Shotgun Metagenomics of 250 Adult Twins Reveals Genetic and Environmental Impacts on the Gut Microbiome
Open accessAbstract
The gut microbiota has been typically viewed as an environmental factor for human health. Twins are well suited for investigating the concordance of their gut microbiomes and decomposing genetic and environmental influences. However, existing twin studies utilizing metagenomic shotgun sequencing have included only a few samples. Here, we sequenced fecal samples from 250 adult twins in the TwinsUK registry and constructed a comprehensive gut microbial reference gene catalog. We demonstrate heritability of many microbial taxa and functional modules in the gut microbiome, including those associated with diseases. Moreover, we identified 8 million SNPs in the gut microbiome and observe a high similarity in microbiome SNPs between twins that slowly decreases after decades of living apart. The results shed new light on the genetic and environmental influences on the composition and function of the gut microbiome that could relate to risk of complex diseases.
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The gut microbiome is unique in each individual, even when considering identical twins.
“The gut microbiome is unique in each individual, even when considering identical twins20,35”
From Cross-cohort gut microbiome associations with immune checkpoint inhibitor response in advanced melanoma (2022) · cites this paper as [35]
Studies have found evidence for heritability of relative bacterial abundances or specific taxa.
“with studies finding evidence for heritability of relative bacterial abundances or specific taxa [15, 63–68]”
From Population structure of human gut bacteria in a diverse cohort from rural Tanzania and Botswana (2019) · cites this paper as [66]
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A new method for non-parametric multivariate analysis of variance
Anderson, M. J. (2001) · Austral Ecology · doi:10.1111/j.1442-9993.2001.01070.pp.x · Cited by 13,828 · see citing works
Structure, function and diversity of the healthy human microbiome
The Human Microbiome Project Consortium (2012) · Nature · doi:10.1038/nature11234 · Cited by 11,726 · see citing works
A human gut microbial gene catalogue established by metagenomic sequencing
MetaHIT Consortium, Qin, J., Li, R., Raes, J., Arumugam, M., Burgdorf, K. S., Manichanh, C., Nielsen, T., Pons, N., Levenez, F., et al. (2010) · Nature · doi:10.1038/nature08821 · Cited by 11,624 · see citing works
Self-citationDiet rapidly and reproducibly alters the human gut microbiome
David, L. A., Maurice, C. F., Carmody, R. N., Gootenberg, D. B., Button, J. E., Wolfe, B. E., Ling, A. V., Devlin, A. S., Varma, Y., Fischbach, M. A., et al. (2014) · Nature · doi:10.1038/nature12820 · Cited by 10,100 · see citing works
A core gut microbiome in obese and lean twins
Turnbaugh, P. J., Hamady, M., Yatsunenko, T., Cantarel, B. L., Duncan, A., Ley, R. E., Sogin, M. L., Jones, W. J., Roe, B. A., Affourtit, J. P., et al. (2009) · Nature · doi:10.1038/nature07540 · Cited by 7,823 · see citing works
Human gut microbiome viewed across age and geography
Yatsunenko, T., Rey, F. E., Manary, M. J., Trehan, I., Dominguez-Bello, M. G., Contreras, M., Magris, M., Hidalgo, G., Baldassano, R. N., Anokhin, A. P., et al. (2012) · Nature · doi:10.1038/nature11053 · Cited by 7,815 · see citing works
Enterotypes of the human gut microbiome
MetaHIT Consortium (additional members), Arumugam, M., Raes, J., Pelletier, E., Le Paslier, D., Yamada, T., Mende, D. R., Fernandes, G. R., Tap, J., Bruls, T., et al. (2011) · Nature · doi:10.1038/nature09944 · Cited by 7,548 · see citing works
Self-citationChanges of Intestinal Functions in Liver Cirrhosis
Fukui, H., & Wiest, R. (2016) · Inflammatory Intestinal Diseases · doi:10.1159/000444436 · Cited by 6,820 · see citing works
A metagenome-wide association study of gut microbiota in type 2 diabetes
Qin, J., Li, Y., Cai, Z., Li, S., Zhu, J., Zhang, F., Liang, S., Zhang, W., Guan, Y., Shen, D., et al. (2012) · Nature · doi:10.1038/nature11450 · Cited by 6,762 · see citing works
Self-citationLinking long-term dietary patterns with gut microbial enterotypes
Wu, G. D., Chen, J., Hoffmann, C., Bittinger, K., Chen, Y.-Y., Keilbaugh, S. A., Bewtra, M., Knights, D., Walters, W. A., Knight, R., et al. (2011) · Science · doi:10.1126/science.1208344 · Cited by 6,513 · see citing works
