Early childhood gut microbiomes show strong geographic differences among subjects at high risk for type 1 diabetes

Kaisa M Kemppainen, Alexandria N Ardissone, Austin G Davis-Richardson, Jennie R Fagen, Kelsey A Gano, Luis G León-Novelo, Kendra Vehik, George Casella, Olli Simell, Anette G Ziegler, Marian J Rewers, Åke Lernmark, William Hagopian, Jin-Xiong She, Jeffrey P Krischer, Beena Akolkar, Desmond A Schatz, Mark A Atkinson, Eric W Triplett, TEDDY Study Group, Marian Rewers, Katherine Barriga, Kimberly Bautista, Judith Baxter, George Eisenbarth, Nicole Frank, Ruth Bedoy, Patricia Gesualdo, Michelle Hoffman, Lisa Ide, Rachel Karban, Edwin Liu, Jill Norris, Kathleen Waugh, Adela Samper-Imaz, Andrea Steck, Jin-Xiong She, Desmond Schatz, Diane Hopkins, Leigh Steed, Jamie Thomas, Katherine Silvis, Michael Haller, Meena Shankar, Eleni Sheehan, Melissa Gardiner, Richard McIndoe, Haitao Liu, John Nechtman, Ashok Sharma, Joshua Williams, Gabriela Foghis, Stephen W Anderson, Anette-G Ziegler, Andreas Beyerlein, Ezio Bonifacio, Lydia Henneberger, Michael Hummel, Sandra Hummel, Kristina Foterek, Mathilde Kersting, Annette Knopff, Sibylle Koletzko, Stephanie Krause, Claudia Peplow, Maren Pflüger, Roswith Roth, Julia Schenkel, Joanna Stock, Elisabeth Strauss, Katharina Warncke, Christiane Winkler, Olli G Simell, Jorma Toppari, Annika Adamsson, Heikki Hyöty, Jorma Ilonen, Miia Kähönen, Mikael Knip, Annika Koivu, Mirva Koreasalo, Kalle Kurppa, Maria Lönnrot, Elina Mäntymäki, Katja Multasuo, Juha Mykkänen, Tiina Niininen, Kirsti Nanto-Salonen, Mia Nyblom, Jenna Rautanen, Anne Riikonen, Minna Romo, Aaro Simell, Barbara Simell, Satu Simell, Tuula Simell, Ville Simell, Maija Sjöberg, Stenius Stenius, Eeva Varjonen, Riitta Veijola, Suvi M Virtanen, Mari Åkerlund, Åke Lernmark, Daniel Agardh, Carin Andrén Aronsson, Maria Ask, Jenny Bremer, Ulla-Marie Carlsson, Corrado Cilio, Camilla Ekstrand, Emelie Ericson-Hallström, Lina Fransson, Thomas Gard, Joanna Gerardsson, Rasmus Håkansson, Monica Hansen, Gertie Hansson, Susanne Hyberg, Fredrik Johansen, Berglind Jonasdottir, Linda Jonsson, Helena Larsson, Barbro Lernmark, Maria Månsson-Martinez, Maria Markan, Theodosia Massadakis, Jessica Melin, Zeliha Mestan, Anita Nilsson, Kobra Rahmati, Anita Ramelius, Monica Sedig Järvirova, Sara Sibthorpe, Birgitta Sjöberg, Ulrica Swartling, Erika Trulsson, Carina Törn, Anne Wallin, Åsa Wimar, Sofie Åberg, William A Hagopian, Xiang Yan, Michael Killian, Claire Cowen Crouch, Kristen M Hay, Jennifer Skidmore, Carissa Adams, Stephen Ayres, Brandi Bratrude, David Coughlin, Greer Fowler, Czarina Franco, Carla Hammar, Kayleen Dunson, Diana Heaney, Rachel Hervey, Renee Kindschi, Patrick Marcus, Arlene Meyer, Denise Mulenga, Elizabeth Scott, Joshua Stabbert, Viktoria Stepitova, Nancy Williams, John Willis, Dorothy Becker, Margaret Franciscus, MaryEllen Dalmagro-Elias Smith, Ashi Daftary, Mary