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Research Article

Microbiome interactions shape host fitness

View ORCID ProfileAlison L. Gould, Vivian Zhang, Lisa Lamberti, Eric W. Jones, View ORCID ProfileBenjamin Obadia, Nikolaos Korasidis, Alex Gavryushkin, Jean M. Carlson, Niko Beerenwinkel, and View ORCID ProfileWilliam B. Ludington
  1. aDivision of Genetics, Genomics & Development, Department of Molecular & Cell Biology, University of California, Berkeley, CA 94720;
  2. bDivision of Immunology & Pathogenesis, Department of Molecular & Cell Biology, University of California, Berkeley, CA 94720;
  3. cDepartment of Biosystems Science & Engineering, ETH Zurich, Zurich 8092, Switzerland;
  4. dSwiss Institute of Bioinformatics, Basel 4058, Switzerland;
  5. eComplex Systems Group, Department of Physics, University of California, Santa Barbara, CA 93106;
  6. fDepartment of Computer Science, University of Otago, Dunedin 9016, New Zealand;
  7. gDepartment of Embryology, Carnegie Institution for Science, Baltimore, MD 21218;
  8. hDepartment of Biology, Johns Hopkins University, Baltimore, MD 21218

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PNAS December 18, 2018 115 (51) E11951-E11960; first published December 3, 2018; https://doi.org/10.1073/pnas.1809349115
Alison L. Gould
aDivision of Genetics, Genomics & Development, Department of Molecular & Cell Biology, University of California, Berkeley, CA 94720;
bDivision of Immunology & Pathogenesis, Department of Molecular & Cell Biology, University of California, Berkeley, CA 94720;
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  • ORCID record for Alison L. Gould
Vivian Zhang
aDivision of Genetics, Genomics & Development, Department of Molecular & Cell Biology, University of California, Berkeley, CA 94720;
bDivision of Immunology & Pathogenesis, Department of Molecular & Cell Biology, University of California, Berkeley, CA 94720;
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Lisa Lamberti
cDepartment of Biosystems Science & Engineering, ETH Zurich, Zurich 8092, Switzerland;
dSwiss Institute of Bioinformatics, Basel 4058, Switzerland;
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Eric W. Jones
eComplex Systems Group, Department of Physics, University of California, Santa Barbara, CA 93106;
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Benjamin Obadia
aDivision of Genetics, Genomics & Development, Department of Molecular & Cell Biology, University of California, Berkeley, CA 94720;
bDivision of Immunology & Pathogenesis, Department of Molecular & Cell Biology, University of California, Berkeley, CA 94720;
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  • ORCID record for Benjamin Obadia
Nikolaos Korasidis
cDepartment of Biosystems Science & Engineering, ETH Zurich, Zurich 8092, Switzerland;
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Alex Gavryushkin
cDepartment of Biosystems Science & Engineering, ETH Zurich, Zurich 8092, Switzerland;
dSwiss Institute of Bioinformatics, Basel 4058, Switzerland;
fDepartment of Computer Science, University of Otago, Dunedin 9016, New Zealand;
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Jean M. Carlson
eComplex Systems Group, Department of Physics, University of California, Santa Barbara, CA 93106;
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Niko Beerenwinkel
cDepartment of Biosystems Science & Engineering, ETH Zurich, Zurich 8092, Switzerland;
dSwiss Institute of Bioinformatics, Basel 4058, Switzerland;
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William B. Ludington
aDivision of Genetics, Genomics & Development, Department of Molecular & Cell Biology, University of California, Berkeley, CA 94720;
bDivision of Immunology & Pathogenesis, Department of Molecular & Cell Biology, University of California, Berkeley, CA 94720;
gDepartment of Embryology, Carnegie Institution for Science, Baltimore, MD 21218;
hDepartment of Biology, Johns Hopkins University, Baltimore, MD 21218
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  • ORCID record for William B. Ludington
  • For correspondence: ludington@carnegiescience.edu
  1. Edited by Michael R. Strand, University of Georgia, Athens, GA, and approved November 1, 2018 (received for review June 1, 2018)

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Significance

All animals have associated microbial communities called microbiomes that influence the physiology and fitness of their host. It is unclear to what extent individual microbial species versus interactions between them influence the host. Here, we mapped all possible interactions between individual species of bacteria against Drosophila melanogaster fruit fly fitness traits. Our approach revealed that the same bacterial interactions that shape microbiome abundances also shape host fitness traits. The fitness traits of lifespan and fecundity showed a life history tradeoff, where equal total fitness can be gotten by either high fecundity over a short life or low fecundity over a long life. The microbiome interactions are as important as the individual species in shaping these fundamental aspects of fly physiology.