Li, H. (2011) · Bioinformatics · doi:10.1093/bioinformatics/btr509 · Cited by 6,283 · see citing works
A Direct Approach to False Discovery Rates
Storey, J. D. (2002) · Journal of the Royal Statistical Society Series B: Statistical Methodology · doi:10.1111/1467-9868.00346 · Cited by 5,603 · see citing works
Richness of human gut microbiome correlates with metabolic markers
Le Chatelier, E., Nielsen, T., Qin, J., Prifti, E., Hildebrand, F., Falony, G., Almeida, M., Arumugam, M., Batto, J.-M., Kennedy, S., et al. (2013) · Nature · doi:10.1038/nature12506 · Cited by 4,662 · see citing works
Self-citationEverard, A., Belzer, C., Geurts, L., Ouwerkerk, J. P., Druart, C., Bindels, L. B., Guiot, Y., Derrien, M., Muccioli, G. G., Delzenne, N. M., et al. (2013) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1219451110 · Cited by 4,511 · see citing works
Methodology for Genetic Studies of Twins and Families
Neale, M. C., & Cardon, L. R. (1992) · doi:10.1007/978-94-015-8018-2 · Cited by 4,005 · see citing works
Gut Microbiota from Twins Discordant for Obesity Modulate Metabolism in Mice
Ridaura, V. K., Faith, J. J., Rey, F. E., Cheng, J., Duncan, A. E., Kau, A. L., Griffin, N. W., Lombard, V., Henrissat, B., Bain, J. R., et al. (2013) · Science · doi:10.1126/science.1241214 · Cited by 3,788 · see citing works
SOAP2: an improved ultrafast tool for short read alignment
Li, R., Yu, C., Li, Y., Lam, T., Yiu, S., Kristiansen, K., & Wang, J. (2009) · Bioinformatics · doi:10.1093/bioinformatics/btp336 · Cited by 3,763 · see citing works
Self-citationThe impact of the gut microbiota on human health: an integrative view
Clemente, J. C., Ursell, L. K., Parfrey, L. W., & Knight, R. (2012) · Cell · doi:10.1016/j.cell.2012.01.035 · Cited by 3,710 · see citing works
The gut microbiota--masters of host development and physiology
Sommer, F., & Bäckhed, F. (2013) · Nature Reviews Microbiology · doi:10.1038/nrmicro2974 · Cited by 3,681 · see citing works
Regulation of inflammatory responses by gut microbiota and chemoattractant receptor GPR43
Maslowski, K. M., Vieira, A. T., Ng, A., Kranich, J., Sierro, F., Yu, D., Schilter, H. C., Rolph, M. S., Mackay, F., Artis, D., et al. (2009) · Nature · doi:10.1038/nature08530 · Cited by 3,241 · see citing works
Human Genetics Shape the Gut Microbiome
Goodrich, J. K., Waters, J. L., Poole, A. C., Sutter, J. L., Koren, O., Blekhman, R., Beaumont, M., Van Treuren, W., Knight, R., Bell, J. T., et al. (2014) · Cell · doi:10.1016/j.cell.2014.09.053 · Cited by 3,164 · see citing works
Self-citationMetabolite profiles and the risk of developing diabetes
Wang, T. J., Larson, M. G., Vasan, R. S., Cheng, S., Rhee, E. P., McCabe, E., Lewis, G. D., Fox, C. S., Jacques, P. F., Fernandez, C., et al. (2011) · Nature Medicine · doi:10.1038/nm.2307 · Cited by 3,143 · see citing works
Gut metagenome in European women with normal, impaired and diabetic glucose control
Karlsson, F. H., Tremaroli, V., Nookaew, I., Bergström, G., Behre, C. J., Fagerberg, B., Nielsen, J., & Bäckhed, F. (2013) · Nature · doi:10.1038/nature12198 · Cited by 3,115 · see citing works
Structure and function of the global ocean microbiome
Sunagawa, S., Coelho, L. P., Chaffron, S., Kultima, J. R., Labadie, K., Salazar, G., Djahanschiri, B., Zeller, G., Mende, D. R., Alberti, A., et al. (2015) · Science · doi:10.1126/science.1261359 · Cited by 2,945 · see citing works
Gut Microbiota Metabolism of Dietary Fiber Influences Allergic Airway Disease and Hematopoiesis
Trompette, A., Gollwitzer, E. S., Yadava, K., Sichelstiel, A. K., Sprenger, N., Ngom-Bru, C., Blanchard, C., Junt, T., Nicod, L. P., Harris, N. L., et al. (2014) · Nature Medicine · doi:10.1038/nm.3444 · Cited by 2,862 · see citing works
Role of the gut microbiota in immunity and inflammatory disease
Kamada, N., Seo, S.-U., Chen, G. Y., & Núñez, G. (2013) · Nature reviews. Immunology · doi:10.1038/nri3430 · Cited by 2,256 · see citing works
Alterations of the human gut microbiome in liver cirrhosis
Qin, N., Yang, F., Li, A., Prifti, E., Chen, Y., Shao, L., Guo, J., Le Chatelier, E., Yao, J., Wu, L., et al. (2014) · Nature · doi:10.1038/nature13568 · Cited by 2,177 · see citing works
An integrated catalog of reference genes in the human gut microbiome
MetaHIT Consortium, Li, J., Jia, H., Cai, X., Zhong, H., Feng, Q., Sunagawa, S., Arumugam, M., Kultima, J. R., Prifti, E., et al. (2014) · Nature Biotechnology · doi:10.1038/nbt.2942 · Cited by 2,164 · see citing works
