Use of high-content analysis and machine learning to characterize complex microbial samples via morphological analysis

Jennifer Petitte; Michael Doherty; Jacob Ladd; Cassandra L. Marin; Samuel Siles; Vanessa Michelou; Amanda Damon; Erin Quattrini Eckert; Xiang Huang; John W. Rice

doi:10.1371/journal.pone.0222528

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Open Access

Peer-reviewed

Research Article

Use of high-content analysis and machine learning to characterize complex microbial samples via morphological analysis

Jennifer Petitte ,

Contributed equally to this work with: Jennifer Petitte, Michael Doherty

Roles Conceptualization, Data curation, Formal analysis, Methodology, Software, Validation, Writing – original draft, Writing – review & editing

Affiliation Novozymes North America, Inc., Durham, North Carolina, United States of America
⨯
Michael Doherty ,

Contributed equally to this work with: Jennifer Petitte, Michael Doherty

Roles Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Validation, Visualization, Writing – original draft

Affiliation Novozymes North America, Inc., Durham, North Carolina, United States of America

http://orcid.org/0000-0003-1498-9801

⨯
Jacob Ladd,

Roles Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Validation, Writing – original draft

Affiliation Novozymes North America, Inc., Durham, North Carolina, United States of America
⨯
Cassandra L. Marin,

Roles Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Writing – original draft

Affiliation Novozymes North America, Inc., Durham, North Carolina, United States of America
⨯
Samuel Siles,

Roles Formal analysis, Investigation, Methodology, Writing – original draft

Affiliation Novozymes North America, Inc., Durham, North Carolina, United States of America
⨯
Vanessa Michelou,

Roles Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Project administration, Supervision

Affiliation Novozymes North America, Inc., Durham, North Carolina, United States of America

http://orcid.org/0000-0002-1379-4933

⨯
Amanda Damon,

Roles Data curation, Formal analysis, Investigation, Methodology, Validation

Affiliation Novozymes North America, Inc., Durham, North Carolina, United States of America
⨯
Erin Quattrini Eckert,

Roles Formal analysis, Investigation, Methodology, Validation

Affiliation Novozymes North America, Inc., Durham, North Carolina, United States of America
⨯
Xiang Huang,

Roles Project administration, Resources, Supervision, Writing – review & editing

Affiliation Novozymes North America, Inc., Durham, North Carolina, United States of America
⨯
John W. Rice

Roles Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Project administration, Resources, Software, Supervision, Validation, Visualization, Writing – original draft, Writing – review & editing

* E-mail: jri@novozymes.com

Affiliation Novozymes North America, Inc., Durham, North Carolina, United States of America

http://orcid.org/0000-0001-5713-5430

⨯

Use of high-content analysis and machine learning to characterize complex microbial samples via morphological analysis

Jennifer Petitte,
Michael Doherty,
Jacob Ladd,
Cassandra L. Marin,
Samuel Siles,
Vanessa Michelou,
Amanda Damon,
Erin Quattrini Eckert,
Xiang Huang,
John W. Rice

Published: September 23, 2019
https://doi.org/10.1371/journal.pone.0222528

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