Compositional analysis: a valid approach to analyze microbiome high-throughput sequencing data
被引:297
作者:
Gloor, Gregory B.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Western Ontario, Dept Biochem, London, ON, Canada
Canadian Ctr Human Microbiome & Probiot Res, Lawson Hlth Res Inst, London, ON, CanadaUniv Western Ontario, Dept Biochem, London, ON, Canada
Gloor, Gregory B.
[1
,2
]
Reid, Gregor
论文数: 0引用数: 0
h-index: 0
机构:
Canadian Ctr Human Microbiome & Probiot Res, Lawson Hlth Res Inst, London, ON, Canada
Univ Western Ontario, Dept Microbiol & Immunol, London, ON, Canada
Univ Western Ontario, Dept Surg, London, ON, CanadaUniv Western Ontario, Dept Biochem, London, ON, Canada
Reid, Gregor
[2
,3
,4
]
机构:
[1] Univ Western Ontario, Dept Biochem, London, ON, Canada
[2] Canadian Ctr Human Microbiome & Probiot Res, Lawson Hlth Res Inst, London, ON, Canada
[3] Univ Western Ontario, Dept Microbiol & Immunol, London, ON, Canada
[4] Univ Western Ontario, Dept Surg, London, ON, Canada
microbiome;
compositional data;
correlation;
multiple test correction;
DISCOVERY;
D O I:
10.1139/cjm-2015-0821
中图分类号:
Q5 [生物化学];
Q7 [分子生物学];
学科分类号:
071010 ;
081704 ;
摘要:
A workshop held at the 2015 annual meeting of the Canadian Society of Microbiologists highlighted compositional data analysis methods and the importance of exploratory data analysis for the analysis of microbiome data sets generated by high-throughput DNA sequencing. A summary of the content of that workshop, a review of new methods of analysis, and information on the importance of careful analyses are presented herein. The workshop focussed on explaining the rationale behind the use of compositional data analysis, and a demonstration of these methods for the examination of 2 microbiome data sets. A clear understanding of bioinformatics methodologies and the type of data being analyzed is essential, given the growing number of studies uncovering the critical role of the microbiome in health and disease and the need to understand alterations to its composition and function following intervention with fecal transplant, probiotics, diet, and pharmaceutical agents.
机构:
Univ Fed Rio de Janeiro, Inst Microbiol, BR-21941 Rio De Janeiro, BrazilUniv Fed Rio de Janeiro, Inst Microbiol, BR-21941 Rio De Janeiro, Brazil
Baeta Lourenco, Talita Gomes
;
Heller, Debora
论文数: 0引用数: 0
h-index: 0
机构:
Univ Fed Rio de Janeiro, Inst Microbiol, BR-21941 Rio De Janeiro, Brazil
Univ Fed Rio de Janeiro, Div Grad Periodont, Dept Dent Clin, BR-21941 Rio De Janeiro, Brazil
Goldman Sch Med, Dept Oral Biol, Boston, MA USAUniv Fed Rio de Janeiro, Inst Microbiol, BR-21941 Rio De Janeiro, Brazil
Heller, Debora
;
Silva-Boghossian, Carina Maciel
论文数: 0引用数: 0
h-index: 0
机构:
Univ Fed Rio de Janeiro, Inst Microbiol, BR-21941 Rio De Janeiro, Brazil
Univ Fed Rio de Janeiro, Div Grad Periodont, Dept Dent Clin, BR-21941 Rio De Janeiro, BrazilUniv Fed Rio de Janeiro, Inst Microbiol, BR-21941 Rio De Janeiro, Brazil
Silva-Boghossian, Carina Maciel
;
Cotton, Sean L.
论文数: 0引用数: 0
h-index: 0
机构:
Forsyth Inst, Dept Microbiol, Cambridge, MA USAUniv Fed Rio de Janeiro, Inst Microbiol, BR-21941 Rio De Janeiro, Brazil
Cotton, Sean L.
;
Paster, Bruce J.
论文数: 0引用数: 0
h-index: 0
机构:
Forsyth Inst, Dept Microbiol, Cambridge, MA USA
Harvard Univ, Sch Dent Med, Boston, MA 02115 USAUniv Fed Rio de Janeiro, Inst Microbiol, BR-21941 Rio De Janeiro, Brazil
Paster, Bruce J.
