Current State of and Future Opportunities for Prediction in Microbiome Research: Report from the Mid-Atlantic Microbiome Meet-up in Baltimore on 9 January 2019

ABSTRACT Accurate predictions across multiple fields of microbiome research have far-reaching benefits to society, but there are few widely accepted quantitative tools to make accurate predictions about microbial communities and their functions. More discussion is needed about the current state of m...

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Autores principales: Eric Sakowski, Gherman Uritskiy, Rachel Cooper, Maya Gomes, Michael R. McLaren, Jacquelyn S. Meisel, Rebecca L. Mickol, C. David Mintz, Emmanuel F. Mongodin, Mihai Pop, Mohammad Arifur Rahman, Alvaro Sanchez, Winston Timp, Jeseth Delgado Vela, Carly Muletz Wolz, Joseph P. Zackular, Jessica Chopyk, Seth Commichaux, Meghan Davis, Douglas Dluzen, Sukirth M. Ganesan, Muyideen Haruna, Dan Nasko, Mary J. Regan, Saul Sarria, Nidhi Shah, Brook Stacy, Dylan Taylor, Jocelyne DiRuggiero, Sarah P. Preheim
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Publicado: American Society for Microbiology 2019
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spelling oai:doaj.org-article:f89f7f61b38542e4b9a86726ff2d57ee2021-12-02T19:46:18ZCurrent State of and Future Opportunities for Prediction in Microbiome Research: Report from the Mid-Atlantic Microbiome Meet-up in Baltimore on 9 January 201910.1128/mSystems.00392-192379-5077https://doaj.org/article/f89f7f61b38542e4b9a86726ff2d57ee2019-10-01T00:00:00Zhttps://journals.asm.org/doi/10.1128/mSystems.00392-19https://doaj.org/toc/2379-5077ABSTRACT Accurate predictions across multiple fields of microbiome research have far-reaching benefits to society, but there are few widely accepted quantitative tools to make accurate predictions about microbial communities and their functions. More discussion is needed about the current state of microbiome analysis and the tools required to overcome the hurdles preventing development and implementation of predictive analyses. We summarize the ideas generated by participants of the Mid-Atlantic Microbiome Meet-up in January 2019. While it was clear from the presentations that most fields have advanced beyond simple associative and descriptive analyses, most fields lack essential elements needed for the development and application of accurate microbiome predictions. Participants stressed the need for standardization, reproducibility, and accessibility of quantitative tools as key to advancing predictions in microbiome analysis. We highlight hurdles that participants identified and propose directions for future efforts that will advance the use of prediction in microbiome research.Eric SakowskiGherman UritskiyRachel CooperMaya GomesMichael R. McLarenJacquelyn S. MeiselRebecca L. MickolC. David MintzEmmanuel F. MongodinMihai PopMohammad Arifur RahmanAlvaro SanchezWinston TimpJeseth Delgado VelaCarly Muletz WolzJoseph P. ZackularJessica ChopykSeth CommichauxMeghan DavisDouglas DluzenSukirth M. GanesanMuyideen HarunaDan NaskoMary J. ReganSaul SarriaNidhi ShahBrook StacyDylan TaylorJocelyne DiRuggieroSarah P. PreheimAmerican Society for Microbiologyarticlemicrobiomebioinformaticsmetagenomicspredictionmachine learningconceptual modelsMicrobiologyQR1-502ENmSystems, Vol 4, Iss 5 (2019)
institution DOAJ
collection DOAJ
language EN
topic microbiome
bioinformatics
metagenomics
prediction
machine learning
conceptual models
Microbiology
QR1-502
spellingShingle microbiome
bioinformatics
metagenomics
prediction
machine learning
conceptual models
Microbiology
QR1-502
Eric Sakowski
Gherman Uritskiy
Rachel Cooper
Maya Gomes
Michael R. McLaren
Jacquelyn S. Meisel
Rebecca L. Mickol
C. David Mintz
Emmanuel F. Mongodin
Mihai Pop