Abstract

Gut bacteria can affect key aspects of host fitness, such as development, fecundity, and lifespan, while the host, in turn, shapes the gut microbiome. However, it is unclear to what extent individual species versus community interactions within the microbiome are linked to host fitness. Here, we combinatorially dissect the natural microbiome of Drosophila melanogaster and reveal that interactions between bacteria shape host fitness through life history tradeoffs. Empirically, we made germ-free flies colonized with each possible combination of the five core species of fly gut bacteria. We measured the resulting bacterial community abundances and fly fitness traits, including development, reproduction, and lifespan. The fly gut promoted bacterial diversity, which, in turn, accelerated development, reproduction, and aging: Flies that reproduced more died sooner. From these measurements, we calculated the impact of bacterial interactions on fly fitness by adapting the mathematics of genetic epistasis to the microbiome. Development and fecundity converged with higher diversity, suggesting minimal dependence on interactions. However, host lifespan and microbiome abundances were highly dependent on interactions between bacterial species. Higher-order interactions (involving three, four, and five species) occurred in 13–44% of possible cases depending on the trait, with the same interactions affecting multiple traits, a reflection of the life history tradeoff. Overall, we found these interactions were frequently context-dependent and often had the same magnitude as individual species themselves, indicating that the interactions can be as important as the individual species in gut microbiomes.

  • microbiome
  • higher-order interactions
  • fitness landscape
  • Drosophila
  • life history tradeoffs

Footnotes

  • ↵1A.L.G. and V.Z. contributed equally to this work.

  • ↵2To whom correspondence should be addressed. Email: ludington{at}carnegiescience.edu.
  • Author contributions: A.L.G., E.W.J., J.M.C., N.B., and W.B.L. designed research; A.L.G., V.Z., L.L., E.W.J., B.O., and W.B.L. performed research; L.L., E.W.J., N.K., A.G., J.M.C., N.B., and W.B.L. contributed new reagents/analytic tools; A.L.G., V.Z., L.L., E.W.J., B.O., N.K., A.G., and W.B.L. analyzed data; and A.L.G., L.L., E.W.J., B.O., A.G., J.M.C., N.B., and W.B.L. wrote the paper.

  • Conflict of interest statement: W.B.L. cofounded uBiome, Inc. and owns stock in the company.

  • This article is a PNAS Direct Submission.

  • Data deposition: Data and software presented in this study have been deposited in the Dryad Digital Repository database, datadryad.org/ (doi: 10.5061/dryad.2sr6316), and on the Nextjournal platform (https://nextjournal.com/csi/microbiome-interactions-shape-host-fitness).

  • This article contains supporting information online at www.pnas.org/lookup/suppl/doi:10.1073/pnas.1809349115/-/DCSupplemental.

  • Copyright © 2018 the Author(s). Published by PNAS.

This open access article is distributed under Creative Commons Attribution-NonCommercial-NoDerivatives License 4.0 (CC BY-NC-ND).

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Microbiome interactions shape host fitness
Alison L. Gould, Vivian Zhang, Lisa Lamberti, Eric W. Jones, Benjamin Obadia, Nikolaos Korasidis, Alex Gavryushkin, Jean M. Carlson, Niko Beerenwinkel, William B. Ludington
Proceedings of the National Academy of Sciences Dec 2018, 115 (51) E11951-E11960; DOI: 10.1073/pnas.1809349115

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Microbiome interactions shape host fitness
Alison L. Gould, Vivian Zhang, Lisa Lamberti, Eric W. Jones, Benjamin Obadia, Nikolaos Korasidis, Alex Gavryushkin, Jean M. Carlson, Niko Beerenwinkel, William B. Ludington
Proceedings of the National Academy of Sciences Dec 2018, 115 (51) E11951-E11960; DOI: 10.1073/pnas.1809349115
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