Background: Gene content differences in human gut microbes can lead to inter-individual phenotypic variations such as digestive capacity. It is unclear whether gene content variation is caused by differences in microbial species composition or by the presence of different strains of the same species; the extent of gene content variation in the latter is unknown. Unlike pan-genome studies of cultivable strains, the use of metagenomic data can provide an unbiased view of structural variation of gut bacterial strains by measuring them in their natural habitats, the gut of each individual in this case, representing native boundaries between gut bacterial populations. We analyzed publicly available metagenomic data from fecal samples to characterize inter-individual variation in gut bacterial species. Results: A comparison of 11 abundant gut bacterial species showed that the gene content of strains from the same species differed, on average, by 13% between individuals. This number is based on gene deletions only and represents a lower limit, yet the variation is already in a similar range as observed between completely sequenced strains of cultivable species. We show that accessory genes that differ considerably between individuals can encode important functions, such as polysaccharide utilization and capsular polysaccharide synthesis loci. Conclusion: Metagenomics can yield insights into gene content variation of strains in complex communities, which cannot be predicted by phylogenetic marker genes alone. The large degree of inter-individual variability in gene content implies that strain resolution must be considered in order to fully assess the functional potential of an individual's human gut microbiome.
机构:
Kyoto Univ, Inst Chem Res, Bioinformat Ctr, Kyoto 6110011, Japan
Univ Tokyo, Inst Med Sci, Ctr Human Genome, Minato Ku, Tokyo 1088639, JapanKyoto Univ, Inst Chem Res, Bioinformat Ctr, Kyoto 6110011, Japan
机构:
Dalhousie Univ, Fac Comp Sci, Halifax, NS, CanadaDalhousie Univ, Fac Comp Sci, Halifax, NS, Canada
Langille, Morgan G. I.
Zaneveld, Jesse
论文数: 0引用数: 0
h-index: 0
机构:
Oregon State Univ, Dept Microbiol, Corvallis, OR 97331 USADalhousie Univ, Fac Comp Sci, Halifax, NS, Canada
Zaneveld, Jesse
Caporaso, J. Gregory
论文数: 0引用数: 0
h-index: 0
机构:
No Arizona Univ, Dept Biol Sci, Flagstaff, AZ 86011 USA
Argonne Natl Lab, Inst Genom & Syst Biol, Lemont, IL USADalhousie Univ, Fac Comp Sci, Halifax, NS, Canada
Caporaso, J. Gregory
McDonald, Daniel
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, BioFrontiers Inst, Boulder, CO 80309 USA
Univ Colorado, Dept Comp Sci, Boulder, CO 80309 USADalhousie Univ, Fac Comp Sci, Halifax, NS, Canada
McDonald, Daniel
Knights, Dan
论文数: 0引用数: 0
h-index: 0
机构:
Univ Minnesota, Dept Comp Sci & Engn, Minneapolis, MN USA
Univ Minnesota, Inst Biotechnol, St Paul, MN 55108 USADalhousie Univ, Fac Comp Sci, Halifax, NS, Canada
Knights, Dan
Reyes, Joshua A.
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Univ, Sch Publ Hlth, Dept Biostat, Boston, MA 02115 USADalhousie Univ, Fac Comp Sci, Halifax, NS, Canada
Reyes, Joshua A.
Clemente, Jose C.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Dept Chem & Biochem, Boulder, CO 80309 USADalhousie Univ, Fac Comp Sci, Halifax, NS, Canada
Clemente, Jose C.
Burkepile, Deron E.
论文数: 0引用数: 0
h-index: 0
机构:
Florida Int Univ, Dept Biol Sci, Miami Beach, FL USADalhousie Univ, Fac Comp Sci, Halifax, NS, Canada
Burkepile, Deron E.
Thurber, Rebecca L. Vega
论文数: 0引用数: 0
h-index: 0
机构:
Oregon State Univ, Dept Microbiol, Corvallis, OR 97331 USADalhousie Univ, Fac Comp Sci, Halifax, NS, Canada
Thurber, Rebecca L. Vega
Knight, Rob
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Univ Colorado, Howard Hughes Med Inst, Boulder, CO 80309 USADalhousie Univ, Fac Comp Sci, Halifax, NS, Canada
Knight, Rob
Beiko, Robert G.
论文数: 0引用数: 0
h-index: 0
机构:
Dalhousie Univ, Fac Comp Sci, Halifax, NS, CanadaDalhousie Univ, Fac Comp Sci, Halifax, NS, Canada
Beiko, Robert G.
