Abstract
Immunogenetic variation in natural vertebrate populations is expected to respond to spatial and temporal fluctuations in pathogen assemblages. While spatial heterogeneity in pathogen-driven selection enhances local immunogenetic adaptations and population divergence, different immune genes may yield contrasting responses to the environment. Here, we investigated population differentiation at the key pathogen recognition genes of the innate and adaptive immune system in a colonial bird species, the black-headed gull Chroicocephalus ridibundus. We assessed genetic variation at three toll-like receptor (TLR) genes (innate immunity) and the major histocompatibility complex (MHC) class I and II genes (adaptive immunity) in gulls from seven colonies scattered across Poland. As expected, we found much greater polymorphism at the MHC than TLRs. Population differentiation at the MHC class II, but not MHC-I, was significantly stronger than at neutral microsatellite loci, suggesting local adaptation. This could reflect spatial variation in the composition of extracellular parasite communities (e.g., helminths), possibly driven by sharp differences in habitat structure between colonies. Despite contrasting patterns of population differentiation, both MHC classes showed similar regimes of diversifying selection. Some significant population differentiation was also observed at TLRs, suggesting that innate immune receptors may respond to fine-scale spatial variation in pathogen pressure, although this pattern could have been enhanced by drift. Our results suggested that local adaptation at the pathogen recognition immune genes can be maintained at relatively small or moderate spatial scales in species with high dispersal potential and they highlighted the complexity of immunogenetic responses of animals to heterogeneous environments.
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Data availability
All data used in this study are available in Dryad (https://doi.org/10.5061/dryad.15dv41p32). All novel sequences generated in this study have been deposited in GenBank (OR333996-OR334322).
References
Alcaide M, Edwards SV (2011) Molecular evolution of the toll-like receptor multigene family in birds. Mol Biol Evol 28:1703–1715
Alcaide M, Muñoz J, Martínez‐de la Puente J, Soriguer R, Figuerola J (2014) Extraordinary MHC class II B diversity in a non‐passerine, wild bird: the Eurasian Coot Fulica atra (Aves: Rallidae). Ecol Evol 4:688–698
Amundson CL, Arnold TW (2010) Anthelmintics increase survival of American Coot (Fulica americana) chicks. Auk 127:653–659
Andrés AM, Hubisz MJ, Indap A, Torgerson DG, Degenhardt JD, Boyko AR et al. (2009) Targets of balancing selection in the human genome. Mol Biol Evol 26:2755–2764
Anisimova M, Nielsen R, Yang Z (2003) Effect of recombination on the accuracy of the likelihood method for detecting positive selection at amino acid sites. Genetics 164:1229–1236
Archer FI, Adams PE, Schneiders BB (2017) stratag: an r package for manipulating, summarizing and analysing population genetic data. Mol Ecol Res 17:5–11
Babik W (2010) Methods for MHC genotyping in non‐model vertebrates. Mol Ecol Res 10:237–251
Barker DJ, Maccari G, Georgiou X, Cooper MA, Flicek P, Robinson J, Marsh SG (2022) The IPD-IMGT/HLA Database. Nucleic Acids Res 2022:gkac1011
Bateson ZW, Whittingham LA, Johnson JA, Dunn PO (2015) Contrasting patterns of selection and drift between two categories of immune genes in prairie‐chickens. Mol Ecol 24:6095–6106
Benjamini Y, Hochberg Y (1995) Controlling the false discovery rate: a practical and powerful approach to multiple testing. J R Stat Soc B 57:289–300
Bentkowski P, Radwan J (2019) Evolution of major histocompatibility complex gene copy number. PLoS Comput Biol 15:e1007015
