Cargando…

APOLLO: A genome-scale metabolic reconstruction resource of 247,092 diverse human microbes spanning multiple continents, age groups, and body sites

Computational modelling of microbiome metabolism has proved instrumental to catalyse our understanding of diet-host-microbiome-disease interactions through the interrogation of mechanistic, strain- and molecule-resolved metabolic models. We present APOLLO, a resource of 247,092 human microbial genom...

Descripción completa

Detalles Bibliográficos
Autores principales: Heinken, Almut, Hulshof, Timothy Otto, Nap, Bram, Martinelli, Filippo, Basile, Arianna, O'Brolchain, Amy, O’Sullivan, Neil Francis, Gallagher, Celine, Magee, Eimer, McDonagh, Francesca, Lalor, Ian, Bergin, Maeve, Evans, Phoebe, Daly, Rachel, Farrell, Ronan, Delaney, Rose Marie, Hill, Saoirse, McAuliffe, Saoirse Roisin, Kilgannon, Trevor, Fleming, Ronan M.T., Thinnes, Cyrille C., Thiele, Ines
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Cold Spring Harbor Laboratory 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10592896/
https://www.ncbi.nlm.nih.gov/pubmed/37873072
http://dx.doi.org/10.1101/2023.10.02.560573
_version_ 1785124360820883456
author Heinken, Almut
Hulshof, Timothy Otto
Nap, Bram
Martinelli, Filippo
Basile, Arianna
O'Brolchain, Amy
O’Sullivan, Neil Francis
Gallagher, Celine
Magee, Eimer
McDonagh, Francesca
Lalor, Ian
Bergin, Maeve
Evans, Phoebe
Daly, Rachel
Farrell, Ronan
Delaney, Rose Marie
Hill, Saoirse
McAuliffe, Saoirse Roisin
Kilgannon, Trevor
Fleming, Ronan M.T.
Thinnes, Cyrille C.
Thiele, Ines
author_facet Heinken, Almut
Hulshof, Timothy Otto
Nap, Bram
Martinelli, Filippo
Basile, Arianna
O'Brolchain, Amy
O’Sullivan, Neil Francis
Gallagher, Celine
Magee, Eimer
McDonagh, Francesca
Lalor, Ian
Bergin, Maeve
Evans, Phoebe
Daly, Rachel
Farrell, Ronan
Delaney, Rose Marie
Hill, Saoirse
McAuliffe, Saoirse Roisin
Kilgannon, Trevor
Fleming, Ronan M.T.
Thinnes, Cyrille C.
Thiele, Ines
author_sort Heinken, Almut
collection PubMed
description Computational modelling of microbiome metabolism has proved instrumental to catalyse our understanding of diet-host-microbiome-disease interactions through the interrogation of mechanistic, strain- and molecule-resolved metabolic models. We present APOLLO, a resource of 247,092 human microbial genome-scale metabolic reconstructions spanning 19 phyla and accounting for microbial genomes from 34 countries, all age groups, and five body sites. We explored the metabolic potential of the reconstructed strains and developed a machine learning classifier able to predict with high accuracy the taxonomic strain assignments. We also built 14,451 sample-specific microbial community models, which could be stratified by body site, age, and disease states. Finally, we predicted faecal metabolites enriched or depleted in gut microbiomes of people with Crohn’s disease, Parkinson disease, and undernourished children. APOLLO is compatible with the human whole-body models, and thus, provide unprecedented opportunities for systems-level modelling of personalised host-microbiome co-metabolism. APOLLO will be freely available under https://www.vmh.life/.
format Online
Article
Text
id pubmed-10592896
institution National Center for Biotechnology Information
language English
publishDate 2023
publisher Cold Spring Harbor Laboratory
record_format MEDLINE/PubMed
spelling pubmed-105928962023-10-24 APOLLO: A genome-scale metabolic reconstruction resource of 247,092 diverse human microbes spanning multiple continents, age groups, and body sites Heinken, Almut Hulshof, Timothy Otto Nap, Bram Martinelli, Filippo Basile, Arianna O'Brolchain, Amy O’Sullivan, Neil Francis Gallagher, Celine Magee, Eimer McDonagh, Francesca Lalor, Ian Bergin, Maeve Evans, Phoebe Daly, Rachel Farrell, Ronan Delaney, Rose Marie Hill, Saoirse McAuliffe, Saoirse Roisin Kilgannon, Trevor Fleming, Ronan M.T. Thinnes, Cyrille C. Thiele, Ines bioRxiv Article Computational modelling of microbiome metabolism has proved instrumental to catalyse our understanding of diet-host-microbiome-disease interactions through the interrogation of mechanistic, strain- and molecule-resolved metabolic models. We present APOLLO, a resource of 247,092 human microbial genome-scale metabolic reconstructions spanning 19 phyla and accounting for microbial genomes from 34 countries, all age groups, and five body sites. We explored the metabolic potential of the reconstructed strains and developed a machine learning classifier able to predict with high accuracy the taxonomic strain assignments. We also built 14,451 sample-specific microbial community models, which could be stratified by body site, age, and disease states. Finally, we predicted faecal metabolites enriched or depleted in gut microbiomes of people with Crohn’s disease, Parkinson disease, and undernourished children. APOLLO is compatible with the human whole-body models, and thus, provide unprecedented opportunities for systems-level modelling of personalised host-microbiome co-metabolism. APOLLO will be freely available under https://www.vmh.life/. Cold Spring Harbor Laboratory 2023-10-03 /pmc/articles/PMC10592896/ /pubmed/37873072 http://dx.doi.org/10.1101/2023.10.02.560573 Text en https://creativecommons.org/licenses/by-nc-nd/4.0/This work is licensed under a Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License (https://creativecommons.org/licenses/by-nc-nd/4.0/) , which allows reusers to copy and distribute the material in any medium or format in unadapted form only, for noncommercial purposes only, and only so long as attribution is given to the creator.