;
Vieira Colombo, Ana Paula
论文数: 0引用数: 0
h-index: 0
机构:
Univ Fed Rio de Janeiro, Inst Microbiol, BR-21941 Rio De Janeiro, BrazilUniv Fed Rio de Janeiro, Inst Microbiol, BR-21941 Rio De Janeiro, Brazil
机构:
Harvard Univ, FAS Ctr Syst Biol, Cambridge, MA 02138 USA
Harvard Univ, Soc Fellows, Cambridge, MA 02138 USAHarvard Univ, FAS Ctr Syst Biol, Cambridge, MA 02138 USA
David, Lawrence A.
;
Maurice, Corinne F.
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Univ, FAS Ctr Syst Biol, Cambridge, MA 02138 USAHarvard Univ, FAS Ctr Syst Biol, Cambridge, MA 02138 USA
Maurice, Corinne F.
;
Carmody, Rachel N.
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Univ, FAS Ctr Syst Biol, Cambridge, MA 02138 USAHarvard Univ, FAS Ctr Syst Biol, Cambridge, MA 02138 USA
Carmody, Rachel N.
;
Gootenberg, David B.
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Univ, FAS Ctr Syst Biol, Cambridge, MA 02138 USAHarvard Univ, FAS Ctr Syst Biol, Cambridge, MA 02138 USA
Gootenberg, David B.
;
Button, Julie E.
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Univ, FAS Ctr Syst Biol, Cambridge, MA 02138 USAHarvard Univ, FAS Ctr Syst Biol, Cambridge, MA 02138 USA
Button, Julie E.
;
Wolfe, Benjamin E.
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Univ, FAS Ctr Syst Biol, Cambridge, MA 02138 USAHarvard Univ, FAS Ctr Syst Biol, Cambridge, MA 02138 USA
Wolfe, Benjamin E.
;
Ling, Alisha V.
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Univ, Sch Med, Childrens Hosp Boston, Div Endocrinol, Boston, MA 02115 USAHarvard Univ, FAS Ctr Syst Biol, Cambridge, MA 02138 USA
Ling, Alisha V.
;
Devlin, A. Sloan
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif San Francisco, Dept Bioengn & Therapeut Sci, San Francisco, CA 94158 USA
Univ Calif San Francisco, Calif Inst Quantitat Biosci, San Francisco, CA 94158 USAHarvard Univ, FAS Ctr Syst Biol, Cambridge, MA 02138 USA
Devlin, A. Sloan
;
Varma, Yug
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif San Francisco, Dept Bioengn & Therapeut Sci, San Francisco, CA 94158 USA
Univ Calif San Francisco, Calif Inst Quantitat Biosci, San Francisco, CA 94158 USAHarvard Univ, FAS Ctr Syst Biol, Cambridge, MA 02138 USA
Varma, Yug
;
Fischbach, Michael A.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif San Francisco, Dept Bioengn & Therapeut Sci, San Francisco, CA 94158 USA
Univ Calif San Francisco, Calif Inst Quantitat Biosci, San Francisco, CA 94158 USAHarvard Univ, FAS Ctr Syst Biol, Cambridge, MA 02138 USA
Fischbach, Michael A.
;
Biddinger, Sudha B.
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Univ, Sch Med, Childrens Hosp Boston, Div Endocrinol, Boston, MA 02115 USAHarvard Univ, FAS Ctr Syst Biol, Cambridge, MA 02138 USA
Biddinger, Sudha B.
;
Dutton, Rachel J.
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Univ, FAS Ctr Syst Biol, Cambridge, MA 02138 USAHarvard Univ, FAS Ctr Syst Biol, Cambridge, MA 02138 USA
Dutton, Rachel J.
;
Turnbaugh, Peter J.
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Univ, FAS Ctr Syst Biol, Cambridge, MA 02138 USAHarvard Univ, FAS Ctr Syst Biol, Cambridge, MA 02138 USA
机构:
Univ Western Ontario, Dept Microbiol & Immunol, London, ON, CanadaUniv Western Ontario, Dept Microbiol & Immunol, London, ON, Canada
Di Bella, Julia M.
;
Bao, Yige
论文数: 0引用数: 0
h-index: 0
机构:
Univ Western Ontario, Dept Microbiol & Immunol, London, ON, Canada
Lawson Hlth Res Inst, Canadian R&D Ctr Probiot, London, ON N6A 4V2, Canada
Sichuan Univ, Dept Urol, West China Hosp, Chengdu 610064, Peoples R China
Sichuan Univ, West China Sch Clin Med, Chengdu 610064, Peoples R ChinaUniv Western Ontario, Dept Microbiol & Immunol, London, ON, Canada
Bao, Yige
;
Gloor, Gregory B.