Biedrzycka A, Sebastian A, Migalska M, Westerdahl H, Radwan J (2017) Testing genotyping strategies for ultra‐deep sequencing of a co‐amplifying gene family: MHC class I in a passerine bird. Mol Ecol Res 17:642–655
Bonneaud C, Pérez‐Tris J, Federici P, Chastel O, Sorci G (2006) Major histocompatibility alleles associated with local resistance to malaria in a passerine. Evolution 60:383–389
Bosch M, Torres J, Figuerola J (2000) A helminth community in breeding Yellow-legged Gulls (Larus cachinnans): pattern of association and its effect on host fitness. Can J Zool 78:777–786
Boyd RJ, Denommé MR, Grieves LA, MacDougall‐Shackleton EA (2021) Stronger population differentiation at infection‐sensing than infection‐clearing innate immune loci in songbirds: different selective regimes for different defenses. Evolution 75:2736–2746
Brown JH, Jardetzky TS, Gorga JC, Stern LJ, Urban RG, Strominger JL, Wiley DC (1993) Three-dimensional structure of the human class II histocompatibility antigen HLA-DR1. Nature 364:33–39
Calvete C, Blanco-Aguiar JA, Virgós E, Cabezas-Díaz S, Villafuerte R (2004) Spatial variation in helminth community structure in the red-legged partridge (Alectoris rufa L.): effects of definitive host density. Parasitology 129:101–113
Chang ZL (2010) Important aspects of Toll-like receptors, ligands and their signaling pathways. Inflamm Res 59:791–808
Chao A, Jost L, Chiang SC, Jiang YH, Chazdon RL (2008) A two‐stage probabilistic approach to multiple‐community similarity indices. Biometrics 64:1178–1186
Clark LV, Jasieniuk M (2011) Polysat: an R package for polyploid microsatellite analysis. Mol Ecol Res 11:562–566
Davies CS, Taylor MI, Hammers M, Burke T, Komdeur J, Dugdale HL, Richardson DS (2021) Contemporary evolution of the innate immune receptor gene TLR3 in an isolated vertebrate population. Mol Ecol 30:2528–2542
Dearborn DC, Warren S, Hailer F (2022) Meta‐analysis of major histocompatibility complex (MHC) class IIA reveals polymorphism and positive selection in many vertebrate species. Mol Ecol 31:6390–6406
Dray S, Dufour AB (2007) The ade4 package: implementing the duality diagram for ecologists. J Stat Softw 22:1–20
Edgar RC, Haas BJ, Clemente JC, Quince C, Knight R (2011) UCHIME improves sensitivity and speed of chimera detection. Bioinformatics 27:2194–2200
Ekblom R, Saether SA, Jacobsson P, Fiske P, Sahlman T, Grahn M et al. (2007) Spatial pattern of MHC class II variation in the great snipe (Gallinago media). Mol Ecol 16:1439–1451
Excoffier L, Lischer HE (2010) Arlequin suite ver 3.5: a new series of programs to perform population genetics analyses under Linux and Windows. Mol Ecol Res 10:564–567
Gazzinelli RT, Denkers EY (2006) Protozoan encounters with Toll-like receptor signalling pathways: implications for host parasitism. Nat Rev Immunol 6:895–906
Gerdol M, Lucente D, Buonocore F, Poerio E, Scapigliati G, Mattiucci S et al. (2019) Molecular and structural characterization of MHC class II β genes reveals high diversity in the cold-adapted icefish Chionodraco hamatus. Sci Rep. 9:5523
Gemayel R, Vinces MD, Legendre M, Verstrepen KJ (2010) Variable tandem repeats accelerate evolution of coding and regulatory sequences. Ann Rev Genet 44:445–477
Gibson D, Bray R, Harris E (2005) Host–parasite database of the Natural History Museum, London. https://www.nhm.ac.uk/research-curation/scientific-resources/taxonomy-systematics/host-parasites/database/index.jsp
Gillingham MA, Béchet A, Courtiol A, Rendón-Martos M, Amat JA, Samraoui B et al. (2017) Very high MHC Class IIB diversity without spatial differentiation in the mediterranean population of greater Flamingos. BMC Evol Biol 17:56
Given AD, Mills JA, Baker AJ (2002) Isolation of polymorphic microsatellite loci from the red‐billed gull (Larus novaehollandiae scopulinus) and amplification in related species. Mol Ecol Notes 2:416–418
