Altitude shapes gut microbiome composition accounting for diet, thyroid hormone levels, and host genetics in a subterranean blind mole rat

The animal gut microbiome acts as a crucial link between the host and its environment, playing a vital role in digestion, metabolism, physiology, and �tness. Using 16S rRNA metabarcoding, we investigated the effect of altitude on the microbiome composition of Anatolian Blind Mole Rats (Nannospalax xanthodon) across six locations and three altitudinal groups. We also factored in the host diet, as well as host microsatellite genotypes and thyroid hormone levels. The altitude had a major effect on microbiome composition, with notable differences in the relative abundance of several bacterial taxa across elevations. Contrary to prior research, we found no signi�cant difference in strictly anaerobic bacteria abundance among altitudinal groups, though facultatively anaerobic bacteria were more prevalent at higher altitudes. Microbiome alpha diversity peaked at mid-altitude, comprising elements from both low and high elevations. The beta diversity showed signi�cant association with the altitude. Altitude had a signi�cant effect on the diet composition but not on its alpha diversity. No distinct altitude-related genetic structure was evident among the host populations, and no correlation was revealed between the host genetic relatedness and microbiome composition nor between the host microbiome and the diet. Free thyroxine (FT4) levels increased almost linearly with the altitude but none of the bacterial ASVs were found to be speci�cally associated with hormone levels. Total thyroxine (TT4) levels correlated positively with microbiome diversity. Although we detected correlation between certain components of the thyroid hormone levels and the microbiome beta diversity, the pattern of their relationship remains inconclusive.

[1]  Ç. Tavşanoğlu,et al.  A taxonomic snapshot of belowground organs in plants of Anatolian steppes , 2024, Folia Geobotanica.

[2]  Jingyuan Fu,et al.  Host genetic regulation of human gut microbial structural variation , 2024, Nature.

[3]  Ivan C. Acosta,et al.  The Intersection between Bacterial Metabolism and Innate Immunity , 2023, Journal of Innate Immunity.

[4]  Kangning Xie,et al.  Oxygen enrichment protects against intestinal damage and gut microbiota disturbance in rats exposed to acute high-altitude hypoxia , 2023, Frontiers in microbiology.

[5]  Liangzhi Zhang,et al.  Temporal and geographic distribution of gut microbial enterotypes associated with host thermogenesis characteristics in plateau pikas , 2023, Microbiology spectrum.

[6]  P. Portincasa,et al.  Gut microbes in metabolic disturbances. Promising role for therapeutic manipulations? , 2023, European journal of internal medicine.

[7]  E. Nevo,et al.  Thermal biology in the Upper Galili Mountain blind mole rat (Nannospalax galili) and an overview of spalacine energetics. , 2023, Journal of thermal biology.

[8]  D. Čížková,et al.  The microbiota of long-living and cancer-free blind mole rat $\textit{(Nannospalax xanthodon)}$ from the edge of its distribution in Northern Anatolia , 2023, Communications Faculty of Science University of Ankara Series C Biology Geological Engineering and Geophysical Engineering.

[9]  T. Kikuchi,et al.  Distinctly different gut microbiota in Japanese badgers and Japanese raccoon dogs despite sharing similar food habits and environments , 2023, Mammalian Biology.

[10]  Timothy J. Durham,et al.  Hypoxia extends lifespan and neurological function in a mouse model of aging , 2023, PLoS biology.

[11]  Thomas L. Madden,et al.  ElasticBLAST: accelerating sequence search via cloud computing , 2023, BMC Bioinformatics.

[12]  Karen L. Adair,et al.  Host and microbiome jointly contribute to environmental adaptation , 2023, bioRxiv.

[13]  Jin Ge,et al.  Gut microbiota facilitates adaptation of the plateau zokor (Myospalax baileyi) to the plateau living environment , 2023, Frontiers in Microbiology.

[14]  Mingwang Zhang,et al.  Diet and high altitude strongly drive convergent adaptation of gut microbiota in wild macaques, humans, and dogs to high altitude environments , 2023, Frontiers in Microbiology.