论文数: 0引用数: 0
h-index: 0
机构:
Lawson Hlth Res Inst, Canadian R&D Ctr Probiot, London, ON N6A 4V2, Canada
Univ Western Ontario, Dept Biochem, London, ON, CanadaUniv Western Ontario, Dept Microbiol & Immunol, London, ON, Canada
Gloor, Gregory B.
;
Burton, Jeremy P.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Western Ontario, Dept Microbiol & Immunol, London, ON, Canada
Lawson Hlth Res Inst, Canadian R&D Ctr Probiot, London, ON N6A 4V2, Canada
Univ Western Ontario, Dept Surg Oncol, London, ON, CanadaUniv Western Ontario, Dept Microbiol & Immunol, London, ON, Canada
Burton, Jeremy P.
;
Reid, Gregor
论文数: 0引用数: 0
h-index: 0
机构:
Univ Western Ontario, Dept Microbiol & Immunol, London, ON, Canada
Lawson Hlth Res Inst, Canadian R&D Ctr Probiot, London, ON N6A 4V2, Canada
Univ Western Ontario, Dept Surg Oncol, London, ON, CanadaUniv Western Ontario, Dept Microbiol & Immunol, London, ON, Canada
机构:
YouKaryote Genom, London, ON, CanadaYouKaryote Genom, London, ON, Canada
Fernandes, Andrew D.
;
Macklaim, Jean M.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Western Ontario, Dept Biochem, London, ON, Canada
Lawson Hlth Res Inst, Canadian Res & Dev Ctr Probiot, London, ON, CanadaYouKaryote Genom, London, ON, Canada
Macklaim, Jean M.
;
Linn, Thomas G.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Western Ontario, Dept Microbiol & Immunol, London, ON, CanadaYouKaryote Genom, London, ON, Canada
Linn, Thomas G.
;
Reid, Gregor
论文数: 0引用数: 0
h-index: 0
机构:
Univ Western Ontario, Dept Microbiol & Immunol, London, ON, Canada
Univ Western Ontario, Dept Surg, London, ON N6A 3K7, Canada
Lawson Hlth Res Inst, Canadian Res & Dev Ctr Probiot, London, ON, CanadaYouKaryote Genom, London, ON, Canada
Reid, Gregor
;
Gloor, Gregory B.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Western Ontario, Dept Biochem, London, ON, Canada
Lawson Hlth Res Inst, Canadian Res & Dev Ctr Probiot, London, ON, CanadaYouKaryote Genom, London, ON, Canada
机构:
Palacky Univ, Fac Sci, Dept Math Anal & Applicat Math, CZ-77100 Olomouc, Czech RepublicVienna Univ Technol, Inst Stat & Probabil Theory, A-1040 Vienna, Austria
Hron, Karel
;
Reimann, Clemens
论文数: 0引用数: 0
h-index: 0
机构:
Geol Survey Norway, N-7491 Trondheim, NorwayVienna Univ Technol, Inst Stat & Probabil Theory, A-1040 Vienna, Austria
机构:
Univ Fed Rio de Janeiro, Inst Microbiol, BR-21941 Rio De Janeiro, BrazilUniv Fed Rio de Janeiro, Inst Microbiol, BR-21941 Rio De Janeiro, Brazil
Baeta Lourenco, Talita Gomes
;
Heller, Debora
论文数: 0引用数: 0
h-index: 0
机构:
Univ Fed Rio de Janeiro, Inst Microbiol, BR-21941 Rio De Janeiro, Brazil
Univ Fed Rio de Janeiro, Div Grad Periodont, Dept Dent Clin, BR-21941 Rio De Janeiro, Brazil
Goldman Sch Med, Dept Oral Biol, Boston, MA USAUniv Fed Rio de Janeiro, Inst Microbiol, BR-21941 Rio De Janeiro, Brazil
Heller, Debora
;
Silva-Boghossian, Carina Maciel
论文数: 0引用数: 0
h-index: 0
机构:
Univ Fed Rio de Janeiro, Inst Microbiol, BR-21941 Rio De Janeiro, Brazil
Univ Fed Rio de Janeiro, Div Grad Periodont, Dept Dent Clin, BR-21941 Rio De Janeiro, BrazilUniv Fed Rio de Janeiro, Inst Microbiol, BR-21941 Rio De Janeiro, Brazil
Silva-Boghossian, Carina Maciel
;
Cotton, Sean L.