Self-citationThe Long-Term Stability of the Human Gut Microbiota
Faith, J. J., Guruge, J. L., Charbonneau, M., Subramanian, S., Seedorf, H., Goodman, A. L., Clemente, J. C., Knight, R., Heath, A. C., Leibel, R. L., et al. (2013) · Science · doi:10.1126/science.1237439 · Cited by 2,058 · see citing works
Expansion of intestinal Prevotella copri correlates with enhanced susceptibility to arthritis
Scher, J. U., Sczesnak, A., Longman, R. S., Segata, N., Ubeda, C., Bielski, C., Rostron, T., Cerundolo, V., Pamer, E. G., Abramson, S. B., et al. (2013) · eLife · doi:10.7554/elife.01202 · Cited by 2,047 · see citing works
the DIAbetes Genetics Replication And Meta-analysis (DIAGRAM) Consortium, Morris, A. P., Voight, B. F., Teslovich, T. M., Ferreira, T., Segrè, A. V., Steinthorsdottir, V., Strawbridge, R. J., Khan, H., Grallert, H., et al. (2012) · Nature Genetics · doi:10.1038/ng.2383 · Cited by 1,912 · see citing works
Dietary intervention impact on gut microbial gene richness
Cotillard, A., Kennedy, S. P., Kong, L. C., Prifti, E., Pons, N., Le Chatelier, E., Almeida, M., Quinquis, B., Levenez, F., Galleron, N., et al. (2013) · Nature · doi:10.1038/nature12480 · Cited by 1,832 · see citing works
Zhang, X., Zhang, D., Jia, H., Feng, Q., Wang, D., Liang, D., Wu, X., Li, J., Tang, L., Li, Y., et al. (2015) · Nature Medicine · doi:10.1038/nm.3914 · Cited by 1,690 · see citing works
Self-citationGut microbiome development along the colorectal adenoma-carcinoma sequence
Feng, Q., Liang, S., Jia, H., Stadlmayr, A., Tang, L., Lan, Z., Zhang, D., Xia, H., Xu, X., Jie, Z., et al. (2015) · Nature Communications · doi:10.1038/ncomms7528 · Cited by 1,506 · see citing works
Self-citationTranskingdom Control of Microbiota Diurnal Oscillations Promotes Metabolic Homeostasis
Thaiss, C. A., Zeevi, D., Levy, M., Zilberman-Schapira, G., Suez, J., Tengeler, A. C., Abramson, L., Katz, M. N., Korem, T., Zmora, N., et al. (2014) · Cell · doi:10.1016/j.cell.2014.09.048 · Cited by 1,449 · see citing works
Potential of fecal microbiota for early-stage detection of colorectal cancer
Zeller, G., Tap, J., Voigt, A. Y., Sunagawa, S., Kultima, J. R., Costea, P. I., Amiot, A., Böhm, J., Brunetti, F., Habermann, N., et al. (2014) · Molecular Systems Biology · doi:10.15252/msb.20145645 · Cited by 1,375 · see citing works
Benson, A. K., Kelly, S. A., Legge, R., Ma, F., Low, S. J., Kim, J., Zhang, M., Oh, P. L., Nehrenberg, D., Hua, K., et al. (2010) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1007028107 · Cited by 1,314 · see citing works
Yu, J. Q., Feng, Q., Wong, S. H., Zhang, D., Liang, Q. Y., Qin, Y., Tang, L., Zhao, H., Stenvang, J., Li, Y., et al. (2015) · Gut · doi:10.1136/gutjnl-2015-309800 · Cited by 1,247 · see citing works
Self-citationViruses in the faecal microbiota of monozygotic twins and their mothers
Reyes, A., Haynes, M. R., Hanson, N., Angly, F. E., Heath, A. C., Rohwer, F. L., & Gordon, J. I. (2010) · Nature · doi:10.1038/nature09199 · Cited by 1,198 · see citing works
Revealing the Bacterial Butyrate Synthesis Pathways by Analyzing (Meta)genomic Data
Vital, M., Howe, A. C., & Tiedje, J. M. (2014) · mBio · doi:10.1128/mbio.00889-14 · Cited by 1,189 · see citing works
MetaHIT Consortium, Nielsen, H. B., Almeida, M., Juncker, A. S., Rasmussen, S., Li, J., Sunagawa, S., Plichta, D. R., Gautier, L., Pedersen, A. G., et al. (2014) · Nature Biotechnology · doi:10.1038/nbt.2939 · Cited by 1,184 · see citing works
Self-citationGut Microbiomes of Malawian Twin Pairs Discordant for Kwashiorkor
Smith, M. I., Yatsunenko, T., Manary, M. J., Trehan, I., Mkakosya, R., Cheng, J., Kau, A. L., Rich, S. S., Concannon, P., Mychaleckyj, J. C., et al. (2013) · Science · doi:10.1126/science.1229000 · Cited by 1,173 · see citing works
Self-citationGenetic determinants of the gut microbiome in UK twins
Goodrich, J. K., Davenport, E. R., Beaumont, M., Jackson, M. A., Knight, R., Ober, C., Spector, T. D., Bell, J. T., Clark, A. G., & Ley, R. E. (2016) · Cell Host & Microbe · doi:10.1016/j.chom.2016.04.017 · Cited by 1,048 · see citing works
Self-citationDIAbetes Genetics Replication And Meta-analysis (DIAGRAM) Consortium, Mahajan, A., Asian Genetic Epidemiology Network Type 2 Diabetes (AGEN-T2D) Consortium, South Asian Type 2 Diabetes (SAT2D) Consortium, Mexican American Type 2 Diabetes (MAT2D) Consortium, Type 2 Diabetes Genetic Exploration by Next-generation sequencing in multi-Ethnic Samples (T2D-GENES) Consortium, Go, M. J., Zhang, W., Below, J. E., Gaulton, K. J., et al. (2014) · Nature Genetics · doi:10.1038/ng.2897 · Cited by 1,034 · see citing works