Gonzalez‐Quevedo C, Spurgin LG, Illera JC, Richardson DS (2015) Drift, not selection, shapes toll‐like receptor variation among oceanic island populations. Mol Ecol 24:5852–5863
Goudet J (1995) FSTAT (version 1.2): a computer program to calculate F-statistics. J Hered 86:485–486
Grueber CE, Wallis GP, Jamieson IG (2013) Genetic drift outweighs natural selection at toll‐like receptor (TLR) immunity loci in a re‐introduced population of a threatened species. Mol Ecol 22:4470–4482
Guernier V, Hochberg ME, Guégan JF (2004) Ecology drives the worldwide distribution of human diseases. PLoS Biol 2:e141
Gutiérrez JS, Piersma T, Thieltges DW (2019) Micro‐and macroparasite species richness in birds: the role of host life history and ecology. J Anim Ecol 88:1226–1239
Herdegen M, Babik W, Radwan J (2014) Selective pressures on MHC class II genes in the guppy (Poecilia reticulata) as inferred by hierarchical analysis of population structure. J Evol Biol 27:2347–2359
Herdegen-Radwan M, Phillips KP, Babik W, Mohammed RS, Radwan J (2021) Balancing selection versus allele and supertype turnover in MHC class II genes in guppies. Heredity 126:548–560
Indykiewicz P, Podlaszczuk P, Janiszewska A, Minias P (2018) Extensive gene flow along the urban–rural gradient in a migratory colonial bird. J Avian Biol 49:e01723
Jakubas D, Indykiewicz P, Kowalski J, Iciek T, Minias P (2020) Intercolony variation in foraging flight characteristics of black‐headed gulls Chroicocephalus ridibundus during the incubation period. Ecol Evol 10:5489–5505
Janeway JCA, Travers P, Walport M, Shlomchik MJ (2001) Immunobiology: the immune system in health and disease. Garland Science, New York
Joffre OP, Segura E, Savina A, Amigorena S (2012) Cross-presentation by dendritic cells. Nat Rev Immunol 12:557–569
Jombart T (2008) Adegenet: a R package for the multivariate analysis of genetic markers. Bioinformatics 24:1403–1405
Jost L (2008) GST and its relatives do not measure differentiation. Mol Ecol 17:4015–4026
Kanarek G, Zaleśny G (2014) Extrinsic-and intrinsic-dependent variation in component communities and patterns of aggregations in helminth parasites of great cormorant (Phalacrocorax carbo) from NE Poland. Parasitol Res 113:837–850
Kaufman J (2020) From chickens to humans: the importance of peptide repertoires for MHC class I alleles. Front Immunol 11:601089
Kawecki TJ, Ebert D (2004) Conceptual issues in local adaptation. Ecol Lett 7:1225–1241
Kohyama TI, Omote K, Nishida C, Takenaka T, Saito K, Fujimoto S, Masuda R (2015) Spatial and temporal variation at major histocompatibility complex class IIB genes in the endangered Blakiston’s fish owl. Zoological Lett 1:13
Kozakiewicz CP, Burridge CP, Funk WC, VandeWoude S, Craft ME, Crooks KR et al. (2018) Pathogens in space: advancing understanding of pathogen dynamics and disease ecology through landscape genetics. Evol Appl 11:1763–1778
Kryazhimskiy S, Plotkin JB (2008) The population genetics of dN/dS. PLoS Genet 4:e1000304
Leclaire S, van Dongen WF, Voccia S, Merkling T, Ducamp C, Hatch SA et al. (2014) Preen secretions encode information on MHC similarity in certain sex-dyads in a monogamous seabird. Sci Rep 4:6920
Levy H, Fiddaman SR, Vianna JA, Noll D, Clucas GV, Sidhu JK et al. (2020) Evidence of pathogen-induced immunogenetic selection across the large geographic range of a wild seabird. Mol Biol Evol 37:1708–1726
Lighten J, Papadopulos AS, Mohammed RS, Ward BJ, Paterson IG, Baillie L (2017) Evolutionary genetics of immunological supertypes reveals two faces of the Red Queen. Nat Comm 8:1294
Loiseau C, Zoorob R, Robert A, Chastel O, Julliard R, Sorci G (2011) Plasmodium relictum infection and MHC diversity in the house sparrow (Passer domesticus). Proc R Soc B 278:1264–1272
Martin DP, Murrell B, Golden M, Khoosal A, Muhire B (2015) RDP4: detection and analysis of recombination patterns in virus genomes. Virus Evol 1:vev003