论文数: 0引用数: 0
h-index: 0
机构:
Forsyth Inst, Dept Microbiol, Cambridge, MA USAUniv Fed Rio de Janeiro, Inst Microbiol, BR-21941 Rio De Janeiro, Brazil
Cotton, Sean L.
;
Paster, Bruce J.
论文数: 0引用数: 0
h-index: 0
机构:
Forsyth Inst, Dept Microbiol, Cambridge, MA USA
Harvard Univ, Sch Dent Med, Boston, MA 02115 USAUniv Fed Rio de Janeiro, Inst Microbiol, BR-21941 Rio De Janeiro, Brazil
Paster, Bruce J.
;
Vieira Colombo, Ana Paula
论文数: 0引用数: 0
h-index: 0
机构:
Univ Fed Rio de Janeiro, Inst Microbiol, BR-21941 Rio De Janeiro, BrazilUniv Fed Rio de Janeiro, Inst Microbiol, BR-21941 Rio De Janeiro, Brazil
机构:
Harvard Univ, FAS Ctr Syst Biol, Cambridge, MA 02138 USA
Harvard Univ, Soc Fellows, Cambridge, MA 02138 USAHarvard Univ, FAS Ctr Syst Biol, Cambridge, MA 02138 USA
David, Lawrence A.
;
Maurice, Corinne F.
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Univ, FAS Ctr Syst Biol, Cambridge, MA 02138 USAHarvard Univ, FAS Ctr Syst Biol, Cambridge, MA 02138 USA
Maurice, Corinne F.
;
Carmody, Rachel N.
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Univ, FAS Ctr Syst Biol, Cambridge, MA 02138 USAHarvard Univ, FAS Ctr Syst Biol, Cambridge, MA 02138 USA
Carmody, Rachel N.
;
Gootenberg, David B.
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Univ, FAS Ctr Syst Biol, Cambridge, MA 02138 USAHarvard Univ, FAS Ctr Syst Biol, Cambridge, MA 02138 USA
Gootenberg, David B.
;
Button, Julie E.
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Univ, FAS Ctr Syst Biol, Cambridge, MA 02138 USAHarvard Univ, FAS Ctr Syst Biol, Cambridge, MA 02138 USA
Button, Julie E.
;
Wolfe, Benjamin E.
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Univ, FAS Ctr Syst Biol, Cambridge, MA 02138 USAHarvard Univ, FAS Ctr Syst Biol, Cambridge, MA 02138 USA
Wolfe, Benjamin E.
;
Ling, Alisha V.
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Univ, Sch Med, Childrens Hosp Boston, Div Endocrinol, Boston, MA 02115 USAHarvard Univ, FAS Ctr Syst Biol, Cambridge, MA 02138 USA
Ling, Alisha V.
;
Devlin, A. Sloan
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif San Francisco, Dept Bioengn & Therapeut Sci, San Francisco, CA 94158 USA
Univ Calif San Francisco, Calif Inst Quantitat Biosci, San Francisco, CA 94158 USAHarvard Univ, FAS Ctr Syst Biol, Cambridge, MA 02138 USA
Devlin, A. Sloan
;
Varma, Yug
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif San Francisco, Dept Bioengn & Therapeut Sci, San Francisco, CA 94158 USA
Univ Calif San Francisco, Calif Inst Quantitat Biosci, San Francisco, CA 94158 USAHarvard Univ, FAS Ctr Syst Biol, Cambridge, MA 02138 USA
Varma, Yug
;
Fischbach, Michael A.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif San Francisco, Dept Bioengn & Therapeut Sci, San Francisco, CA 94158 USA
Univ Calif San Francisco, Calif Inst Quantitat Biosci, San Francisco, CA 94158 USAHarvard Univ, FAS Ctr Syst Biol, Cambridge, MA 02138 USA
Fischbach, Michael A.
;
Biddinger, Sudha B.
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Univ, Sch Med, Childrens Hosp Boston, Div Endocrinol, Boston, MA 02115 USAHarvard Univ, FAS Ctr Syst Biol, Cambridge, MA 02138 USA
Biddinger, Sudha B.