[15]  J. Köhrle,et al.  Comparative analysis of thyroid hormone systems in rodents with subterranean lifestyle , 2023, Scientific Reports.

[16]  E. Nevo,et al.  Host diet shapes functionally differentiated gut microbiomes in sympatric speciation of blind mole rats in Upper Galilee, Israel , 2022, Frontiers in Microbiology.

[17]  M. Szczyrek,et al.  Presence of Akkermansiaceae in gut microbiome and immunotherapy effectiveness in patients with advanced non-small cell lung cancer , 2022, AMB Express.

[18]  D. Bonte,et al.  Microbiome Heritability and Its Role in Adaptation of Hosts to Novel Resources , 2022, Frontiers in Microbiology.

[19]  W. D. de Vos,et al.  Akkermansia muciniphila: paradigm for next-generation beneficial microorganisms , 2022, Nature Reviews Gastroenterology & Hepatology.

[20]  Shangang Jia,et al.  Seasonal variations in the composition and functional profiles of gut microbiota reflect dietary changes in plateau pikas , 2022, Integrative zoology.

[21]  Antton Alberdi,et al.  Diversity and compositional changes in the gut microbiota of wild and captive vertebrates: a meta-analysis , 2021, Scientific Reports.

[22]  N. R. Rosário Filho,et al.  Impact of the environment on the microbiome , 2021, Jornal de pediatria.

[23]  Tong-zuo Zhang,et al.  Marked Seasonal Variation in Structure and Function of Gut Microbiota in Forest and Alpine Musk Deer , 2021, Frontiers in Microbiology.

[24]  J. Ayroles,et al.  The microbiome extends host evolutionary potential , 2021, Nature Communications.

[25]  G. Weinstock,et al.  Host genetic control of gut microbiome composition , 2021, Mammalian Genome.

[26]  Liang Liu,et al.  Ginseng polysaccharides alter the gut microbiota and kynurenine/tryptophan ratio, potentiating the antitumour effect of antiprogrammed cell death 1/programmed cell death ligand 1 (anti-PD-1/PD-L1) immunotherapy , 2021, Gut.

[27]  Z. Shang,et al.  Seasonal dynamics of diet–gut microbiota interaction in adaptation of yaks to life at high altitude , 2021, NPJ biofilms and microbiomes.

[28]  B. Marteyn,et al.  The selective advantage of facultative anaerobes relies on their unique ability to cope with changing oxygen levels during infection , 2021, Cellular microbiology.

[29]  R. Hayes,et al.  Environmental Influences on the Human Microbiome and Implications for Noncommunicable Disease. , 2021, Annual review of public health.

[30]  L. Kang,et al.  Effects of altitude on human oral microbes , 2021, AMB Express.

[31]  P. Zannini,et al.  Investigating elevational gradients of species richness in a Mediterranean plant hotspot using a published flora , 2021, Frontiers of Biogeography.

[32]  Gilles Vuidel,et al.  graph4lg: A package for constructing and analysing graphs for landscape genetics in R , 2020, Methods in Ecology and Evolution.

[33]  J. Firth,et al.  Social networks strongly predict the gut microbiota of wild mice , 2020, The ISME Journal.

[34]  A. Muradi,et al.  Correlation of gut Firmicutes/Bacteroidetes ratio with fibrosis and steatosis stratified by body mass index in patients with non-alcoholic fatty liver disease , 2020, Bioscience of microbiota, food and health.

[35]  S. Yildirim,et al.  Microbiome and Longevity: High Abundance of Longevity-Linked Muribaculaceae in the Gut of the Long-Living Rodent Spalax leucodon. , 2020, Omics : a journal of integrative biology.

[36]  N. Metcalfe,et al.  The potential role of the gut microbiota in shaping host energetics and metabolic rate. , 2020, The Journal of animal ecology.

[37]  J. Baines,et al.  Assessing similarities and disparities in the skin microbiota between wild and laboratory populations of house mice , 2020, The ISME Journal.

[38]  K. Amrein,et al.  Thyroid-Gut-Axis: How Does the Microbiota Influence Thyroid Function? , 2020, Nutrients.