Miller HC, Allendorf F, Daugherty CH (2010) Genetic diversity and differentiation at MHC genes in island populations of tuatara (Sphenodon spp.). Mol Ecol 19:3894–3908
Minias P, Drzewińska-Chańko J, Włodarczyk R (2021a) Evolution of innate and adaptive immune genes in a non-model waterbird, the common tern. Infect Genet Evol 95:105069
Minias P, Janiszewska A, Pikus E, Zadworny T, Anderwald D (2021b) MHC reflects fine-scale habitat structure in white-tailed eagles, Haliaeetus albicilla. J Hered 112:335–345
Minias P, Pikus E, Whittingham LA, Dunn PO (2018) A global analysis of selection at the avian MHC. Evolution 72:1278–1293
Minias P, Vinkler M (2022) Selection balancing at innate immune genes: adaptive polymorphism maintenance in Toll-like receptors. Mol Biol Evol 39:msac102
Murrell B, Moola S, Mabona A, Weighill T, Sheward D, Kosakovsky Pond SL, Scheffler K (2013) FUBAR: a fast, unconstrained Bayesian approximation for inferring selection. Mol Biol Evol 30:1196–1205
Murrell B, Wertheim JO, Moola S, Weighill T, Scheffler K, Kosakovsky Pond SL (2012) Detecting individual sites subject to episodic diversifying selection. PLoS Genet 8:e1002764
Nelson-Flower MJ, Germain RR, MacDougall-Shackleton EA, Taylor SS, Arcese P (2018) Purifying selection in the toll-like receptors of song sparrows Melospiza melodia. J Hered 109:501–509
Péron G, Lebreton JD, Crochet PA (2010) Breeding dispersal in black‐headed gull: the value of familiarity in a contrasted environment. J Anim Ecol 79:317–326
Promerová M, Králová T, Bryjová A, Albrecht T, Bryja J (2013) MHC class IIB exon 2 polymorphism in the Grey partridge (Perdix perdix) is shaped by selection, recombination and gene conversion. PLoS ONE 8:e69135
Quéméré E, Galan M, Cosson JF, Klein F, Aulagnier S, Gilot‐Fromont E et al. (2015) Immunogenetic heterogeneity in a widespread ungulate: the European roe deer (Capreolus capreolus). Mol Ecol 24:3873–3887
Quesniaux V, Fremond C, Jacobs M, Parida S, Nicolle D, Yeremeev V et al. (2004) Toll-like receptor pathways in the immune responses to mycobacteria. Microbes Infect 6:946–959
Radwan J, Babik W, Kaufman J, Lenz TL, Winternitz J (2020) Advances in the evolutionary understanding of MHC polymorphism. Trends Genet 36:298–311
Ranathunge C, Chimahusky ME, Welch ME (2022) A comparative study of population genetic structure reveals patterns consistent with selection at functional microsatellites in common sunflower. Mol Genet Genom 297:1329–1342
Rozas J, Ferrer-Mata A, Sánchez-DelBarrio JC, Guirao-Rico S, Librado P, Ramos-Onsins SE, Sánchez-Gracia A (2017) DnaSP 6: DNA sequence polymorphism analysis of large data sets. Mol Biol Evol 34:3299–3302
Sallaberry‐Pincheira N, González‐Acuña D, Padilla P, Dantas GP, Luna‐Jorquera G, Frere E et al. (2016) Contrasting patterns of selection between MHC I and II across populations of Humboldt and Magellanic penguins. Ecol Evol 6:7498–7510
Saper MA, Bjorkman P, Wiley DC (1991) Refined structure of the human histocompatibility antigen HLA-A2 at 2.6 Å resolution. J Mol Biol 219:277–319
Sarquis-Adamson Y, MacDougall-Shackleton EA (2016) Song sparrows Melospiza melodia have a home-field advantage in defending against sympatric malarial parasites. R Soc Open Sci 3:160216
Sebastian A, Herdegen M, Migalska M, Radwan J (2016) Amplisas: a web server for multilocus genotyping using next‐generation amplicon sequencing data. Mol Ecol Res 16:498–510
Shapiro MD, Kronenberg Z, Li C, Domyan ET, Pan H, Campbell M et al. (2013) Genomic diversity and evolution of the head crest in the rock pigeon. Science 339:1063–1067
Shultz AJ, Sackton TB (2019) Immune genes are hotspots of shared positive selection across birds and mammals. eLife 8:e41815
Slade JW, Sarquis-Adamson Y, Gloor GB, Lachance MA, MacDougall-Shackleton EA (2017) Population differences at MHC do not explain enhanced resistance of song sparrows to local parasites. J Hered 108:127–134