spellingShingle Article
Heinken, Almut
Hulshof, Timothy Otto
Nap, Bram
Martinelli, Filippo
Basile, Arianna
O'Brolchain, Amy
O’Sullivan, Neil Francis
Gallagher, Celine
Magee, Eimer
McDonagh, Francesca
Lalor, Ian
Bergin, Maeve
Evans, Phoebe
Daly, Rachel
Farrell, Ronan
Delaney, Rose Marie
Hill, Saoirse
McAuliffe, Saoirse Roisin
Kilgannon, Trevor
Fleming, Ronan M.T.
Thinnes, Cyrille C.
Thiele, Ines
APOLLO: A genome-scale metabolic reconstruction resource of 247,092 diverse human microbes spanning multiple continents, age groups, and body sites
title APOLLO: A genome-scale metabolic reconstruction resource of 247,092 diverse human microbes spanning multiple continents, age groups, and body sites
title_full APOLLO: A genome-scale metabolic reconstruction resource of 247,092 diverse human microbes spanning multiple continents, age groups, and body sites
title_fullStr APOLLO: A genome-scale metabolic reconstruction resource of 247,092 diverse human microbes spanning multiple continents, age groups, and body sites
title_full_unstemmed APOLLO: A genome-scale metabolic reconstruction resource of 247,092 diverse human microbes spanning multiple continents, age groups, and body sites
title_short APOLLO: A genome-scale metabolic reconstruction resource of 247,092 diverse human microbes spanning multiple continents, age groups, and body sites
title_sort apollo: a genome-scale metabolic reconstruction resource of 247,092 diverse human microbes spanning multiple continents, age groups, and body sites
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10592896/
https://www.ncbi.nlm.nih.gov/pubmed/37873072
http://dx.doi.org/10.1101/2023.10.02.560573
work_keys_str_mv AT heinkenalmut apolloagenomescalemetabolicreconstructionresourceof247092diversehumanmicrobesspanningmultiplecontinentsagegroupsandbodysites
AT hulshoftimothyotto apolloagenomescalemetabolicreconstructionresourceof247092diversehumanmicrobesspanningmultiplecontinentsagegroupsandbodysites
AT napbram apolloagenomescalemetabolicreconstructionresourceof247092diversehumanmicrobesspanningmultiplecontinentsagegroupsandbodysites
AT martinellifilippo apolloagenomescalemetabolicreconstructionresourceof247092diversehumanmicrobesspanningmultiplecontinentsagegroupsandbodysites
AT basilearianna apolloagenomescalemetabolicreconstructionresourceof247092diversehumanmicrobesspanningmultiplecontinentsagegroupsandbodysites
AT obrolchainamy apolloagenomescalemetabolicreconstructionresourceof247092diversehumanmicrobesspanningmultiplecontinentsagegroupsandbodysites
AT osullivanneilfrancis apolloagenomescalemetabolicreconstructionresourceof247092diversehumanmicrobesspanningmultiplecontinentsagegroupsandbodysites
AT gallagherceline apolloagenomescalemetabolicreconstructionresourceof247092diversehumanmicrobesspanningmultiplecontinentsagegroupsandbodysites
AT mageeeimer apolloagenomescalemetabolicreconstructionresourceof247092diversehumanmicrobesspanningmultiplecontinentsagegroupsandbodysites
AT mcdonaghfrancesca apolloagenomescalemetabolicreconstructionresourceof247092diversehumanmicrobesspanningmultiplecontinentsagegroupsandbodysites
AT lalorian apolloagenomescalemetabolicreconstructionresourceof247092diversehumanmicrobesspanningmultiplecontinentsagegroupsandbodysites
AT berginmaeve apolloagenomescalemetabolicreconstructionresourceof247092diversehumanmicrobesspanningmultiplecontinentsagegroupsandbodysites
AT evansphoebe apolloagenomescalemetabolicreconstructionresourceof247092diversehumanmicrobesspanningmultiplecontinentsagegroupsandbodysites
AT dalyrachel apolloagenomescalemetabolicreconstructionresourceof247092diversehumanmicrobesspanningmultiplecontinentsagegroupsandbodysites
AT farrellronan apolloagenomescalemetabolicreconstructionresourceof247092diversehumanmicrobesspanningmultiplecontinentsagegroupsandbodysites
AT delaneyrosemarie apolloagenomescalemetabolicreconstructionresourceof247092diversehumanmicrobesspanningmultiplecontinentsagegroupsandbodysites
AT hillsaoirse apolloagenomescalemetabolicreconstructionresourceof247092diversehumanmicrobesspanningmultiplecontinentsagegroupsandbodysites
AT mcauliffesaoirseroisin apolloagenomescalemetabolicreconstructionresourceof247092diversehumanmicrobesspanningmultiplecontinentsagegroupsandbodysites
AT kilgannontrevor apolloagenomescalemetabolicreconstructionresourceof247092diversehumanmicrobesspanningmultiplecontinentsagegroupsandbodysites
AT flemingronanmt apolloagenomescalemetabolicreconstructionresourceof247092diversehumanmicrobesspanningmultiplecontinentsagegroupsandbodysites
AT thinnescyrillec apolloagenomescalemetabolicreconstructionresourceof247092diversehumanmicrobesspanningmultiplecontinentsagegroupsandbodysites
AT thieleines apolloagenomescalemetabolicreconstructionresourceof247092diversehumanmicrobesspanningmultiplecontinentsagegroupsandbodysites