Longitudinal analysis of microbial interaction between humans and the indoor environment
Lax, S. M., Smith, D. P., Hampton‐Marcell, J., Owens, S. M., Handley, K. M., Scott, N. M., Gibbons, S. M., Larsen, P. E., Shogan, B. D., Weiss, S. J., et al. (2014) · Science · doi:10.1126/science.1254529 · Cited by 920 · see citing works
Genomic variation landscape of the human gut microbiome
Schloissnig, S., Arumugam, M., Sunagawa, S., Mitreva, M., Tap, J., Zhu, A., Waller, A., Mende, D. R., Kultima, J. R., Martin, J., et al. (2013) · Nature · doi:10.1038/nature11711 · Cited by 907 · see citing works
Gut Microbiota Orchestrates Energy Homeostasis during Cold
Chevalier, C., Stojanović, O., Colin, D. J., Suarez-Zamorano, N., Tarallo, V., Veyrat-Durebex, C., Rigo, D., Fabbiano, S., Stevanović, A., Hagemann, S., et al. (2015) · Cell · doi:10.1016/j.cell.2015.11.004 · Cited by 829 · see citing works
Scott, R. A., Lagou, V., Welch, R., Wheeler, E., Montasser, M. E., Luan, J., Mägi, R., Strawbridge, R. J., Rehnberg, E., Gustafsson, S., et al. (2012) · Nature Genetics · doi:10.1038/ng.2385 · Cited by 817 · see citing works
Manning, A. K., Hivert, M., Scott, R. A., Grimsby, J., Bouatia‐Naji, N., Chen, H., Rybin, D. V., Liu, C.-T., Bielak, L. F., Prokopenko, I., et al. (2012) · Nature Genetics · doi:10.1038/ng.2274 · Cited by 806 · see citing works
Metagenome-wide analysis of antibiotic resistance genes in a large cohort of human gut microbiota
Hu, Y., Yang, X., Qin, J., Lü, N., Cheng, G., Wu, N., Pan, Y., Li, J., Zhu, L., Wang, X., et al. (2013) · Nature Communications · doi:10.1038/ncomms3151 · Cited by 777 · see citing works
Self-citationFrank, D. N., Robertson, C. E., Hamm, C. M., Kpadeh, Z. Z., Zhang, T., Chen, H., Zhu, W., Sartor, R. B., Boedeker, E. C., Harpaz, N., et al. (2010) · Inflammatory Bowel Diseases · doi:10.1002/ibd.21339 · Cited by 594 · see citing works
Innate lymphoid cells regulate intestinal epithelial cell glycosylation
Goto, Y., Obata, T., Kunisawa, J., Sato, S., Ivanov, I. I., Lamichhane, A., Takeyama, N., Kamioka, M., Sakamoto, M., Matsuki, T., et al. (2014) · Science · doi:10.1126/science.1254009 · Cited by 568 · see citing works
The fine-scale genetic structure of the British population
Leslie, S., WINNEY, B. J., Hellenthal, G., Davison, D., Boumertit, A., Day, T., Hutnik, K., Røyrvik, E. C., Cunliffe, B. W., Lawson, D. J., et al. (2015) · Nature · doi:10.1038/nature14230 · Cited by 557 · see citing works
Genome-wide association study identifies multiple loci influencing human serum metabolite levels
Kettunen, J., Tukiainen, T., Sarin, A.-P., Ortega-Alonso, A., Tikkanen, E., Lyytikäinen, L.-P., Kangas, A. J., Soininen, P., Würtz, P., Silander, K., et al. (2012) · Nature Genetics · doi:10.1038/ng.1073 · Cited by 553 · see citing works
Durable coexistence of donor and recipient strains after fecal microbiota transplantation
Li, S. S., Zhu, A., Beneš, V., Costea, P. I., Hercog, R., Hildebrand, F., Huerta‐Cepas, J., Nieuwdorp, M., Salojärvi, J., Voigt, A. Y., et al. (2016) · Science · doi:10.1126/science.aad8852 · Cited by 544 · see citing works
Rapid fucosylation of intestinal epithelium sustains host–commensal symbiosis in sickness
Pickard, J. M., Maurice, C. F., Kinnebrew, M. A., Abt, M. C., Schenten, D., Golovkina, T. V., Bogatyrev, S. R., Ismagilov, R. F., Pamer, E. G., Turnbaugh, P. J., et al. (2014) · Nature · doi:10.1038/nature13823 · Cited by 535 · see citing works
Identifying personal microbiomes using metagenomic codes
Franzosa, E. A., Huang, K. H., Meadow, J. F., Gevers, D., Lemon, K. P., Bohannan, B. J. M., & Huttenhower, C. (2015) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1423854112 · Cited by 504 · see citing works
Metagenomic species profiling using universal phylogenetic marker genes
Sunagawa, S., Mende, D. R., Zeller, G., Izquierdo-Carrasco, F., Berger, S. A., Kultima, J. R., Coelho, L. P., Arumugam, M., Tap, J., Nielsen, H. B., et al. (2013) · Nature Methods · doi:10.1038/nmeth.2693 · Cited by 503 · see citing works
Self-citationLukovac, S., Belzer, C., Pellis, L., Keijser, B. J. F., de Vos, W. M., Montijn, R. C., & Roeselers, G. (2014) · mBio · doi:10.1128/mbio.01438-14 · Cited by 476 · see citing works