;
Dutton, Rachel J.
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Univ, FAS Ctr Syst Biol, Cambridge, MA 02138 USAHarvard Univ, FAS Ctr Syst Biol, Cambridge, MA 02138 USA
Dutton, Rachel J.
;
Turnbaugh, Peter J.
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Univ, FAS Ctr Syst Biol, Cambridge, MA 02138 USAHarvard Univ, FAS Ctr Syst Biol, Cambridge, MA 02138 USA
机构:
Univ Western Ontario, Dept Microbiol & Immunol, London, ON, CanadaUniv Western Ontario, Dept Microbiol & Immunol, London, ON, Canada
Di Bella, Julia M.
;
Bao, Yige
论文数: 0引用数: 0
h-index: 0
机构:
Univ Western Ontario, Dept Microbiol & Immunol, London, ON, Canada
Lawson Hlth Res Inst, Canadian R&D Ctr Probiot, London, ON N6A 4V2, Canada
Sichuan Univ, Dept Urol, West China Hosp, Chengdu 610064, Peoples R China
Sichuan Univ, West China Sch Clin Med, Chengdu 610064, Peoples R ChinaUniv Western Ontario, Dept Microbiol & Immunol, London, ON, Canada
Bao, Yige
;
Gloor, Gregory B.
论文数: 0引用数: 0
h-index: 0
机构:
Lawson Hlth Res Inst, Canadian R&D Ctr Probiot, London, ON N6A 4V2, Canada
Univ Western Ontario, Dept Biochem, London, ON, CanadaUniv Western Ontario, Dept Microbiol & Immunol, London, ON, Canada
Gloor, Gregory B.
;
Burton, Jeremy P.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Western Ontario, Dept Microbiol & Immunol, London, ON, Canada
Lawson Hlth Res Inst, Canadian R&D Ctr Probiot, London, ON N6A 4V2, Canada
Univ Western Ontario, Dept Surg Oncol, London, ON, CanadaUniv Western Ontario, Dept Microbiol & Immunol, London, ON, Canada
Burton, Jeremy P.
;
Reid, Gregor
论文数: 0引用数: 0
h-index: 0
机构:
Univ Western Ontario, Dept Microbiol & Immunol, London, ON, Canada
Lawson Hlth Res Inst, Canadian R&D Ctr Probiot, London, ON N6A 4V2, Canada
Univ Western Ontario, Dept Surg Oncol, London, ON, CanadaUniv Western Ontario, Dept Microbiol & Immunol, London, ON, Canada
机构:
YouKaryote Genom, London, ON, CanadaYouKaryote Genom, London, ON, Canada
Fernandes, Andrew D.
;
Macklaim, Jean M.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Western Ontario, Dept Biochem, London, ON, Canada
Lawson Hlth Res Inst, Canadian Res & Dev Ctr Probiot, London, ON, CanadaYouKaryote Genom, London, ON, Canada
Macklaim, Jean M.
;
Linn, Thomas G.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Western Ontario, Dept Microbiol & Immunol, London, ON, CanadaYouKaryote Genom, London, ON, Canada
Linn, Thomas G.
;
Reid, Gregor
论文数: 0引用数: 0
h-index: 0
机构:
Univ Western Ontario, Dept Microbiol & Immunol, London, ON, Canada
Univ Western Ontario, Dept Surg, London, ON N6A 3K7, Canada
Lawson Hlth Res Inst, Canadian Res & Dev Ctr Probiot, London, ON, CanadaYouKaryote Genom, London, ON, Canada
Reid, Gregor
;
Gloor, Gregory B.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Western Ontario, Dept Biochem, London, ON, Canada
Lawson Hlth Res Inst, Canadian Res & Dev Ctr Probiot, London, ON, CanadaYouKaryote Genom, London, ON, Canada
机构:
Palacky Univ, Fac Sci, Dept Math Anal & Applicat Math, CZ-77100 Olomouc, Czech RepublicVienna Univ Technol, Inst Stat & Probabil Theory, A-1040 Vienna, Austria
Hron, Karel
;
Reimann, Clemens
论文数: 0引用数: 0
h-index: 0
机构:
Geol Survey Norway, N-7491 Trondheim, NorwayVienna Univ Technol, Inst Stat & Probabil Theory, A-1040 Vienna, Austria