Huttenhower, Curtis
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Univ, Sch Publ Hlth, Dept Biostat, Boston, MA 02115 USA
Broad Inst MIT & Harvard, Cambridge, MA USADalhousie Univ, Fac Comp Sci, Halifax, NS, Canada
机构:
AlbaNova Univ Ctr, Royal Inst Technol KTH, Sch Biotechnol, Div Glycosci, S-10691 Stockholm, SwedenAlbaNova Univ Ctr, Royal Inst Technol KTH, Sch Biotechnol, Div Glycosci, S-10691 Stockholm, Sweden
Larsbrink, Johan
Rogers, Theresa E.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Michigan, Dept Microbiol & Immunol, Sch Med, Ann Arbor, MI 48109 USAAlbaNova Univ Ctr, Royal Inst Technol KTH, Sch Biotechnol, Div Glycosci, S-10691 Stockholm, Sweden
Rogers, Theresa E.
Hemsworth, Glyn R.
论文数: 0引用数: 0
h-index: 0
机构:
Univ York, Dept Chem, Struct Biol Lab, York YO10 5DD, N Yorkshire, EnglandAlbaNova Univ Ctr, Royal Inst Technol KTH, Sch Biotechnol, Div Glycosci, S-10691 Stockholm, Sweden
Hemsworth, Glyn R.
McKee, Lauren S.
论文数: 0引用数: 0
h-index: 0
机构:
AlbaNova Univ Ctr, Royal Inst Technol KTH, Sch Biotechnol, Div Glycosci, S-10691 Stockholm, Sweden
Royal Inst Technol KTH, Wallenberg Wood Sci Ctr, S-10044 Stockholm, SwedenAlbaNova Univ Ctr, Royal Inst Technol KTH, Sch Biotechnol, Div Glycosci, S-10691 Stockholm, Sweden
McKee, Lauren S.
Tauzin, Alexandra S.
论文数: 0引用数: 0
h-index: 0
机构:
Univ British Columbia, Michael Smith Labs, Vancouver, BC V6T 1Z4, Canada
Univ British Columbia, Dept Chem, Vancouver, BC V6T 1Z4, CanadaAlbaNova Univ Ctr, Royal Inst Technol KTH, Sch Biotechnol, Div Glycosci, S-10691 Stockholm, Sweden
Tauzin, Alexandra S.
Spadiut, Oliver
论文数: 0引用数: 0
h-index: 0
机构:
AlbaNova Univ Ctr, Royal Inst Technol KTH, Sch Biotechnol, Div Glycosci, S-10691 Stockholm, Sweden
Royal Inst Technol KTH, Wallenberg Wood Sci Ctr, S-10044 Stockholm, SwedenAlbaNova Univ Ctr, Royal Inst Technol KTH, Sch Biotechnol, Div Glycosci, S-10691 Stockholm, Sweden
Spadiut, Oliver
Klinter, Stefan
论文数: 0引用数: 0
h-index: 0
机构:
AlbaNova Univ Ctr, Royal Inst Technol KTH, Sch Biotechnol, Div Glycosci, S-10691 Stockholm, SwedenAlbaNova Univ Ctr, Royal Inst Technol KTH, Sch Biotechnol, Div Glycosci, S-10691 Stockholm, Sweden
Klinter, Stefan
Pudlo, Nicholas A.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Michigan, Dept Microbiol & Immunol, Sch Med, Ann Arbor, MI 48109 USAAlbaNova Univ Ctr, Royal Inst Technol KTH, Sch Biotechnol, Div Glycosci, S-10691 Stockholm, Sweden
Pudlo, Nicholas A.
Urs, Karthik
论文数: 0引用数: 0
h-index: 0
机构:
Univ Michigan, Dept Microbiol & Immunol, Sch Med, Ann Arbor, MI 48109 USAAlbaNova Univ Ctr, Royal Inst Technol KTH, Sch Biotechnol, Div Glycosci, S-10691 Stockholm, Sweden
Urs, Karthik
Koropatkin, Nicole M.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Michigan, Dept Microbiol & Immunol, Sch Med, Ann Arbor, MI 48109 USAAlbaNova Univ Ctr, Royal Inst Technol KTH, Sch Biotechnol, Div Glycosci, S-10691 Stockholm, Sweden
Koropatkin, Nicole M.