[39]  E. Elinav,et al.  Interaction between microbiota and immunity in health and disease , 2020, Cell Research.

[40]  G. Mastromonaco,et al.  Effects of captivity, diet, and relocation on the gut bacterial communities of white‐footed mice , 2020, Ecology and evolution.

[41]  P. Yen,et al.  Thermogenesis in Adipose Tissue Activated by Thyroid Hormone , 2020, International journal of molecular sciences.

[42]  Xiaolan Fan,et al.  Gut microbiota of Tibetans and Tibetan pigs varies between high and low altitude environments. , 2020, Microbiological research.

[43]  Mingwang Zhang,et al.  Characterisation of the gut microbial community of rhesus macaques in high-altitude environments , 2020, BMC Microbiology.

[44]  M. Sözen,et al.  Altitudinal Effects on Innate Immune Response of a Subterranean Rodent. , 2020, Zoological science.

[45]  Z. Bai,et al.  Gut microbiota adaptation to high altitude in indigenous animals. , 2019, Biochemical and biophysical research communications.

[46]  R. Wahl,et al.  Microbiota and Thyroid Interaction in Health and Disease , 2019, Trends in Endocrinology & Metabolism.

[47]  J. Ayroles,et al.  Can the microbiome influence host evolutionary trajectories? , 2019, bioRxiv.

[48]  M. Nachman,et al.  Host genetic determinants of the gut microbiota of wild mice , 2019, Molecular ecology.

[49]  Huan Li,et al.  Environmental filtering increases with elevation for the assembly of gut microbiota in wild pikas , 2019, Microbial biotechnology.

[50]  J. F. Storz,et al.  Evolution of physiological performance capacities and environmental adaptation: insights from high-elevation deer mice (Peromyscus maniculatus). , 2019, Journal of mammalogy.

[51]  A. Newman,et al.  Into the wild: microbiome transplant studies need broader ecological reality , 2019, Proceedings of the Royal Society B.

[52]  L. Tian,et al.  Core Gut Bacteria Analysis of Healthy Mice , 2019, Front. Microbiol..

[53]  G. Rogers,et al.  The Influence of the Gut Microbiome on Host Metabolism Through the Regulation of Gut Hormone Release , 2019, Front. Physiol..

[54]  Yi Zhang,et al.  Short-term Chronic Intermittent Hypobaric Hypoxia Alters Gut Microbiota Composition in Rats. , 2018, Biomedical and environmental sciences : BES.

[55]  P. Castelo,et al.  Childhood Obesity and Firmicutes/Bacteroidetes Ratio in the Gut Microbiota: A Systematic Review. , 2018, Childhood obesity.

[56]  M. Nachman,et al.  Altitudinal variation of the gut microbiota in wild house mice , 2018, Molecular ecology.

[57]  Ruixin Liu,et al.  The effect of exposure to high altitude and low oxygen on intestinal microbial communities in mice , 2018, PloS one.

[58]  Asuman Kahya Geology and Geochemistry of Madenköy (Ulukışla/Niğde) Area Carbonate-hosted Au-Ag-Zn±Pb Deposits , 2018, Afyon Kocatepe University Journal of Sciences and Engineering.

[59]  Xiaolong Hu,et al.  High-Throughput Analysis Reveals Seasonal Variation of the Gut Microbiota Composition Within Forest Musk Deer (Moschus berezovskii) , 2018, Front. Microbiol..

[60]  M. Pellizzon,et al.  Effects of Rodent Diet Choice and Fiber Type on Data Interpretation of Gut Microbiome and Metabolic Disease Research , 2018, Current protocols in toxicology.

[61]  Emmanuel Paradis,et al.  ape 5.0: an environment for modern phylogenetics and evolutionary analyses in R , 2018, Bioinform..

[62]  W. Langhans,et al.  Reciprocal Interactions Between Gut Microbiota and Host Social Behavior , 2018, Front. Integr. Neurosci..

[63]  A. Kurilshikov,et al.  Environment dominates over host genetics in shaping human gut microbiota , 2018, Nature.

