PCR amplification and sequencing of phylogenetic markers, primarily Small Sub-Unit ribosomal RNA (SSU rRNA) genes, has been the paradigm for defining the taxonomic composition of microbiomes. However, `universal' SSU rRNA gene PCR primer sets are likely to miss much of the diversity therein. We sequenced a library comprising purified and reverse-transcribed SSU rRNA (RT-SSU rRNA) molecules from the canine oral microbiome and compared it to a general bacterial 16S rRNA gene PCR amplicon library generated from the same biological sample. In addition, we have developed BIONmeta, a novel, open-source, computer package for the processing and taxonomic classification of the randomly fragmented RT-SSU rRNA reads produced. Direct RT-SSU rRNA sequencing revealed that 16S rRNA molecules belonging to the bacterial phyla Actinobacteria, Bacteroidetes, Firmicutes, Proteobacteria and Spirochaetes, were most abundant in the canine oral microbiome (92.5% of total bacterial SSU rRNA). The direct rRNA sequencing approach detected greater taxonomic diversity (1 additional phylum, 2 classes, 1 order, 10 families and 61 genera) when compared with general bacterial 16S rRNA amplicons from the same sample, simultaneously provided SSU rRNA gene inventories of Bacteria, Archaea and Eukarya, and detected significant numbers of sequences not recognised by `universal' primer sets. Proteobacteria and Spirochaetes were found to be under-represented by PCR-based analysis of the microbiome, and this was due to primer mismatches and taxon-specific variations in amplification efficiency, validated by qPCR analysis of 16S rRNA amplicons from a mock community. This demonstrated the veracity of direct RT-SSU rRNA sequencing for molecular microbial ecology.
机构:
Univ Colorado, Dept Chem & Biochem, Boulder, CO 80309 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Caporaso, J. Gregory
;
Kuczynski, Justin
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Dept Mol Cellular & Dev Biol, Boulder, CO 80309 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Kuczynski, Justin
;
Stombaugh, Jesse
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Dept Chem & Biochem, Boulder, CO 80309 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Stombaugh, Jesse
;
Bittinger, Kyle
论文数: 0引用数: 0
h-index: 0
机构:
Univ Penn, Dept Microbiol, Philadelphia, PA 19104 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Bittinger, Kyle
;
Bushman, Frederic D.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Penn, Dept Microbiol, Philadelphia, PA 19104 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Bushman, Frederic D.
;
Costello, Elizabeth K.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Dept Chem & Biochem, Boulder, CO 80309 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Costello, Elizabeth K.
;
Fierer, Noah
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Cooperat Inst Res Environm Sci, Boulder, CO 80309 USA
Univ Colorado, Dept Ecol & Evolutionary Biol, Boulder, CO 80309 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Fierer, Noah
;
Pena, Antonio Gonzalez
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Dept Comp Sci, Boulder, CO 80309 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Pena, Antonio Gonzalez
;
Goodrich, Julia K.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Dept Comp Sci, Boulder, CO 80309 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Goodrich, Julia K.
;
Gordon, Jeffrey I.
论文数: 0引用数: 0
h-index: 0
机构:
Washington Univ, Sch Med, Ctr Genome Sci, St Louis, MO USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Gordon, Jeffrey I.
;
Huttley, Gavin A.
论文数: 0引用数: 0
h-index: 0
机构:
Australian Natl Univ, John Curtin Sch Med Res, Computat Genom Lab, Canberra, ACT 2601, AustraliaUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Huttley, Gavin A.
;
Kelley, Scott T.
论文数: 0引用数: 0
h-index: 0
机构:
San Diego State Univ, Dept Biol, San Diego, CA 92182 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Kelley, Scott T.
;
Knights, Dan
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Dept Comp Sci, Boulder, CO 80309 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Knights, Dan
;
Koenig, Jeremy E.
论文数: 0引用数: 0
h-index: 0
机构:
Cornell Univ, Dept Microbiol, Ithaca, NY USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Koenig, Jeremy E.