Creagh, A. Louise
论文数: 0引用数: 0
h-index: 0
机构:
Univ British Columbia, Michael Smith Labs, Vancouver, BC V6T 1Z4, Canada
Univ British Columbia, Dept Chem & Biol Engn, Vancouver, BC V6T 1Z4, CanadaAlbaNova Univ Ctr, Royal Inst Technol KTH, Sch Biotechnol, Div Glycosci, S-10691 Stockholm, Sweden
Creagh, A. Louise
Haynes, Charles A.
论文数: 0引用数: 0
h-index: 0
机构:
Univ British Columbia, Michael Smith Labs, Vancouver, BC V6T 1Z4, Canada
Univ British Columbia, Dept Chem & Biol Engn, Vancouver, BC V6T 1Z4, CanadaAlbaNova Univ Ctr, Royal Inst Technol KTH, Sch Biotechnol, Div Glycosci, S-10691 Stockholm, Sweden
Haynes, Charles A.
Kelly, Amelia G.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Michigan, Dept Microbiol & Immunol, Sch Med, Ann Arbor, MI 48109 USAAlbaNova Univ Ctr, Royal Inst Technol KTH, Sch Biotechnol, Div Glycosci, S-10691 Stockholm, Sweden
Kelly, Amelia G.
Cederholm, Stefan Nilsson
论文数: 0引用数: 0
h-index: 0
机构:
AlbaNova Univ Ctr, Royal Inst Technol KTH, Sch Biotechnol, Div Glycosci, S-10691 Stockholm, SwedenAlbaNova Univ Ctr, Royal Inst Technol KTH, Sch Biotechnol, Div Glycosci, S-10691 Stockholm, Sweden
Cederholm, Stefan Nilsson
Davies, Gideon J.
论文数: 0引用数: 0
h-index: 0
机构:
Univ York, Dept Chem, Struct Biol Lab, York YO10 5DD, N Yorkshire, EnglandAlbaNova Univ Ctr, Royal Inst Technol KTH, Sch Biotechnol, Div Glycosci, S-10691 Stockholm, Sweden
Davies, Gideon J.
Martens, Eric C.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Michigan, Dept Microbiol & Immunol, Sch Med, Ann Arbor, MI 48109 USAAlbaNova Univ Ctr, Royal Inst Technol KTH, Sch Biotechnol, Div Glycosci, S-10691 Stockholm, Sweden
Martens, Eric C.
Brumer, Harry
论文数: 0引用数: 0
h-index: 0
机构:
AlbaNova Univ Ctr, Royal Inst Technol KTH, Sch Biotechnol, Div Glycosci, S-10691 Stockholm, Sweden
Univ British Columbia, Michael Smith Labs, Vancouver, BC V6T 1Z4, Canada
Univ British Columbia, Dept Chem, Vancouver, BC V6T 1Z4, CanadaAlbaNova Univ Ctr, Royal Inst Technol KTH, Sch Biotechnol, Div Glycosci, S-10691 Stockholm, Sweden
机构:
Kyoto Univ, Inst Chem Res, Bioinformat Ctr, Kyoto 6110011, Japan
Univ Tokyo, Inst Med Sci, Ctr Human Genome, Minato Ku, Tokyo 1088639, JapanKyoto Univ, Inst Chem Res, Bioinformat Ctr, Kyoto 6110011, Japan
机构:
Dalhousie Univ, Fac Comp Sci, Halifax, NS, CanadaDalhousie Univ, Fac Comp Sci, Halifax, NS, Canada
Langille, Morgan G. I.
Zaneveld, Jesse
论文数: 0引用数: 0
h-index: 0
机构:
Oregon State Univ, Dept Microbiol, Corvallis, OR 97331 USADalhousie Univ, Fac Comp Sci, Halifax, NS, Canada
Zaneveld, Jesse
Caporaso, J. Gregory
论文数: 0引用数: 0
h-index: 0
机构:
No Arizona Univ, Dept Biol Sci, Flagstaff, AZ 86011 USA
Argonne Natl Lab, Inst Genom & Syst Biol, Lemont, IL USADalhousie Univ, Fac Comp Sci, Halifax, NS, Canada
Caporaso, J. Gregory
McDonald, Daniel
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, BioFrontiers Inst, Boulder, CO 80309 USA
Univ Colorado, Dept Comp Sci, Boulder, CO 80309 USADalhousie Univ, Fac Comp Sci, Halifax, NS, Canada
McDonald, Daniel
Knights, Dan
论文数: 0引用数: 0
h-index: 0
机构:
Univ Minnesota, Dept Comp Sci & Engn, Minneapolis, MN USA
Univ Minnesota, Inst Biotechnol, St Paul, MN 55108 USADalhousie Univ, Fac Comp Sci, Halifax, NS, Canada
Knights, Dan
Reyes, Joshua A.