Model-fitting approaches to the analysis of human behaviour
Eaves, L. J., Last, K. A., Young, P. A., & Martin, N. G. (1978) · Heredity · doi:10.1038/hdy.1978.101 · Cited by 457 · see citing works
Metagenome-wide association studies: fine-mining the microbiome
Wang, J., & Jia, H. (2016) · Nature Reviews Microbiology · doi:10.1038/nrmicro.2016.83 · Cited by 429 · see citing works
Self-citationMenni, C., Fauman, E., Erte, I., Perry, J. R. B., Kastenmüller, G., Shin, S.-Y., Petersen, A.-K., Hyde, C., Psatha, M., Ward, K. J., et al. (2013) · Diabetes · doi:10.2337/db13-0570 · Cited by 416 · see citing works
Self-citationGenetic and environmental control of host-gut microbiota interactions
Org, E., Parks, B. W., Joo, J. W. J., Emert, B., Schwartzman, W., Kang, E. Y., Mehrabian, M., Pan, C., Knight, R., Gunsalus, R., et al. (2015) · Genome Research · doi:10.1101/gr.194118.115 · Cited by 381 · see citing works
Rausch, P., Rehman, A., Künzel, S., Häsler, R., Ott, S. J., Schreiber, S., Rosenstiel, P. C., Franke, A., & Baines, J. F. (2011) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1106408108 · Cited by 348 · see citing works
Accurate and universal delineation of prokaryotic species
Mende, D. R., Sunagawa, S., Zeller, G., & Peer Bork, B. (2013) · Nature Methods · doi:10.1038/nmeth.2575 · Cited by 328 · see citing works
Predominant Role of Host Genetics in Controlling the Composition of Gut Microbiota
Khachatryan, Z., Ktsoyan, Z. A., Manukyan, G. P., Kelly, D., Ghazaryan, K. A., & Aminov, R. I. (2008) · PLoS ONE · doi:10.1371/journal.pone.0003064 · Cited by 317 · see citing works
Nod2 is essential for temporal development of intestinal microbial communities
Rehman, A., Sina, C., Gavrilova, O., Häsler, R., Ott, S. J., Baines, J. F., Schreiber, S., & Rosenstiel, P. C. (2011) · Gut · doi:10.1136/gut.2010.216259 · Cited by 316 · see citing works
Roederer, M., Quaye, L., Mangino, M., Beddall, M. H., Mahnke, Y., Chattopadhyay, P., Tosi, I., Napolitano, L., Terranova Barberio, M., Menni, C., et al. (2015) · Cell · doi:10.1016/j.cell.2015.02.046 · Cited by 296 · see citing works
Self-citationZapala, M. A., & Schork, N. J. (2006) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0609333103 · Cited by 292 · see citing works
iPath2.0: interactive pathway explorer
Yamada, T., Letunić, I., Okuda, S., Kanehisa, M. I., & Peer Bork, B. (2011) · Nucleic Acids Research · doi:10.1093/nar/gkr313 · Cited by 292 · see citing works
Human gut microbiota community structures in urban and rural populations in Russia
Tyakht, A., Kostryukova, E., Popenko, A., Belenikin, M. S., Pavlenko, A. V., Larin, A. K., Karpova, I. Y., Selezneva, O. V., Semashko, T. A., Ospanova, E. A., et al. (2013) · Nature Communications · doi:10.1038/ncomms3469 · Cited by 283 · see citing works
Wacklin, P., Mäkivuokko, H., Alakulppi, N. S., Nikkilä, J., Tenkanen, H., Räbinä, J., Partanen, J., Aranko, K., & Mättö, J. (2011) · PLoS ONE · doi:10.1371/journal.pone.0020113 · Cited by 283 · see citing works
Genome-Wide Association Studies of the Human Gut Microbiota
Davenport, E., Cusanovich, D. A., Michelini, K., Barreiro, L. B., Ober, C., & Gilad, Y. (2015) · PLoS ONE · doi:10.1371/journal.pone.0140301 · Cited by 253 · see citing works
Cohort Profile: TwinsUK and Healthy Ageing Twin Study
Moayyeri, A., Hammond, C. J., Valdes, A. M., & Spector, T. D. (2012) · International Journal of Epidemiology · doi:10.1093/ije/dyr207 · Cited by 239 · see citing works
Self-citationExtensive Strain-Level Copy-Number Variation across Human Gut Microbiome Species
Greenblum, S. I., Carr, R., & Borenstein, E. (2015) · Cell · doi:10.1016/j.cell.2014.12.038 · Cited by 236 · see citing works
Hansen, E. E., Lozupone, C., Rey, F. E., Wu, M., Guruge, J. L., Narra, A., Goodfellow, J., Zaneveld, J., McDonald, D. T., Goodrich, J. A., et al. (2011) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1000071108 · Cited by 226 · see citing works
Murine Gut Microbiota Is Defined by Host Genetics and Modulates Variation of Metabolic Traits
McKnite, A. M., Pérez-Muñoz, M. E., Lu, L., Williams, E. G., Brewer, S., Andreux, P. A., Bastiaansen, J. W. M., Wang, X., Kachman, S. D., Auwerx, J. H., et al. (2012) · PLoS ONE · doi:10.1371/journal.pone.0039191 · Cited by 222 · see citing works
Zhou, F., Cao, H., Zuo, X., Zhang, T., Zhang, X., Liu, X., Xu, R., Chen, G., Zheng, X., Zheng, X., et al. (2016) · Nature Genetics · doi:10.1038/ng.3576 · Cited by 221 · see citing works