;
Ley, Ruth E.
论文数: 0引用数: 0
h-index: 0
机构:
Cornell Univ, Dept Microbiol, Ithaca, NY USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Ley, Ruth E.
;
Lozupone, Catherine A.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Dept Chem & Biochem, Boulder, CO 80309 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Lozupone, Catherine A.
;
McDonald, Daniel
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Dept Chem & Biochem, Boulder, CO 80309 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
McDonald, Daniel
;
Muegge, Brian D.
论文数: 0引用数: 0
h-index: 0
机构:
Washington Univ, Sch Med, Ctr Genome Sci, St Louis, MO USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Muegge, Brian D.
;
Pirrung, Meg
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Dept Chem & Biochem, Boulder, CO 80309 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Pirrung, Meg
;
Reeder, Jens
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Dept Chem & Biochem, Boulder, CO 80309 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Reeder, Jens
;
Sevinsky, Joel R.
论文数: 0引用数: 0
h-index: 0
机构:
Luca Technol, Golden, CO USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Sevinsky, Joel R.
;
Tumbaugh, Peter J.
论文数: 0引用数: 0
h-index: 0
机构:
Washington Univ, Sch Med, Ctr Genome Sci, St Louis, MO USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Tumbaugh, Peter J.
;
Walters, William A.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Dept Mol Cellular & Dev Biol, Boulder, CO 80309 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Walters, William A.
;
Widmann, Jeremy
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Dept Chem & Biochem, Boulder, CO 80309 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Widmann, Jeremy
;
Yatsunenko, Tanya
论文数: 0引用数: 0
h-index: 0
机构:
Washington Univ, Sch Med, Ctr Genome Sci, St Louis, MO USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Yatsunenko, Tanya
;
Zaneveld, Jesse
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Dept Mol Cellular & Dev Biol, Boulder, CO 80309 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Zaneveld, Jesse
;
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 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
机构:US DOE, Microbial Ecol Program, Joint Genome Inst, Walnut Creek, CA 94598 USA
Engelbrektson, Anna
;
Kunin, Victor
论文数: 0引用数: 0
h-index: 0
机构:US DOE, Microbial Ecol Program, Joint Genome Inst, Walnut Creek, CA 94598 USA
Kunin, Victor
;
Wrighton, Kelly C.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif Berkeley, Dept Plant & Microbial Biol, Berkeley, CA 94720 USAUS DOE, Microbial Ecol Program, Joint Genome Inst, Walnut Creek, CA 94598 USA
Wrighton, Kelly C.
;
Zvenigorodsky, Natasha
论文数: 0引用数: 0
h-index: 0
机构:US DOE, Microbial Ecol Program, Joint Genome Inst, Walnut Creek, CA 94598 USA
Zvenigorodsky, Natasha
;
Chen, Feng
论文数: 0引用数: 0
h-index: 0
机构:US DOE, Microbial Ecol Program, Joint Genome Inst, Walnut Creek, CA 94598 USA
Chen, Feng
;
Ochman, Howard
论文数: 0引用数: 0
h-index: 0
机构:
Univ Arizona, Dept Ecol & Evolutionary Biol, Tucson, AZ USAUS DOE, Microbial Ecol Program, Joint Genome Inst, Walnut Creek, CA 94598 USA
Ochman, Howard
;
Hugenholtz, Philip
论文数: 0引用数: 0
h-index: 0
机构:
US DOE, Microbial Ecol Program, Joint Genome Inst, Walnut Creek, CA 94598 USAUS DOE, Microbial Ecol Program, Joint Genome Inst, Walnut Creek, CA 94598 USA
机构:
Univ Illinois, Res Resources Ctr, DNA Serv Facil, Chicago, IL 60607 USA
Univ Illinois, Dept Biol Sci, Chicago, IL 60680 USAUniv Illinois, Res Resources Ctr, DNA Serv Facil, Chicago, IL 60607 USA
Green, Stefan J.