Beth Klein, Jeffrey P Krischer, Michael Abbondondolo, Sarah Austin-Gonzalez, Rasheedah Brown, Brant Burkhardt, Martha Butterworth, David Cuthbertson, Christopher Eberhard, Steven Fiske, Dena Garcia, Veena Gowda, David Hadley, Hye-Seung Lee, Shu Liu, Xiang Liu, Kristian Lynch, Jamie Malloy, Cristina McCarthy, Wendy McLeod, Chris Shaffer, Laura Smith, Susan Smith, Roy Tamura, Ulla Uusitalo, Kendra Vehik, Earnest Washington, Jimin Yang, Beena Akolkar, Kasia Bourcier, Thomas Briese, Suzanne Bennett Johnson, Steve Oberste, Eric Triplett, Liping Yu, Dongmei Miao, Polly Bingley, Alistair Williams, Kyla Chandler, Saba Rokni, Anna Long, Joanna Boldison, Jacob Butterly, Jessica Broadhurst, Gabriella Carreno, Claire Caygill, Rachel Curnock, Peter Easton, Ivey Geoghan, Julia Goode, Anna Long, Molly Payne, James Pearson, Charles Reed, Sophie Ridewood, Rebecca Wyatt, Elisabeth Aardal Eriksson, Ewa Lönn Karlsson, Iris Erlund, Irma Salminen, Jouko Sundvall, Jaana Leiviskä, Mari Lehtonen, Randie R Little, Alethea L Tennill, Henry Erlich, Steven J Mack, Anna Lisa Fear, Teodorica Bugawan, Maria Alejandrino, Oliver Fiehn, Bill Wikoff, Tobias Kind, Mine Palazoglu, Joyce Wong, Gert Wohlgemuth, Joseph F Petrosino, Santica M Marcovina, Vinod P Gaur, Richard Smith, Thomas Metz, Heather Higgins, Sandra Ke, Jin-Xiong She, Richard McIndoe, Haitao Liu, John Nechtman, Yansheng Zhao, Na Jiang, Stephen S Rich, Wei-Min Chen, Suna Onengut-Gumuscu, Emily Farber, Rebecca Roche Pickin, Jordan Davis, Dan Gallo, Kaisa M Kemppainen, Alexandria N Ardissone, Austin G Davis-Richardson, Jennie R Fagen, Kelsey A Gano, Luis G León-Novelo, Kendra Vehik, George Casella, Olli Simell, Anette G Ziegler, Marian J Rewers, Åke Lernmark, William Hagopian, Jin-Xiong She, Jeffrey P Krischer, Beena Akolkar, Desmond A Schatz, Mark A Atkinson, Eric W Triplett, TEDDY Study Group, Marian Rewers, Katherine Barriga, Kimberly Bautista, Judith Baxter, George Eisenbarth, Nicole Frank, Ruth Bedoy, Patricia Gesualdo, Michelle Hoffman, Lisa Ide, Rachel Karban, Edwin Liu, Jill Norris, Kathleen Waugh, Adela Samper-Imaz, Andrea Steck, Jin-Xiong She, Desmond Schatz, Diane Hopkins, Leigh Steed, Jamie Thomas, Katherine Silvis, Michael Haller, Meena Shankar, Eleni Sheehan, Melissa Gardiner, Richard McIndoe, Haitao Liu, John Nechtman, Ashok Sharma, Joshua Williams, Gabriela Foghis, Stephen W Anderson, Anette-G Ziegler, Andreas Beyerlein, Ezio Bonifacio, Lydia Henneberger, Michael Hummel, Sandra Hummel, Kristina Foterek, Mathilde Kersting, Annette Knopff, Sibylle Koletzko, Stephanie Krause, Claudia Peplow, Maren Pflüger, Roswith Roth, Julia Schenkel, Joanna Stock, Elisabeth Strauss, Katharina Warncke, Christiane Winkler, Olli G Simell, Jorma Toppari, Annika Adamsson, Heikki Hyöty, Jorma Ilonen, Miia Kähönen, Mikael Knip, Annika Koivu, Mirva Koreasalo, Kalle Kurppa, Maria Lönnrot, Elina Mäntymäki, Katja Multasuo, Juha