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Research Article

Numerous uncharacterized and highly divergent microbes which colonize humans are revealed by circulating cell-free DNA

View ORCID ProfileMark Kowarsky, Joan Camunas-Soler, Michael Kertesz, Iwijn De Vlaminck, Winston Koh, Wenying Pan, Lance Martin, Norma F. Neff, Jennifer Okamoto, Ronald J. Wong, Sandhya Kharbanda, Yasser El-Sayed, Yair Blumenfeld, David K. Stevenson, Gary M. Shaw, Nathan D. Wolfe, and Stephen R. Quake
PNAS first published August 22, 2017; https://doi.org/10.1073/pnas.1707009114
Mark Kowarsky
aDepartment of Physics, Stanford University, Stanford, CA 94305;
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  • ORCID record for Mark Kowarsky
Joan Camunas-Soler
bDepartment of Bioengineering, Stanford University, Stanford, CA 94305;
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Michael Kertesz
bDepartment of Bioengineering, Stanford University, Stanford, CA 94305;
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Iwijn De Vlaminck
bDepartment of Bioengineering, Stanford University, Stanford, CA 94305;
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Winston Koh
bDepartment of Bioengineering, Stanford University, Stanford, CA 94305;
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Wenying Pan
bDepartment of Bioengineering, Stanford University, Stanford, CA 94305;
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Lance Martin
bDepartment of Bioengineering, Stanford University, Stanford, CA 94305;
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Norma F. Neff
bDepartment of Bioengineering, Stanford University, Stanford, CA 94305;
cChan Zuckerberg Biohub, San Francisco, CA 94158;
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Jennifer Okamoto
bDepartment of Bioengineering, Stanford University, Stanford, CA 94305;
cChan Zuckerberg Biohub, San Francisco, CA 94158;
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Ronald J. Wong
dDepartment of Pediatrics, Stanford University School of Medicine, Stanford University, Stanford, CA 94305;
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Sandhya Kharbanda
ePediatric Stem Cell Transplantation, Lucille Packard Children’s Hospital, Stanford University, Stanford, CA 94305;
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Yasser El-Sayed
fDivision of Maternal–Fetal Medicine, Department of Obstetrics and Gynecology, Stanford University School of Medicine, Stanford University, Stanford, CA 94305;
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Yair Blumenfeld
fDivision of Maternal–Fetal Medicine, Department of Obstetrics and Gynecology, Stanford University School of Medicine, Stanford University, Stanford, CA 94305;
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David K. Stevenson
dDepartment of Pediatrics, Stanford University School of Medicine, Stanford University, Stanford, CA 94305;
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Gary M. Shaw
dDepartment of Pediatrics, Stanford University School of Medicine, Stanford University, Stanford, CA 94305;
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Nathan D. Wolfe
gMetabiota, San Francisco, CA 94104;
hGlobal Viral, San Francisco, CA 94104;
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Stephen R. Quake
bDepartment of Bioengineering, Stanford University, Stanford, CA 94305;
cChan Zuckerberg Biohub, San Francisco, CA 94158;
iDepartment of Applied Physics, Stanford University, Stanford, CA 94305
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  • For correspondence: quake@stanford.edu
  1. Contributed by Stephen R. Quake, July 12, 2017 (sent for review April 28, 2017; reviewed by Søren Brunak and Eran Segal)

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Significance

Through massive shotgun sequencing of circulating cell-free DNA from the blood of more than 1,000 independent samples, we identified hundreds of new bacteria and viruses which represent previously unidentified members of the human microbiome. Previous studies targeted specific niches such as feces, skin, or the oral cavity, whereas our approach of using blood effectively enables sampling of the entire body and reveals the colonization of niches which have been previously inaccessible. We were thus able to discover that the human body contains a vast and unexpected diversity of microbes, many of which have highly divergent relationships to the known tree of life.