;
Venkatramanan, Raghavee
论文数: 0引用数: 0
h-index: 0
机构:
Univ Illinois, Res Resources Ctr, DNA Serv Facil, Chicago, IL 60607 USA
Univ Illinois, Dept Bioengn, Chicago, IL USAUniv Illinois, Res Resources Ctr, DNA Serv Facil, Chicago, IL 60607 USA
Venkatramanan, Raghavee
;
Naqib, Ankur
论文数: 0引用数: 0
h-index: 0
机构:
Univ Illinois, Res Resources Ctr, DNA Serv Facil, Chicago, IL 60607 USA
Univ Illinois, Dept Bioengn, Chicago, IL USAUniv Illinois, Res Resources Ctr, DNA Serv Facil, Chicago, IL 60607 USA
机构:
Univ Colorado, Dept Chem & Biochem, Boulder, CO 80309 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Caporaso, J. Gregory
;
Kuczynski, Justin
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Dept Mol Cellular & Dev Biol, Boulder, CO 80309 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Kuczynski, Justin
;
Stombaugh, Jesse
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Dept Chem & Biochem, Boulder, CO 80309 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Stombaugh, Jesse
;
Bittinger, Kyle
论文数: 0引用数: 0
h-index: 0
机构:
Univ Penn, Dept Microbiol, Philadelphia, PA 19104 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Bittinger, Kyle
;
Bushman, Frederic D.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Penn, Dept Microbiol, Philadelphia, PA 19104 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Bushman, Frederic D.
;
Costello, Elizabeth K.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Dept Chem & Biochem, Boulder, CO 80309 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Costello, Elizabeth K.
;
Fierer, Noah
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Cooperat Inst Res Environm Sci, Boulder, CO 80309 USA
Univ Colorado, Dept Ecol & Evolutionary Biol, Boulder, CO 80309 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Fierer, Noah
;
Pena, Antonio Gonzalez
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Dept Comp Sci, Boulder, CO 80309 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Pena, Antonio Gonzalez
;
Goodrich, Julia K.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Dept Comp Sci, Boulder, CO 80309 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Goodrich, Julia K.
;
Gordon, Jeffrey I.
论文数: 0引用数: 0
h-index: 0
机构:
Washington Univ, Sch Med, Ctr Genome Sci, St Louis, MO USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Gordon, Jeffrey I.
;
Huttley, Gavin A.
论文数: 0引用数: 0
h-index: 0
机构:
Australian Natl Univ, John Curtin Sch Med Res, Computat Genom Lab, Canberra, ACT 2601, AustraliaUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Huttley, Gavin A.
;
Kelley, Scott T.
论文数: 0引用数: 0
h-index: 0
机构:
San Diego State Univ, Dept Biol, San Diego, CA 92182 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Kelley, Scott T.
;
Knights, Dan
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Dept Comp Sci, Boulder, CO 80309 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Knights, Dan
;
Koenig, Jeremy E.
论文数: 0引用数: 0
h-index: 0
机构:
Cornell Univ, Dept Microbiol, Ithaca, NY USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Koenig, Jeremy E.
;
Ley, Ruth E.
论文数: 0引用数: 0
h-index: 0
机构:
Cornell Univ, Dept Microbiol, Ithaca, NY USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Ley, Ruth E.
;
Lozupone, Catherine A.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Dept Chem & Biochem, Boulder, CO 80309 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Lozupone, Catherine A.
;
McDonald, Daniel
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Dept Chem & Biochem, Boulder, CO 80309 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
McDonald, Daniel
;
Muegge, Brian D.
论文数: 0引用数: 0
h-index: 0
机构:
Washington Univ, Sch Med, Ctr Genome Sci, St Louis, MO USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Muegge, Brian D.
;
Pirrung, Meg
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Dept Chem & Biochem, Boulder, CO 80309 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Pirrung, Meg
;
Reeder, Jens
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Dept Chem & Biochem, Boulder, CO 80309 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Reeder, Jens
;
Sevinsky, Joel R.