Self-citationMOCAT: A Metagenomics Assembly and Gene Prediction Toolkit
Kultima, J. R., Sunagawa, S., Li, J., Chen, W., Chen, H., Mende, D. R., Arumugam, M., Pan, Q., Liu, B., Qin, J., et al. (2012) · PLoS ONE · doi:10.1371/journal.pone.0047656 · Cited by 199 · see citing works
Self-citationA Genomic Distance Based on MUM Indicates Discontinuity between Most Bacterial Species and Genera
Deloger, M., Karoui, M. E., & Petit, M. (2008) · Journal of Bacteriology · doi:10.1128/jb.01202-08 · Cited by 163 · see citing works
Labbé, A., Ganopolsky, J. G., Martoni, C., Prakash, S., & Jones, M. L. (2014) · PLoS ONE · doi:10.1371/journal.pone.0115175 · Cited by 144 · see citing works
Taras, D., Simmering, R., Collins, M. D., Lawson, P. A., & Blaut, M. (2002) · INTERNATIONAL JOURNAL OF SYSTEMATIC AND EVOLUTIONARY MICROBIOLOGY · doi:10.1099/00207713-52-2-423 · Cited by 143 · see citing works
Dietary Patterns and Heritability of Food Choice in a UK Female Twin Cohort
Teucher, B., Skinner, J. S., Skidmore, P. M. L., Cassidy, A., Fairweather‐Tait, S. J., Hooper, L., Roe, M. A., Foxall, R., Oyston, S. L., Cherkas, L. F., et al. (2007) · Twin Research and Human Genetics · doi:10.1375/twin.10.5.734 · Cited by 114 · see citing works
Self-citationAn integrated epigenomic analysis for type 2 diabetes susceptibility loci in monozygotic twins
Yuan, W., Xia, Y., Bell, C. G., Yet, İ., Ferreira, T. C., Ward, K. J., Gao, F., Loomis, A. K., Hyde, C. L., Wu, H., et al. (2014) · Nature Communications · doi:10.1038/ncomms6719 · Cited by 113 · see citing works
Self-citationResponsiveness of cardiometabolic-related microbiota to diet is influenced by host genetics
O’Connor, A., Quizon, P. M., Albright, J., Lin, F. T., & Bennett, B. J. (2014) · Mammalian Genome · doi:10.1007/s00335-014-9540-0 · Cited by 67 · see citing works
Probiotics and Other Key Determinants of Dietary Oxalate Absorption
Liebman, M., & Al-Wahsh, I. A. (2011) · Advances in Nutrition · doi:10.3945/an.111.000414 · Cited by 67 · see citing works
Early Microbial Markers of Celiac Disease
Viitasalo, L., Niemi, L., Ashorn, M. H., Ashorn, S., Braun, J. G., Huhtala, H., Collin, P., Mäki, M., Kaukinen, K., Kurppa, K., et al. (2014) · Journal of Clinical Gastroenterology · doi:10.1097/mcg.0000000000000089 · Cited by 29 · see citing works
Flagged first, then by citations
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Environment dominates over host genetics in shaping human gut microbiota
Rothschild, D., Weissbrod, O., Barkan, E., Kurilshikov, A., Korem, T., Zeevi, D., Costea, P. I., Godneva, A., Kalka, I. N., Bar, N., et al. (2018) · Nature · doi:10.1038/nature25973 · Cited by 2,859 · see citing works
Asnicar, F., Berry, S. E., Valdes, A. M., Nguyen, L. H., Piccinno, G., Drew, D. A., Leeming, E., Gibson, R., Le Roy, C., Khatib, H. A., et al. (2021) · Nature Medicine · doi:10.1038/s41591-020-01183-8 · Cited by 995 · see citing works
Self-citationThe Human Gut Microbiome: From Association to Modulation
Schmidt, T. S. B., Raes, J., & Bork, P. (2018) · Cell · doi:10.1016/j.cell.2018.02.044 · Cited by 845 · see citing works
Interplay between the human gut microbiome and host metabolism
Visconti, A., Le Roy, C. I., Rosa, F., Rossi, N., Martin, T. C., Mohney, R. P., Li, W., de Rinaldis, E., Bell, J. T., Venter, J. C., et al. (2019) · Nature Communications · doi:10.1038/s41467-019-12476-z · Cited by 782 · see citing works
Self-citationEnvironmental factors shaping the gut microbiome in a Dutch population
Gacesa, R., Kurilshikov, A., Vich Vila, A., Sinha, T., Klaassen, M. A. Y., Bolte, L. A., Andreu-Sánchez, S., Chen, L., Collij, V., Hu, S., et al. (2022) · Nature · doi:10.1038/s41586-022-04567-7 · Cited by 735 · see citing works
Qin, Y., Havulinna, A. S., Liu, Y., Jousilahti, P., Ritchie, S. C., Tokolyi, A., Sanders, J. G., Valsta, L., Brożyńska, M., Zhu, Q., et al. (2022) · Nature Genetics · doi:10.1038/s41588-021-00991-z · Cited by 586 · see citing works
Accessible, curated metagenomic data through ExperimentHub
Pasolli, E., Schiffer, L., Manghi, P., Renson, A., Obenchain, V., Truong, D. T., Beghini, F., Malik, F., Ramos, M., Dowd, J. B., et al. (2017) · Nature Methods · doi:10.1038/nmeth.4468 · Cited by 514 · see citing works
Tett, A., Huang, K. D., Asnicar, F., Fehlner-Peach, H., Pasolli, E., Karcher, N., Armanini, F., Manghi, P., Bonham, K., Zolfo, M., et al. (2019) · Cell Host & Microbe · doi:10.1016/j.chom.2019.08.018 · Cited by 476 · see citing works
