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The TaxUMAP atlas: Efficient display of large clinical microbiome data reveals ecological competition in protection against bacteremia.
Schluter, Jonas; Djukovic, Ana; Taylor, Bradford P; Yan, Jinyuan; Duan, Caichen; Hussey, Grant A; Liao, Chen; Sharma, Sneh; Fontana, Emily; Amoretti, Luigi A; Wright, Roberta J; Dai, Anqi; Peled, Jonathan U; Taur, Ying; Perales, Miguel-Angel; Siranosian, Benjamin A; Bhatt, Ami S; van den Brink, Marcel R M; Pamer, Eric G; Xavier, Joao B.
Afiliación
  • Schluter J; Institute for Systems Genetics, Department of Microbiology, New York University Grossman School of Medicine, New York, NY, USA. Electronic address: jonas.schluter@nyulangone.org.
  • Djukovic A; Program for Computational and Systems Biology, Memorial Sloan-Kettering Cancer Center, New York, NY, USA.
  • Taylor BP; Center for Communicable Disease Dynamics, Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, USA.
  • Yan J; Program for Computational and Systems Biology, Memorial Sloan-Kettering Cancer Center, New York, NY, USA.
  • Duan C; Institute for Systems Genetics, Department of Microbiology, New York University Grossman School of Medicine, New York, NY, USA.
  • Hussey GA; Institute for Systems Genetics, Department of Microbiology, New York University Grossman School of Medicine, New York, NY, USA.
  • Liao C; Program for Computational and Systems Biology, Memorial Sloan-Kettering Cancer Center, New York, NY, USA.
  • Sharma S; Program for Computational and Systems Biology, Memorial Sloan-Kettering Cancer Center, New York, NY, USA.
  • Fontana E; Department of Immunology, Memorial Sloan-Kettering Cancer Center, New York, NY, USA.
  • Amoretti LA; Department of Immunology, Memorial Sloan-Kettering Cancer Center, New York, NY, USA.
  • Wright RJ; Department of Immunology, Memorial Sloan-Kettering Cancer Center, New York, NY, USA.
  • Dai A; Adult Bone Marrow Transplantation Service, Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
  • Peled JU; Adult Bone Marrow Transplantation Service, Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA; Weill Cornell Medical College, New York, NY, USA.
  • Taur Y; Department of Immunology, Memorial Sloan-Kettering Cancer Center, New York, NY, USA.
  • Perales MA; Adult Bone Marrow Transplantation Service, Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA; Weill Cornell Medical College, New York, NY, USA.
  • Siranosian BA; Department of Genetics, Stanford University, Stanford, CA, USA.
  • Bhatt AS; Department of Genetics, Stanford University, Stanford, CA, USA; Department of Medicine, Division of Hematology, Stanford University, Stanford, CA, USA; Department of Medicine, Division of Blood and Marrow Transplantation and Cellular Therapy, Stanford University School of Medicine, Stanford, CA, USA
  • van den Brink MRM; Adult Bone Marrow Transplantation Service, Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA; Weill Cornell Medical College, New York, NY, USA.
  • Pamer EG; Duchossois Family Institute, University of Chicago, Chicago, IL, USA.
  • Xavier JB; Program for Computational and Systems Biology, Memorial Sloan-Kettering Cancer Center, New York, NY, USA. Electronic address: xavierj@mskcc.org.
Cell Host Microbe ; 31(7): 1126-1139.e6, 2023 07 12.
Article en En | MEDLINE | ID: mdl-37329880
ABSTRACT
Longitudinal microbiome data provide valuable insight into disease states and clinical responses, but they are challenging to mine and view collectively. To address these limitations, we present TaxUMAP, a taxonomically informed visualization for displaying microbiome states in large clinical microbiome datasets. We used TaxUMAP to chart a microbiome atlas of 1,870 patients with cancer during therapy-induced perturbations. Bacterial density and diversity were positively associated, but the trend was reversed in liquid stool. Low-diversity states (dominations) remained stable after antibiotic treatment, and diverse communities had a broader range of antimicrobial resistance genes than dominations. When examining microbiome states associated with risk for bacteremia, TaxUMAP revealed that certain Klebsiella species were associated with lower risk for bacteremia localize in a region of the atlas that is depleted in high-risk enterobacteria. This indicated a competitive interaction that was validated experimentally. Thus, TaxUMAP can chart comprehensive longitudinal microbiome datasets, enabling insights into microbiome effects on human health.
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Texto completo: 1 Banco de datos: MEDLINE Asunto principal: Bacteriemia / Microbiota / Microbioma Gastrointestinal Límite: Humans Idioma: En Revista: Cell Host Microbe Asunto de la revista: MICROBIOLOGIA Año: 2023 Tipo del documento: Article

Texto completo: 1 Banco de datos: MEDLINE Asunto principal: Bacteriemia / Microbiota / Microbioma Gastrointestinal Límite: Humans Idioma: En Revista: Cell Host Microbe Asunto de la revista: MICROBIOLOGIA Año: 2023 Tipo del documento: Article