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Univ, Sch Publ Hlth, Dept Biostat, Boston, MA 02115 USADalhousie Univ, Fac Comp Sci, Halifax, NS, Canada
Reyes, Joshua A.
Clemente, Jose C.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Dept Chem & Biochem, Boulder, CO 80309 USADalhousie Univ, Fac Comp Sci, Halifax, NS, Canada
Clemente, Jose C.
Burkepile, Deron E.
论文数: 0引用数: 0
h-index: 0
机构:
Florida Int Univ, Dept Biol Sci, Miami Beach, FL USADalhousie Univ, Fac Comp Sci, Halifax, NS, Canada
Burkepile, Deron E.
Thurber, Rebecca L. Vega
论文数: 0引用数: 0
h-index: 0
机构:
Oregon State Univ, Dept Microbiol, Corvallis, OR 97331 USADalhousie Univ, Fac Comp Sci, Halifax, NS, Canada
Thurber, Rebecca L. Vega
Knight, Rob
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Univ Colorado, Howard Hughes Med Inst, Boulder, CO 80309 USADalhousie Univ, Fac Comp Sci, Halifax, NS, Canada
Knight, Rob
Beiko, Robert G.
论文数: 0引用数: 0
h-index: 0
机构:
Dalhousie Univ, Fac Comp Sci, Halifax, NS, CanadaDalhousie Univ, Fac Comp Sci, Halifax, NS, Canada
Beiko, Robert G.
Huttenhower, Curtis
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Univ, Sch Publ Hlth, Dept Biostat, Boston, MA 02115 USA
Broad Inst MIT & Harvard, Cambridge, MA USADalhousie Univ, Fac Comp Sci, Halifax, NS, Canada
机构:
AlbaNova Univ Ctr, Royal Inst Technol KTH, Sch Biotechnol, Div Glycosci, S-10691 Stockholm, SwedenAlbaNova Univ Ctr, Royal Inst Technol KTH, Sch Biotechnol, Div Glycosci, S-10691 Stockholm, Sweden
Larsbrink, Johan
Rogers, Theresa E.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Michigan, Dept Microbiol & Immunol, Sch Med, Ann Arbor, MI 48109 USAAlbaNova Univ Ctr, Royal Inst Technol KTH, Sch Biotechnol, Div Glycosci, S-10691 Stockholm, Sweden
Rogers, Theresa E.
Hemsworth, Glyn R.
论文数: 0引用数: 0
h-index: 0
机构:
Univ York, Dept Chem, Struct Biol Lab, York YO10 5DD, N Yorkshire, EnglandAlbaNova Univ Ctr, Royal Inst Technol KTH, Sch Biotechnol, Div Glycosci, S-10691 Stockholm, Sweden
Hemsworth, Glyn R.
McKee, Lauren S.
论文数: 0引用数: 0
h-index: 0
机构:
AlbaNova Univ Ctr, Royal Inst Technol KTH, Sch Biotechnol, Div Glycosci, S-10691 Stockholm, Sweden
Royal Inst Technol KTH, Wallenberg Wood Sci Ctr, S-10044 Stockholm, SwedenAlbaNova Univ Ctr, Royal Inst Technol KTH, Sch Biotechnol, Div Glycosci, S-10691 Stockholm, Sweden
McKee, Lauren S.
Tauzin, Alexandra S.
论文数: 0引用数: 0
h-index: 0
机构:
Univ British Columbia, Michael Smith Labs, Vancouver, BC V6T 1Z4, Canada
Univ British Columbia, Dept Chem, Vancouver, BC V6T 1Z4, CanadaAlbaNova Univ Ctr, Royal Inst Technol KTH, Sch Biotechnol, Div Glycosci, S-10691 Stockholm, Sweden
Tauzin, Alexandra S.