Human genetic variation and the gut microbiome in disease
Hall, A. B., Tolonen, A. C., & Xavier, R. J. (2017) · Nature Reviews Genetics · doi:10.1038/nrg.2017.63 · Cited by 517 · see citing works
The person-to-person transmission landscape of the gut and oral microbiomes
Valles-Colomer, M., Blanco-Míguez, A., Manghi, P., Asnicar, F., Dubois, L., Golzato, D., Armanini, F., Cumbo, F., Huang, K. D., Manara, S., et al. (2023) · Nature · doi:10.1038/s41586-022-05620-1 · Cited by 449 · see citing works
Self-citationLee, K. A., Thomas, A. M., Bolte, L. A., Björk, J. R., de Ruijter, L. K., Armanini, F., Asnicar, F., Blanco-Miguez, A., Board, R., Calbet-Llopart, N., et al. (2022) · Nature Medicine · doi:10.1038/s41591-022-01695-5 · Cited by 464 · see citing works
Self-citationAdaptive Evolution within Gut Microbiomes of Healthy People
Zhao, S., Lieberman, T. D., Poyet, M., Kauffman, K. M., Gibbons, S. M., Groussin, M., Xavier, R. J., & Alm, E. J. (2019) · Cell Host & Microbe · doi:10.1016/j.chom.2019.03.007 · Cited by 434 · see citing works
Metagenome-wide association of gut microbiome features for schizophrenia
Zhu, F., Ju, Y., Wang, W., Wang, Q., Guo, R., Ma, Q., Sun, Q., Fan, Y., Xie, Y., Yang, Z., et al. (2020) · Nature Communications · doi:10.1038/s41467-020-15457-9 · Cited by 409 · see citing works
Self-citationBreast cancer in postmenopausal women is associated with an altered gut metagenome
Zhu, J., Liao, M., Yao, Z., Liang, W., Li, Q., Liu, J., Yang, H., Ji, Y., Wei, W., Tan, A., et al. (2018) · Microbiome · doi:10.1186/s40168-018-0515-3 · Cited by 377 · see citing works
Self-citationZhu, F., Guo, R., Wang, W., Ju, Y., Wang, Q., Ma, Q., Sun, Q., Fan, Y., Xie, Y., Yang, Z., et al. (2020) · Molecular Psychiatry · doi:10.1038/s41380-019-0475-4 · Cited by 323 · see citing works
Self-citationThe Relationship Between the Human Genome and Microbiome Comes into View
Goodrich, J. K., Davenport, E. R., Clark, A. G., & Ley, R. E. (2017) · Annual Review of Genetics · doi:10.1146/annurev-genet-110711-155532 · Cited by 311 · see citing works
Heiss, C. N., & Olofsson, L. E. (2019) · Journal of Neuroendocrinology · doi:10.1111/jne.12684 · Cited by 304 · see citing works
Host Genetics and Gut Microbiome: Challenges and Perspectives
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High-throughput, single-microbe genomics with strain resolution, applied to a human gut microbiome
Zheng, W., Zhao, S., Yin, Y., Zhang, H., Needham, D. M., Evans, E. D., Dai, C. L., Lu, P. J., Alm, E. J., & Weitz, D. A. (2022) · Science · doi:10.1126/science.abm1483 · Cited by 283 · see citing works
A faecal microbiota signature with high specificity for pancreatic cancer
Kartal, E., Schmidt, T. S. B., Molina-Montes, E., Rodríguez-Perales, S., Wirbel, J., Maistrenko, O. M., Akanni, W. A., Alashkar Alhamwe, B., Alves, R. J., Carrato, A., et al. (2022) · Gut · doi:10.1136/gutjnl-2021-324755 · Cited by 290 · see citing works
Gut microbiota changes in the extreme decades of human life: a focus on centenarians
Santoro, A., Ostan, R., Candela, M., Biagi, E., Brigidi, P., Capri, M., & Franceschi, C. (2018) · Cellular and Molecular Life Sciences · doi:10.1007/s00018-017-2674-y · Cited by 250 · see citing works
Codiversification of gut microbiota with humans
Suzuki, T. A., Fitzstevens, J. L., Schmidt, V. T., Enav, H., Huus, K. E., Mbong Ngwese, M., Grießhammer, A., Pfleiderer, A., Adegbite, B. R., Zinsou, J. F., et al. (2022) · Science · doi:10.1126/science.abm7759 · Cited by 210 · see citing works
Self-citationGut Dysbiosis and Muscle Aging: Searching for Novel Targets against Sarcopenia
Picca, A., Fanelli, F., Calvani, R., Mulè, G., Pesce, V., Sisto, A., Pantanelli, C., Bernabei, R., Landi, F., & Marzetti, E. (2018) · Mediators of Inflammation · doi:10.1155/2018/7026198 · Cited by 181 · see citing works
Compositional and functional features of the female premenopausal and postmenopausal gut microbiota
Zhao, H., Chen, J., Li, X., Sun, Q., Qin, P., & Wang, Q. (2019) · FEBS Letters · doi:10.1002/1873-3468.13527 · Cited by 138 · see citing works
Gut OncoMicrobiome Signatures (GOMS) as next-generation biomarkers for cancer immunotherapy
Thomas, A. M., Fidelle, M., Routy, B., Kroemer, G., Wargo, J. A., Segata, N., & Zitvogel, L. (2023) · Nature Reviews Clinical Oncology · doi:10.1038/s41571-023-00785-8 · Cited by 141 · see citing works
Piccinno (2025) · doi:10.1038/s41591-025-03693-9 · Cited by 133 · see citing works