[64]  Mingwang Zhang,et al.  Characterization of the Gut Microbiota in Six Geographical Populations of Chinese Rhesus Macaques (Macaca mulatta), Implying an Adaptation to High-Altitude Environment , 2018, Microbial Ecology.

[65]  Hans Bisgaard,et al.  DAtest: a framework for choosing differential abundance or expression method , 2018, bioRxiv.

[66]  Y. Li,et al.  Correlations between gut microbiota community structures of Tibetans and geography , 2017, Scientific Reports.

[67]  Casper W. Berg,et al.  glmmTMB Balances Speed and Flexibility Among Packages for Zero-inflated Generalized Linear Mixed Modeling , 2017, R J..

[68]  C S Bergeman,et al.  Extending multivariate distance matrix regression with an effect size measure and the asymptotic null distribution of the test statistic , 2017, Psychometrika.

[69]  S. Shuai,et al.  High-Altitude Living Shapes the Skin Microbiome in Humans and Pigs , 2017, Front. Microbiol..

[70]  Taichi A. Suzuki Links between Natural Variation in the Microbiome and Host Fitness in Wild Mammals. , 2017, Integrative and comparative biology.

[71]  Jenny Tung,et al.  Group Living and Male Dispersal Predict the Core Gut Microbiome in Wild Baboons. , 2017, Integrative and comparative biology.

[72]  Se Jin Song,et al.  The Effects of Captivity on the Mammalian Gut Microbiome , 2017, Integrative and comparative biology.

[73]  O. Lushchak,et al.  Association between body mass index and Firmicutes/Bacteroidetes ratio in an adult Ukrainian population , 2017, BMC Microbiology.

[74]  N. Juge,et al.  Introduction to the human gut microbiota , 2017, The Biochemical journal.

[75]  Benjamin M Hillmann,et al.  BugBase predicts organism-level microbiome phenotypes , 2017, bioRxiv.

[76]  S. Hird Evolutionary Biology Needs Wild Microbiomes , 2017, Front. Microbiol..

[77]  Jianqiong Zhang,et al.  Role of intestinal microbiota and metabolites on gut homeostasis and human diseases , 2017, BMC Immunology.

[78]  S. Lynch,et al.  The Human Intestinal Microbiome in Health and Disease. , 2016, The New England journal of medicine.

[79]  A. Arslan,et al.  Review of chromosome races in blind mole rats (Spalax and Nannospalax) , 2016, Folia Zoologica.

[80]  K. Dąbrowska,et al.  Correlations of Host Genetics and Gut Microbiome Composition , 2016, Front. Microbiol..

[81]  Jiabao Li,et al.  Pika Gut May Select for Rare but Diverse Environmental Bacteria , 2016, Front. Microbiol..

[82]  Jiabao Li,et al.  Diet Diversity Is Associated with Beta but not Alpha Diversity of Pika Gut Microbiota , 2016, Front. Microbiol..

[83]  F. Zhao,et al.  Convergent Evolution of Rumen Microbiomes in High-Altitude Mammals , 2016, Current Biology.

[84]  Omry Koren,et al.  Microbial Changes during Pregnancy, Birth, and Infancy , 2016, Front. Microbiol..

[85]  C. C. Pazos-Moura,et al.  Hypothalamus-Pituitary-Thyroid Axis. , 2016, Comprehensive Physiology.

[86]  Yixiang Shi,et al.  Comparative Analysis of Gut Microbiota of Native Tibetan and Han Populations Living at Different Altitudes , 2016, PloS one.

[87]  Jiabao Li,et al.  Pika Population Density Is Associated with the Composition and Diversity of Gut Microbiota , 2016, Front. Microbiol..

[88]  Paul J. McMurdie,et al.  DADA2: High resolution sample inference from Illumina amplicon data , 2016, Nature Methods.

[89]  Ole Fröbert,et al.  The Gut Microbiota Modulates Energy Metabolism in the Hibernating Brown Bear Ursus arctos. , 2016, Cell reports.