Spadiut, Oliver
论文数: 0引用数: 0
h-index: 0
机构:
AlbaNova Univ Ctr, Royal Inst Technol KTH, Sch Biotechnol, Div Glycosci, S-10691 Stockholm, Sweden
Royal Inst Technol KTH, Wallenberg Wood Sci Ctr, S-10044 Stockholm, SwedenAlbaNova Univ Ctr, Royal Inst Technol KTH, Sch Biotechnol, Div Glycosci, S-10691 Stockholm, Sweden
Spadiut, Oliver
Klinter, Stefan
论文数: 0引用数: 0
h-index: 0
机构:
AlbaNova Univ Ctr, Royal Inst Technol KTH, Sch Biotechnol, Div Glycosci, S-10691 Stockholm, SwedenAlbaNova Univ Ctr, Royal Inst Technol KTH, Sch Biotechnol, Div Glycosci, S-10691 Stockholm, Sweden
Klinter, Stefan
Pudlo, Nicholas A.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Michigan, Dept Microbiol & Immunol, Sch Med, Ann Arbor, MI 48109 USAAlbaNova Univ Ctr, Royal Inst Technol KTH, Sch Biotechnol, Div Glycosci, S-10691 Stockholm, Sweden
Pudlo, Nicholas A.
Urs, Karthik
论文数: 0引用数: 0
h-index: 0
机构:
Univ Michigan, Dept Microbiol & Immunol, Sch Med, Ann Arbor, MI 48109 USAAlbaNova Univ Ctr, Royal Inst Technol KTH, Sch Biotechnol, Div Glycosci, S-10691 Stockholm, Sweden
Urs, Karthik
Koropatkin, Nicole M.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Michigan, Dept Microbiol & Immunol, Sch Med, Ann Arbor, MI 48109 USAAlbaNova Univ Ctr, Royal Inst Technol KTH, Sch Biotechnol, Div Glycosci, S-10691 Stockholm, Sweden
Koropatkin, Nicole M.
Creagh, A. Louise
论文数: 0引用数: 0
h-index: 0
机构:
Univ British Columbia, Michael Smith Labs, Vancouver, BC V6T 1Z4, Canada
Univ British Columbia, Dept Chem & Biol Engn, Vancouver, BC V6T 1Z4, CanadaAlbaNova Univ Ctr, Royal Inst Technol KTH, Sch Biotechnol, Div Glycosci, S-10691 Stockholm, Sweden
Creagh, A. Louise
Haynes, Charles A.
论文数: 0引用数: 0
h-index: 0
机构:
Univ British Columbia, Michael Smith Labs, Vancouver, BC V6T 1Z4, Canada
Univ British Columbia, Dept Chem & Biol Engn, Vancouver, BC V6T 1Z4, CanadaAlbaNova Univ Ctr, Royal Inst Technol KTH, Sch Biotechnol, Div Glycosci, S-10691 Stockholm, Sweden
Haynes, Charles A.
Kelly, Amelia G.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Michigan, Dept Microbiol & Immunol, Sch Med, Ann Arbor, MI 48109 USAAlbaNova Univ Ctr, Royal Inst Technol KTH, Sch Biotechnol, Div Glycosci, S-10691 Stockholm, Sweden
Kelly, Amelia G.
Cederholm, Stefan Nilsson
论文数: 0引用数: 0
h-index: 0
机构:
AlbaNova Univ Ctr, Royal Inst Technol KTH, Sch Biotechnol, Div Glycosci, S-10691 Stockholm, SwedenAlbaNova Univ Ctr, Royal Inst Technol KTH, Sch Biotechnol, Div Glycosci, S-10691 Stockholm, Sweden
Cederholm, Stefan Nilsson
Davies, Gideon J.
论文数: 0引用数: 0
h-index: 0
机构:
Univ York, Dept Chem, Struct Biol Lab, York YO10 5DD, N Yorkshire, EnglandAlbaNova Univ Ctr, Royal Inst Technol KTH, Sch Biotechnol, Div Glycosci, S-10691 Stockholm, Sweden
Davies, Gideon J.
Martens, Eric C.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Michigan, Dept Microbiol & Immunol, Sch Med, Ann Arbor, MI 48109 USAAlbaNova Univ Ctr, Royal Inst Technol KTH, Sch Biotechnol, Div Glycosci, S-10691 Stockholm, Sweden
Martens, Eric C.
Brumer, Harry
论文数: 0引用数: 0
h-index: 0
机构:
AlbaNova Univ Ctr, Royal Inst Technol KTH, Sch Biotechnol, Div Glycosci, S-10691 Stockholm, Sweden
Univ British Columbia, Michael Smith Labs, Vancouver, BC V6T 1Z4, Canada
Univ British Columbia, Dept Chem, Vancouver, BC V6T 1Z4, CanadaAlbaNova Univ Ctr, Royal Inst Technol KTH, Sch Biotechnol, Div Glycosci, S-10691 Stockholm, Sweden