Microbiome-health interactions in older people
O’Toole, P. W., & Jeffery, I. B. (2018) · Cellular and Molecular Life Sciences · doi:10.1007/s00018-017-2673-z · Cited by 117 · see citing works
Hughes, R. L., Kable, M. E., Marco, M., & Keim, N. L. (2019) · Advances in Nutrition · doi:10.1093/advances/nmz049 · Cited by 117 · see citing works
Population structure of human gut bacteria in a diverse cohort from rural Tanzania and Botswana
Hansen, M. E. B., Rubel, M. A., Bailey, A. G., Ranciaro, A., Thompson, S. R., Campbell, M. C., Beggs, W., Dave, J. R., Mokone, G. G., Mpoloka, S. W., et al. (2019) · Genome Biology · doi:10.1186/s13059-018-1616-9 · Cited by 110 · see citing works
Metabolic independence drives gut microbial colonization and resilience in health and disease
Watson, A. R., Füssel, J., Veseli, I., DeLongchamp, J. Z., Silva, M., Trigodet, F., Lolans, K., Shaiber, A., Fogarty, E., Runde, J. M., et al. (2023) · Genome Biology · doi:10.1186/s13059-023-02924-x · Cited by 92 · see citing works
Genetics of human longevity within an eco-evolutionary nature-nurture framework
Giuliani, C., Garagnani, P., & Franceschi, C. (2018) · Circulation Research · doi:10.1161/circresaha.118.312562 · Cited by 92 · see citing works
Structural and functional characterization of the gut microbiota in elderly women with migraine
Chen, J., Wang, Q., Wang, A., & Lin, Z. (2020) · Frontiers in Cellular and Infection Microbiology · doi:10.3389/fcimb.2019.00470 · Cited by 89 · see citing works
Tomofuji, Y., Kishikawa, T., Maeda, Y., Ogawa, K., Otake-Kasamoto, Y., Kawabata, S., Nii, T., Okuno, T., Oguro-Igashira, E., Kinoshita, M., et al. (2022) · Cell Genomics · doi:10.1016/j.xgen.2022.100219 · Cited by 35 · see citing works
Gut Microbiota–Related Biomarkers in Immuno-Oncology
Silva, C. A. C., Fidelle, M., Almonte, A. A., Derosa, L., & Zitvogel, L. (2025) · Annual Review of Pharmacology and Toxicology · doi:10.1146/annurev-pharmtox-061124-102218 · Cited by 22 · see citing works
Mah, J. C., Lohmueller, K. E., & Garud, N. R. (2025) · Molecular Biology and Evolution · doi:10.1093/molbev/msaf010 · Cited by 11 · see citing works
The road not taken: host genetics in shaping intergenerational microbiomes
Zeng, S., Wang, S., Ross, R. P., & Stanton, C. (2022) · Trends in Genetics · doi:10.1016/j.tig.2022.05.016 · Cited by 9 · see citing works
- Authors
- Xie, H., Guo, R., Zhong, H., Feng, Q., Lan, Z., Qin, B., Ward, K. J., Jackson, M. A., Xia, Y., Chen, X., Chen, B., Xia, H., Xu, C., Li, F., Xu, X., Al-Aama, J. Y., Yang, H., Wang, J., Kristiansen, K., Wang, J., Steves, C. J., Bell, J. T., Li, J., Spector, T. D., & Jia, H.
- Affiliations
- BGI Group (China) (CN)
- King's College London (GB)
- Corresponding author
- Li, Junhua
- Jia, Huijue
- ORCID
- Venue
- Cell Systems
- Publisher
- Elsevier BV
- Published
- 2016-12
- Volume
- 3
- Issue
- 6
- Pages
- 572-584.e3
- ISSN
- 2405-4712 (ISSN-L)
- PMC
- PMC6309625
- OpenAlex
- W2548330566
- Cited by
- 341
- References
- 87
- Citations by year
- 2026: 12 · 2025: 18 · 2024: 46 · 2023: 39 · 2022: 47 · 2021: 51 · 2020: 39 · 2019: 44 · 2018: 29 · 2017: 15
- FWCI
- 15.24
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Licence
- Locations
- Cell Systems (publishedVersion)
- PubMed (publishedVersion)
- Research at the University of Copenhagen (University of Copenhagen) (publishedVersion)
- Europe PMC (PubMed Central) (acceptedVersion)
- PubMed Central (acceptedVersion)
- Research Portal (King's College London) (submittedVersion)
- Funders
- Wellcome Trust (105022/Z/14/Z)
- NIH (RO1 DK093595, DP2 OD007444)
- Shenzhen Municipal Government of China (JSGG20140702161403250, DRC-SZ[2015]162, CXB201108250098A, JSGG20160229172752028, JCYJ20160229172757249)
- Fund for Science and Technology Development (FDCT) (077/2014/A2)
- Topics
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Gut microbiota and health
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Genomics and Phylogenetic Studies
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Genetics › Genetic Associations and Epidemiology
- Keywords
- gut microbiota, twins, heritability, genetic factors, environmental influences, microbial taxa, functional modules, TwinsUK, fecal microbiota, complex diseases
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Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
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