[90]  Xin Zhao,et al.  Comparative analyses of fecal microbiota in Tibetan and Chinese Han living at low or high altitude by barcoded 454 pyrosequencing , 2015, Scientific Reports.

[91]  M. Úriz,et al.  Deep-Sea, Deep-Sequencing: Metabarcoding Extracellular DNA from Sediments of Marine Canyons , 2015, PloS one.

[92]  Eleazar Eskin,et al.  Genetic and environmental control of host-gut microbiota interactions , 2015, Genome research.

[93]  P. Muir,et al.  related: an R package for analysing pairwise relatedness from codominant molecular markers , 2015, Molecular ecology resources.

[94]  P. Garber,et al.  The Gut Microbiota Appears to Compensate for Seasonal Diet Variation in the Wild Black Howler Monkey (Alouatta pigra) , 2014, Microbial Ecology.

[95]  S. Dowd,et al.  Functional divergence in gastrointestinal microbiota in physically-separated genetically identical mice , 2014, Scientific Reports.

[96]  S. Ding,et al.  Skewer: a fast and accurate adapter trimmer for next-generation sequencing paired-end reads , 2014, BMC Bioinformatics.

[97]  L. Popa,et al.  Development of nuclear microsatellite markers for the Lesser Blind Mole Rat Nannospalax leucodon (Rodentia: Spalacidae) , 2014, Conservation Genetics Resources.

[98]  G. Brent,et al.  Thyroid hormone regulation of metabolism. , 2014, Physiological reviews.

[99]  M. Dearing,et al.  Captivity results in disparate loss of gut microbial diversity in closely related hosts , 2014, Conservation physiology.

[100]  Emily R. Davenport,et al.  Seasonal Variation in Human Gut Microbiome Composition , 2014, PloS one.

[101]  Zhian N. Kamvar,et al.  Poppr: an R package for genetic analysis of populations with clonal, partially clonal, and/or sexual reproduction , 2014, PeerJ.

[102]  E. Nevo,et al.  They live in the land down under: thyroid function and basal metabolic rate in the Blind Mole Rat, Spalax , 2014, Endocrine research.

[103]  Alex D. Connaty,et al.  FUNCTIONAL GENOMICS OF ADAPTATION TO HYPOXIC COLD‐STRESS IN HIGH‐ALTITUDE DEER MICE: TRANSCRIPTOMIC PLASTICITY AND THERMOGENIC PERFORMANCE , 2014, Evolution; international journal of organic evolution.

[104]  P. Vandamme,et al.  Ecotoxicology inside the gut: impact of heavy metals on the mouse microbiome , 2013, BMC Pharmacology and Toxicology.

[105]  Susan Holmes,et al.  phyloseq: An R Package for Reproducible Interactive Analysis and Graphics of Microbiome Census Data , 2013, PloS one.

[106]  K. Nelson,et al.  Habitat degradation impacts black howler monkey (Alouatta pigra) gastrointestinal microbiomes , 2013, The ISME Journal.

[107]  A. Knoll,et al.  Animals in a bacterial world, a new imperative for the life sciences , 2013, Proceedings of the National Academy of Sciences.

[108]  G. McClelland,et al.  Increase in Carbohydrate Utilization in High-Altitude Andean Mice , 2012, Current Biology.

[109]  B. vonHoldt,et al.  STRUCTURE HARVESTER: a website and program for visualizing STRUCTURE output and implementing the Evanno method , 2012, Conservation Genetics Resources.

[110]  S. Tims,et al.  Microbiota conservation and BMI signatures in adult monozygotic twins , 2012, The ISME Journal.

[111]  Pelin Yilmaz,et al.  The SILVA ribosomal RNA gene database project: improved data processing and web-based tools , 2012, Nucleic Acids Res..

[112]  J. Clemente,et al.  Human gut microbiome viewed across age and geography , 2012, Nature.

[113]  J. Sung,et al.  Comparison of the Gut Microbiotas of Healthy Adult Twins Living in South Korea and the United States , 2011, Applied and Environmental Microbiology.

