in the wild. Evol Appl 2019; 12:280-291. [PMID: 30697339 PMCID: PMC6346650 DOI: 10.1111/eva.12715] [Citation(s) in RCA: 25] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/27/2018] [Revised: 08/15/2018] [Accepted: 09/04/2018] [Indexed: 12/18/2022] Open
Abstract
For bottlenecked populations of threatened species, supplementation often leads to improved population metrics (genetic rescue), provided that guidelines can be followed to avoid negative outcomes. In cases where no "ideal" source populations exist, or there are other complicating factors such as prevailing disease, the benefit of supplementation becomes uncertain. Bringing multiple data and analysis types together to plan genetic management activities can help. Here, we consider three populations of Tasmanian devil, Sarcophilus harrisii, as candidates for genetic rescue. Since 1996, devil populations have been severely impacted by devil facial tumour disease (DFTD), causing significant population decline and fragmentation. Like many threatened species, the key threatening process for devils cannot currently be fully mitigated, so species management requires a multifaceted approach. We examined diversity of 31 putatively neutral and 11 MHC-linked microsatellite loci of three remnant wild devil populations (one sampled at two time-points), alongside computational diversity projections, parameterized by field data from DFTD-present and DFTD-absent sites. Results showed that populations had low diversity, connectivity was poor, and diversity has likely decreased over the last decade. Stochastic simulations projected further diversity losses. For a given population size, the effects of DFTD on population demography (including earlier age at death and increased female productivity) did not impact diversity retention, which was largely driven by final population size. Population sizes ≥500 (depending on the number of founders) were necessary for maintaining diversity in otherwise unmanaged populations, even if DFTD is present. Models indicated that smaller populations could maintain diversity with ongoing immigration. Taken together, our results illustrate how multiple analysis types can be combined to address complex population genetic challenges.
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Affiliation(s)
- Catherine E. Grueber
- Faculty of Science, School of Life and Environmental SciencesThe University of SydneySydneyNew South WalesAustralia
- San Diego Zoo GlobalSan DiegoCalifornia
| | - Samantha Fox
- Save the Tasmanian Devil ProgramDPIPWEHobartTasmaniaAustralia
- Toledo ZooToledoOhio
| | - Elspeth A. McLennan
- Faculty of Science, School of Life and Environmental SciencesThe University of SydneySydneyNew South WalesAustralia
| | - Rebecca M. Gooley
- Faculty of Science, School of Life and Environmental SciencesThe University of SydneySydneyNew South WalesAustralia
| | - David Pemberton
- Save the Tasmanian Devil ProgramDPIPWEHobartTasmaniaAustralia
| | - Carolyn J. Hogg
- Faculty of Science, School of Life and Environmental SciencesThe University of SydneySydneyNew South WalesAustralia
- Zoo and Aquarium Association AustralasiaMosmanNew South WalesAustralia
| | - Katherine Belov
- Faculty of Science, School of Life and Environmental SciencesThe University of SydneySydneyNew South WalesAustralia
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