Mykkänen, Tiina Niininen, Kirsti Nanto-Salonen, Mia Nyblom, Jenna Rautanen, Anne Riikonen, Minna Romo, Aaro Simell, Barbara Simell, Satu Simell, Tuula Simell, Ville Simell, Maija Sjöberg, Stenius Stenius, Eeva Varjonen, Riitta Veijola, Suvi M Virtanen, Mari Åkerlund, Åke Lernmark, Daniel Agardh, Carin Andrén Aronsson, Maria Ask, Jenny Bremer, Ulla-Marie Carlsson, Corrado Cilio, Camilla Ekstrand, Emelie Ericson-Hallström, Lina Fransson, Thomas Gard, Joanna Gerardsson, Rasmus Håkansson, Monica Hansen, Gertie Hansson, Susanne Hyberg, Fredrik Johansen, Berglind Jonasdottir, Linda Jonsson, Helena Larsson, Barbro Lernmark, Maria Månsson-Martinez, Maria Markan, Theodosia Massadakis, Jessica Melin, Zeliha Mestan, Anita Nilsson, Kobra Rahmati, Anita Ramelius, Monica Sedig Järvirova, Sara Sibthorpe, Birgitta Sjöberg, Ulrica Swartling, Erika Trulsson, Carina Törn, Anne Wallin, Åsa Wimar, Sofie Åberg, William A Hagopian, Xiang Yan, Michael Killian, Claire Cowen Crouch, Kristen M Hay, Jennifer Skidmore, Carissa Adams, Stephen Ayres, Brandi Bratrude, David Coughlin, Greer Fowler, Czarina Franco, Carla Hammar, Kayleen Dunson, Diana Heaney, Rachel Hervey, Renee Kindschi, Patrick Marcus, Arlene Meyer, Denise Mulenga, Elizabeth Scott, Joshua Stabbert, Viktoria Stepitova, Nancy Williams, John Willis, Dorothy Becker, Margaret Franciscus, MaryEllen Dalmagro-Elias Smith, Ashi Daftary, Mary Beth Klein, Jeffrey P Krischer, Michael Abbondondolo, Sarah Austin-Gonzalez, Rasheedah Brown, Brant Burkhardt, Martha Butterworth, David Cuthbertson, Christopher Eberhard, Steven Fiske, Dena Garcia, Veena Gowda, David Hadley, Hye-Seung Lee, Shu Liu, Xiang Liu, Kristian Lynch, Jamie Malloy, Cristina McCarthy, Wendy McLeod, Chris Shaffer, Laura Smith, Susan Smith, Roy Tamura, Ulla Uusitalo, Kendra Vehik, Earnest Washington, Jimin Yang, Beena Akolkar, Kasia Bourcier, Thomas Briese, Suzanne Bennett Johnson, Steve Oberste, Eric Triplett, Liping Yu, Dongmei Miao, Polly Bingley, Alistair Williams, Kyla Chandler, Saba Rokni, Anna Long, Joanna Boldison, Jacob Butterly, Jessica Broadhurst, Gabriella Carreno, Claire Caygill, Rachel Curnock, Peter Easton, Ivey Geoghan, Julia Goode, Anna Long, Molly Payne, James Pearson, Charles Reed, Sophie Ridewood, Rebecca Wyatt, Elisabeth Aardal Eriksson, Ewa Lönn Karlsson, Iris Erlund, Irma Salminen, Jouko Sundvall, Jaana Leiviskä, Mari Lehtonen, Randie R Little, Alethea L Tennill, Henry Erlich, Steven J Mack, Anna Lisa Fear, Teodorica Bugawan, Maria Alejandrino, Oliver Fiehn, Bill Wikoff, Tobias Kind, Mine Palazoglu, Joyce Wong, Gert Wohlgemuth, Joseph F Petrosino, Santica M Marcovina, Vinod P Gaur, Richard Smith, Thomas Metz, Heather Higgins, Sandra Ke, Jin-Xiong She, Richard McIndoe, Haitao Liu, John Nechtman, Yansheng Zhao, Na Jiang, Stephen S Rich, Wei-Min Chen, Suna Onengut-Gumuscu, Emily Farber, Rebecca Roche Pickin, Jordan Davis, Dan Gallo