[114]  Rob Knight,et al.  UCHIME improves sensitivity and speed of chimera detection , 2011, Bioinform..

[115]  S. Massart,et al.  Impact of diet in shaping gut microbiota revealed by a comparative study in children from Europe and rural Africa , 2010, Proceedings of the National Academy of Sciences.

[116]  J. Doré,et al.  The Firmicutes/Bacteroidetes ratio of the human microbiota changes with age , 2009, BMC Microbiology.

[117]  H. Moriyama,et al.  Mechanisms of hemoglobin adaptation to high altitude hypoxia. , 2008, High altitude medicine & biology.

[118]  M. Hamady,et al.  Evolution of Mammals and Their Gut Microbes , 2008, Science.

[119]  T. Jombart adegenet: a R package for the multivariate analysis of genetic markers , 2008, Bioinform..

[120]  Jeffrey I. Gordon,et al.  Mechanisms underlying the resistance to diet-induced obesity in germ-free mice , 2007, Proceedings of the National Academy of Sciences.

[121]  J. Goudet HIERFSTAT , a package for R to compute and test hierarchical F -statistics , 2005 .

[122]  E. Nevo,et al.  Microsatellite diversity in populations of blind subterranean mole rats (Spalax ehrenbergi superspecies) in Israel: speciation and adaptation , 2004 .

[123]  J. Gale Plants and altitude--revisited. , 2004, Annals of botany.

[124]  P. Donnelly,et al.  Inference of population structure using multilocus genotype data. , 2000, Genetics.

[125]  W. Verstraete,et al.  Gastro-enteric methane versus sulphate and volatile fatty acid production , 1996, Environmental monitoring and assessment.

[126]  J. Terkel,et al.  Dispersal of Young Mole Rats (Spalax ehrenbergi) from the Natal Burrow , 1992 .

[127]  E. Nevo,et al.  Foraging strategy in a subterranean rodent, Spalax ehrenbergi: a test case for optimal foraging theory , 1989, Oecologia.

[128]  E. Nevo Adaptive Convergence and Divergence of Subterranean Mammals , 1979 .

[129]  M. Nei Analysis of gene diversity in subdivided populations. , 1973, Proceedings of the National Academy of Sciences of the United States of America.

[130]  D. Bauer Constructing Confidence Sets Using Rank Statistics , 1972 .

[131]  T. Darden Respiratory adaptations of a fossorial mammal, the pocket gopher (Thomomys bottae) , 1972, Journal of comparative physiology.

[132]  E. Nevo,et al.  Helminths of Birds and Mammals from Israel: III. Helminths from Chromosomal Forms of the Mole-Rat, Spalax ehrenbergi , 1971, Journal of Helminthology.

[133]  N. Mantel The detection of disease clustering and a generalized regression approach. , 1967, Cancer research.

[134]  W. C. Graham Anatolia , 1933, The American Journal of Semitic Languages and Literatures.

[135]  A. Nieters,et al.  Differential expression analysis for sequence count data , 2011 .

[136]  E. Mittge,et al.  Evidence for a core gut microbiota in the zebrafish , 2011, The ISME Journal.

[137]  E. Nevo Mosaic Evolution of Subterranean Mammals: Tinkering, Regression, Progression, and Global Convergence , 2007 .

[138]  A. Karataş,et al.  Some karyological records and a new chromosomal form for Spalax (Mammalia: Rodentia) in Turkey , 2006 .

[139]  M. Sözen A BIOLOGICAL INVESTIGATION ON TURKISH SPALAX GULDENSTAEDT, 1770 (MAMMALIA: RODENTIA) , 2005 .

[140]  D E Weeks,et al.  Similarity of DNA fingerprints due to chance and relatedness. , 1993, Human heredity.

[141]  E. Buskirk,et al.  Aerobic capacity during acute exposure to simulated altitude, 914 to 2286 meters. , 1982, Medicine and science in sports and exercise.

[142]  R. Arieli The atmospheric environment of the fossorial mole rat (Spalax ehrenbergi): Effects of season, soil texture, rain, temperature and activity , 1979 .