Mohammad Arifur Rahman
Alvaro Sanchez
Winston Timp
Jeseth Delgado Vela
Carly Muletz Wolz
Joseph P. Zackular
Jessica Chopyk
Seth Commichaux
Meghan Davis
Douglas Dluzen
Sukirth M. Ganesan
Muyideen Haruna
Dan Nasko
Mary J. Regan
Saul Sarria
Nidhi Shah
Brook Stacy
Dylan Taylor
Jocelyne DiRuggiero
Sarah P. Preheim
Current State of and Future Opportunities for Prediction in Microbiome Research: Report from the Mid-Atlantic Microbiome Meet-up in Baltimore on 9 January 2019
description ABSTRACT Accurate predictions across multiple fields of microbiome research have far-reaching benefits to society, but there are few widely accepted quantitative tools to make accurate predictions about microbial communities and their functions. More discussion is needed about the current state of microbiome analysis and the tools required to overcome the hurdles preventing development and implementation of predictive analyses. We summarize the ideas generated by participants of the Mid-Atlantic Microbiome Meet-up in January 2019. While it was clear from the presentations that most fields have advanced beyond simple associative and descriptive analyses, most fields lack essential elements needed for the development and application of accurate microbiome predictions. Participants stressed the need for standardization, reproducibility, and accessibility of quantitative tools as key to advancing predictions in microbiome analysis. We highlight hurdles that participants identified and propose directions for future efforts that will advance the use of prediction in microbiome research.
format article
author Eric Sakowski
Gherman Uritskiy
Rachel Cooper
Maya Gomes
Michael R. McLaren
Jacquelyn S. Meisel
Rebecca L. Mickol
C. David Mintz
Emmanuel F. Mongodin
Mihai Pop
Mohammad Arifur Rahman
Alvaro Sanchez
Winston Timp
Jeseth Delgado Vela
Carly Muletz Wolz
Joseph P. Zackular
Jessica Chopyk
Seth Commichaux
Meghan Davis
Douglas Dluzen
Sukirth M. Ganesan
Muyideen Haruna
Dan Nasko
Mary J. Regan
Saul Sarria
Nidhi Shah
Brook Stacy
Dylan Taylor
Jocelyne DiRuggiero
Sarah P. Preheim
author_facet Eric Sakowski
Gherman Uritskiy
Rachel Cooper
Maya Gomes
Michael R. McLaren
Jacquelyn S. Meisel
Rebecca L. Mickol
C. David Mintz
Emmanuel F. Mongodin
Mihai Pop
Mohammad Arifur Rahman
Alvaro Sanchez
Winston Timp
Jeseth Delgado Vela
Carly Muletz Wolz
Joseph P. Zackular
Jessica Chopyk
Seth Commichaux
Meghan Davis
Douglas Dluzen
Sukirth M. Ganesan
Muyideen Haruna
Dan Nasko
Mary J. Regan
Saul Sarria
Nidhi Shah
Brook Stacy
Dylan Taylor
Jocelyne DiRuggiero
Sarah P. Preheim
author_sort Eric Sakowski
title Current State of and Future Opportunities for Prediction in Microbiome Research: Report from the Mid-Atlantic Microbiome Meet-up in Baltimore on 9 January 2019
title_short Current State of and Future Opportunities for Prediction in Microbiome Research: Report from the Mid-Atlantic Microbiome Meet-up in Baltimore on 9 January 2019
title_full Current State of and Future Opportunities for Prediction in Microbiome Research: Report from the Mid-Atlantic Microbiome Meet-up in Baltimore on 9 January 2019
title_fullStr Current State of and Future Opportunities for Prediction in Microbiome Research: Report from the Mid-Atlantic Microbiome Meet-up in Baltimore on 9 January 2019
title_full_unstemmed Current State of and Future Opportunities for Prediction in Microbiome Research: Report from the Mid-Atlantic Microbiome Meet-up in Baltimore on 9 January 2019
title_sort current state of and future opportunities for prediction in microbiome research: report from the mid-atlantic microbiome meet-up in baltimore on 9 january 2019
publisher American Society for Microbiology
publishDate 2019
url https://doaj.org/article/f89f7f61b38542e4b9a86726ff2d57ee
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