论文数: 0引用数: 0
h-index: 0
机构:
Luca Technol, Golden, CO USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Sevinsky, Joel R.
;
Tumbaugh, Peter J.
论文数: 0引用数: 0
h-index: 0
机构:
Washington Univ, Sch Med, Ctr Genome Sci, St Louis, MO USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Tumbaugh, Peter J.
;
Walters, William A.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Dept Mol Cellular & Dev Biol, Boulder, CO 80309 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Walters, William A.
;
Widmann, Jeremy
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Dept Chem & Biochem, Boulder, CO 80309 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Widmann, Jeremy
;
Yatsunenko, Tanya
论文数: 0引用数: 0
h-index: 0
机构:
Washington Univ, Sch Med, Ctr Genome Sci, St Louis, MO USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Yatsunenko, Tanya
;
Zaneveld, Jesse
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Dept Mol Cellular & Dev Biol, Boulder, CO 80309 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
Zaneveld, Jesse
;
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 USAUniv Colorado, Dept Chem & Biochem, Boulder, CO 80309 USA
机构:US DOE, Microbial Ecol Program, Joint Genome Inst, Walnut Creek, CA 94598 USA
Engelbrektson, Anna
;
Kunin, Victor
论文数: 0引用数: 0
h-index: 0
机构:US DOE, Microbial Ecol Program, Joint Genome Inst, Walnut Creek, CA 94598 USA
Kunin, Victor
;
Wrighton, Kelly C.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif Berkeley, Dept Plant & Microbial Biol, Berkeley, CA 94720 USAUS DOE, Microbial Ecol Program, Joint Genome Inst, Walnut Creek, CA 94598 USA
Wrighton, Kelly C.
;
Zvenigorodsky, Natasha
论文数: 0引用数: 0
h-index: 0
机构:US DOE, Microbial Ecol Program, Joint Genome Inst, Walnut Creek, CA 94598 USA
Zvenigorodsky, Natasha
;
Chen, Feng
论文数: 0引用数: 0
h-index: 0
机构:US DOE, Microbial Ecol Program, Joint Genome Inst, Walnut Creek, CA 94598 USA
Chen, Feng
;
Ochman, Howard
论文数: 0引用数: 0
h-index: 0
机构:
Univ Arizona, Dept Ecol & Evolutionary Biol, Tucson, AZ USAUS DOE, Microbial Ecol Program, Joint Genome Inst, Walnut Creek, CA 94598 USA
Ochman, Howard
;
Hugenholtz, Philip
论文数: 0引用数: 0
h-index: 0
机构:
US DOE, Microbial Ecol Program, Joint Genome Inst, Walnut Creek, CA 94598 USAUS DOE, Microbial Ecol Program, Joint Genome Inst, Walnut Creek, CA 94598 USA
机构:
Univ Illinois, Res Resources Ctr, DNA Serv Facil, Chicago, IL 60607 USA
Univ Illinois, Dept Biol Sci, Chicago, IL 60680 USAUniv Illinois, Res Resources Ctr, DNA Serv Facil, Chicago, IL 60607 USA
Green, Stefan J.
;
Venkatramanan, Raghavee
论文数: 0引用数: 0
h-index: 0
机构:
Univ Illinois, Res Resources Ctr, DNA Serv Facil, Chicago, IL 60607 USA
Univ Illinois, Dept Bioengn, Chicago, IL USAUniv Illinois, Res Resources Ctr, DNA Serv Facil, Chicago, IL 60607 USA
Venkatramanan, Raghavee
;
Naqib, Ankur
论文数: 0引用数: 0
h-index: 0
机构:
Univ Illinois, Res Resources Ctr, DNA Serv Facil, Chicago, IL 60607 USA
Univ Illinois, Dept Bioengn, Chicago, IL USAUniv Illinois, Res Resources Ctr, DNA Serv Facil, Chicago, IL 60607 USA