Abstract

Objective: Gut microbiome dysbiosis is associated with numerous diseases, including type 1 diabetes. This pilot study determines how geographical location affects the microbiome of infants at high risk for type 1 diabetes in a population of homogenous HLA class II genotypes.

Research design and methods: High-throughput 16S rRNA sequencing was performed on stool samples collected from 90 high-risk, nonautoimmune infants participating in The Environmental Determinants of Diabetes in the Young (TEDDY) study in the U.S., Germany, Sweden, and Finland.

Results: Study site-specific patterns of gut colonization share characteristics across continents. Finland and Colorado have a significantly lower bacterial diversity, while Sweden and Washington state are dominated by Bifidobacterium in early life. Bacterial community diversity over time is significantly different by geographical location.

Conclusions: The microbiome of high-risk infants is associated with geographical location. Future studies aiming to identify the microbiome disease phenotype need to carefully consider the geographical origin of subjects.

© 2015 by the American Diabetes Association. Readers may use this article as long as the work is properly cited, the use is educational and not for profit, and the work is not altered.

Figures

Figure 1
Figure 1
A: A heat map of the relative abundance of the most abundant bacterial genera shows a distinct pattern of development at each study site. 16S rRNA read values were grouped according to age of subject (in months) at the time of sample collection. If a subject had more than one sample within 1 month, the read values were averaged to prevent over-representation of a single individual. Bacterial genera denoted in black font are represented in the top 10 most abundant genera at all sites, and those denoted in blue font represent genera from the 10 most abundant at only some sites. Symbols indicate a statistically significant difference in bacterial abundance by geographical site after adjusting for age at stool collection and other significant covariates, as follows: *P < 0.05, **P < 0.01, ***P < 0.001, +P = 0.053. B: Changes in the SDI of genus-level microbial communities over time differ significantly at each site (P < 10−5). Diversity remains significantly different after adjusting for mode of delivery and age at first introduction to milk products (P = 0.0045). The left panel depicts a histogram of 10,000 F statistics obtained after randomly permuting the site labels. The blue line indicates the 95% quartile of this F statistic, and the arrow indicates the observed F statistic. The right panel depicts, for every site, a polynomial of degree 3 adjusted to the observed SDI, days after birth.

References

    1. TEDDY Study Group The Environmental Determinants of Diabetes in the Young (TEDDY) study: study design. Pediatr Diabetes 2007;8:286–298
    1. Murri M, Leiva I, Gomez-Zumaquero JM, et al. . Gut microbiota in children with type 1 diabetes differs from that in healthy children: a case-control study. BMC Med 2013;11:46.
    1. de Goffau MC, Luopajärvi K, Knip M, et al. . Fecal microbiota composition differs between children with β-cell autoimmunity and those without. Diabetes 2013;62:1238–1244
    1. Giongo A, Gano KA, Crabb DB, et al. . Toward defining the autoimmune microbiome for type 1 diabetes. ISME J 2011;5:82–91
    1. Brown CT, Davis-Richardson AG, Giongo A, et al. . Gut microbiome metagenomics analysis suggests a functional model for the development of autoimmunity for type 1 diabetes. PLoS One 2011;6:e25792.
    1. Endesfelder D, zu Castell W, Ardissone A, et al. . Compromised gut microbiota networks in children with anti-islet cell autoimmunity. Diabetes 2014;63:2006–2014
    1. Yatsunenko T, Rey FE, Manary MJ, et al. . Human gut microbiome viewed across age and geography. Nature 2012;486:222–227
    1. Echarri PP, Graciá CM, Berruezo GR, et al. . Assessment of intestinal microbiota of full-term breast-fed infants from two different geographical locations. Early Hum Dev 2011;87:511–513
    1. Fallani M, Young D, Scott J, et al. .; Other Members of the INFABIO Team . Intestinal microbiota of 6-week-old infants across Europe: geographic influence beyond delivery mode, breast-feeding, and antibiotics. J Pediatr Gastroenterol Nutr 2010;51:77–84
    1. Grześkowiak Ł, Grönlund MM, Beckmann C, Salminen S, von Berg A, Isolauri E. The impact of perinatal probiotic intervention on gut microbiota: double-blind placebo-controlled trials in Finland and Germany. Anaerobe 2012;18:7–13
    1. De Filippo C, Cavalieri D, Di Paola M, et al. . Impact of diet in shaping gut microbiota revealed by a comparative study in children from Europe and rural Africa. Proc Natl Acad Sci U S A 2010;107:14691–14696
    1. Vehik K, Fiske SW, Logan CA, et al. .; TEDDY Study Group . Methods, quality control and specimen management in an international multicentre investigation of type 1 diabetes: TEDDY. Diabetes Metab Res Rev 2013;29:557–567
    1. Roesch LF, Casella G, Simell O, et al. . Influence of fecal sample storage on bacterial community diversity. Open Microbiol J 2009;3:40–46
    1. Fagen JR, Giongo A, Brown CT, Davis-Richardson AG, Gano KA, Triplett EW. Characterization of the relative abundance of the citrus pathogen Ca. Liberibacter asiaticus in the microbiome of its insect vector, Diaphorina citri, using high throughput 16S rRNA sequencing. Open Microbiol J 2012;6:29–33
    1. R Core Team R: a language and environment for statistical computing [Internet], 2014. Version 3.0.0. Vienna, Austria, R Foundation for Statistical Computing. Available from . Accessed 5 April 2013
    1. León-Novelo L, Kemppainen KM, Ardissone A, et al. .; TEDDY Study Group . Two applications of permutation tests in biostatistics. Bol Soc Mat Mex 2013;19:255–266
    1. Borchers AT, Uibo R, Gershwin ME. The geoepidemiology of type 1 diabetes. Autoimmun Rev 2010;9:A355–A365
    1. Scholtens PA, Oozeer R, Martin R, Amor KB, Knol J. The early settlers: intestinal microbiology in early life. Annu Rev Food Sci Technol 2012;3:425–447

Source: PubMed

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