Abstract

Blood circulates throughout the human body and contains molecules drawn from virtually every tissue, including the microbes and viruses which colonize the body. Through massive shotgun sequencing of circulating cell-free DNA from the blood, we identified hundreds of new bacteria and viruses which represent previously unidentified members of the human microbiome. Analyzing cumulative sequence data from 1,351 blood samples collected from 188 patients enabled us to assemble 7,190 contiguous regions (contigs) larger than 1 kbp, of which 3,761 are novel with little or no sequence homology in any existing databases. The vast majority of these novel contigs possess coding sequences, and we have validated their existence both by finding their presence in independent experiments and by performing direct PCR amplification. When their nearest neighbors are located in the tree of life, many of the organisms represent entirely novel taxa, showing that microbial diversity within the human body is substantially broader than previously appreciated.

  • cell-free DNA
  • microbiome
  • metagenomics
  • biological dark matter

Footnotes

  • ↵1Present address: Karius, Redwood City, CA 94065.

  • ↵2To whom correspondence should be addressed. Email: quake{at}stanford.edu.
  • Author contributions: M. Kowarsky, M. Kertesz, I.D.V., and S.R.Q. designed research; M. Kowarsky, J.C.-S., I.D.V., W.K., W.P., L.M., N.F.N., J.O., R.J.W., S.K., Y.E.-S., Y.B., D.K.S., G.M.S., and S.R.Q. performed research; M. Kowarsky contributed new reagents/analytic tools; R.J.W., S.K., Y.E.-S., Y.B., D.K.S., and G.M.S. recruited patients and collected samples; M. Kowarsky and S.R.Q. analyzed data; and M. Kowarsky, N.D.W., and S.R.Q. wrote the paper.

  • Reviewers: S.B., Novo Nordisk Foundation Center for Protein Research; and E.S., Weizmann Institute of Science.

  • Conflict of interest statement: N.D.W. is an employee of Metabiota and founder of Global Viral; S.R.Q. is a founder of Karius. M. Kertesz is an employee and founder of Karius, but all work was performed while at Stanford and before he joined the company. All other authors declare no conflict of interest.

  • Data deposition: Sequencing data are accessible on the NCBI sequence read archive (accession nos. PRJNA263522, PRJNA222186, PRJNA385009, and PRJNA385180).

  • This article contains supporting information online at www.pnas.org/lookup/suppl/doi:10.1073/pnas.1707009114/-/DCSupplemental.

Freely available online through the PNAS open access option.

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Divergent microbes colonizing humans
Mark Kowarsky, Joan Camunas-Soler, Michael Kertesz, Iwijn De Vlaminck, Winston Koh, Wenying Pan, Lance Martin, Norma F. Neff, Jennifer Okamoto, Ronald J. Wong, Sandhya Kharbanda, Yasser El-Sayed, Yair Blumenfeld, David K. Stevenson, Gary M. Shaw, Nathan D. Wolfe, Stephen R. Quake
Proceedings of the National Academy of Sciences Aug 2017, 201707009; DOI: 10.1073/pnas.1707009114

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Divergent microbes colonizing humans
Mark Kowarsky, Joan Camunas-Soler, Michael Kertesz, Iwijn De Vlaminck, Winston Koh, Wenying Pan, Lance Martin, Norma F. Neff, Jennifer Okamoto, Ronald J. Wong, Sandhya Kharbanda, Yasser El-Sayed, Yair Blumenfeld, David K. Stevenson, Gary M. Shaw, Nathan D. Wolfe, Stephen R. Quake
Proceedings of the National Academy of Sciences Aug 2017, 201707009; DOI: 10.1073/pnas.1707009114
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  • Article
    • Abstract
    • Unmappable Reads from the Human Microbiome Can Be Assembled and Annotated
    • Novel Contigs Are Not Artifacts or Contaminants
    • Provisional Taxonomic Assignment of Novel Contigs
    • Human Microbiome Has Been Substantially Undersampled in Previous Studies
    • Human Microbiome Contains an Unexpected Diversity of Novel Phages and Viruses
    • Conclusion
    • Materials and Methods
    • Acknowledgments
    • Footnotes
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