Spurgin LG, Illera JC, Jorgensen TH, Dawson DA, Richardson DS (2014) Genetic and phenotypic divergence in an island bird: isolation by distance, by colonization or by adaptation? Mol Ecol 23:1028–1039
Spurgin LG, Richardson DS (2010) How pathogens drive genetic diversity: MHC, mechanisms and misunderstandings. Proc R Soc B 277:979–988
Spurgin LG, Van Oosterhout C, Illera JC, Bridgett S, Gharbi K, Emerson BC, Richardson DS (2011) Gene conversion rapidly generates major histocompatibility complex diversity in recently founded bird populations. Mol Ecol 20:5213–5225
Stephens M, Donnelly P (2003) A comparison of Bayesian methods for haplotype reconstruction from population genotype data. Am J Hum Genet 73:1162–1169
Temperley ND, Berlin S, Paton IR, Griffin DK, Burt DW (2008) Evolution of the chicken Toll-like receptor gene family: a story of gene gain and gene loss. BMC Genomics 9:62
Tirard C, Helfenstein F, Danchin E (2002) Polymorphic microsatellites in the black‐legged kittiwake Rissa tridactyla. Mol Ecol Notes 2:431–433
Van Oosterhout C, Hutchinson WF, Wills DP, Shipley P (2004) MICRO‐CHECKER: software for identifying and correcting genotyping errors in microsatellite data. Mol Ecol Notes 4:535–538
Velová H, Gutowska-Ding MW, Burt DW, Vinkler M (2018) Toll-like receptor evolution in birds: gene duplication, pseudogenization, and diversifying selection. Mol Biol Evol 35:2170–2184
Waterhouse RM, Kriventseva EV, Meister S, Xi Z, Alvarez KS, Bartholomay LC et al. (2007) Evolutionary dynamics of immune-related genes and pathways in disease-vector mosquitoes. Science 316:1738–1743
Weaver S, Shank SD, Spielman SJ, Li M, Muse SV, Kosakovsky Pond SL (2018) Datamonkey 2.0: a modern web application for characterizing selective and other evolutionary processes. Mol Biol Evol 35:773–777
Włodarczyk R, Bouwhuis S, Bichet C, Podlaszczuk P, Chyb A, Indykiewicz P et al. (2022) Contrasting haemoparasite prevalence in larid species with divergent ecological niches and migration patterns. Parasitology 149:1479–1486
Xu W, Zhou X, Fang W, Chen X (2020) Genetic diversity of toll-like receptor genes in the vulnerable Chinese egret (Egretta eulophotes). PLoS ONE 15:e0233714
Yang J, Zhou M, Zhong Y, Xu L, Zeng C, Zhao X, Zhang M (2021) Gene duplication and adaptive evolution of Toll-like receptor genes in birds. Dev Comp Immunol 119:103990
Acknowledgements
We thank all participants in fieldwork, especially Jacek Betleja, Beata Dulisz, and Jarosław Kowalski. We thank three anonymous reviewers for constructive comments on the earlier drafts of the manuscript.
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PM designed the study. PI, ML, JN, and TJ performed fieldwork and collected samples. PP and ACh performed laboratory analyses. PM and PP performed statistical and bioinformatic analyses. PM wrote the first draft of the manuscript, all authors revised the manuscript for intellectual content and approved the final draft.
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Catching of birds was authorised by the Polish Academy of Sciences, with the approval of the General Directorate for Environmental Protection, Poland. The study was performed under the permit from the Local Bioethical Committee for Experiments on Animals in Łódź and appropriate Regional Environmental Protection Directorates in Poland.
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Minias, P., Podlaszczuk, P., Indykiewicz, P. et al. Genetic variation at innate and adaptive immune genes – contrasting patterns of differentiation and local adaptation in a wild gull. Heredity 131, 282–291 (2023). https://doi.org/10.1038/s41437-023-00645-2
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DOI: https://doi.org/10.1038/s41437-023-00645-2