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Open Access
Peer-reviewed
Research Article
Improved prediction of smoking status via isoform-aware RNA-seq deep learning models
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Zifeng Wang,
Roles Conceptualization, Formal analysis, Investigation, Methodology, Software, Visualization, Writing – original draft
Affiliation Department of ECE, Northeastern University, Boston, Massachusetts, United States
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Aria Masoomi,
Roles Methodology, Writing – review & editing
Affiliation Department of ECE, Northeastern University, Boston, Massachusetts, United States
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Zhonghui Xu,
Roles Data curation, Formal analysis, Investigation, Validation, Writing – review & editing
Affiliation Channing Division of Network Medicine, Brigham and Women’s Hospital, Boston, Massachusetts, United States
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Adel Boueiz,
Roles Writing – review & editing
Affiliations Channing Division of Network Medicine, Brigham and Women’s Hospital, Boston, Massachusetts, United States, Division of Pulmonary and Critical Care Medicine, Brigham and Women’s Hospital, Boston, Massachusetts, United States
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Sool Lee,
Roles Writing – review & editing
Affiliation Channing Division of Network Medicine, Brigham and Women’s Hospital, Boston, Massachusetts, United States
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Tingting Zhao,
Roles Writing – review & editing
Affiliation Department of ECE, Northeastern University, Boston, Massachusetts, United States
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Russell Bowler,
Roles Funding acquisition, Resources, Writing – review & editing
Affiliation Division of Pulmonary and Critical Care Medicine, National Jewish Health, Denver, Colorado, United States
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Michael Cho,
Roles Writing – review & editing
Affiliations Channing Division of Network Medicine, Brigham and Women’s Hospital, Boston, Massachusetts, United States, Division of Pulmonary and Critical Care Medicine, Brigham and Women’s Hospital, Boston, Massachusetts, United States
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Edwin K. Silverman,
Roles Funding acquisition, Resources, Writing – review & editing
Affiliations Channing Division of Network Medicine, Brigham and Women’s Hospital, Boston, Massachusetts, United States, Division of Pulmonary and Critical Care Medicine, Brigham and Women’s Hospital, Boston, Massachusetts, United States
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Craig Hersh,
Roles Writing – review & editing
Affiliations Channing Division of Network Medicine, Brigham and Women’s Hospital, Boston, Massachusetts, United States, Division of Pulmonary and Critical Care Medicine, Brigham and Women’s Hospital, Boston, Massachusetts, United States
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Jennifer Dy,
Roles Conceptualization, Methodology, Project administration, Supervision, Writing – review & editing
Affiliation Department of ECE, Northeastern University, Boston, Massachusetts, United States
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Peter J. Castaldi
Roles Conceptualization, Formal analysis, Funding acquisition, Investigation, Project administration, Resources, Supervision, Validation, Visualization, Writing – original draft, Writing – review & editing
* E-mail: repjc@channing.harvard.edu
Affiliations Channing Division of Network Medicine, Brigham and Women’s Hospital, Boston, Massachusetts, United States, Division of General Internal Medicine and Primary Care, Brigham and Women’s Hospital, Boston, Massachusetts, United States
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Improved prediction of smoking status via isoform-aware RNA-seq deep learning models
- Zifeng Wang,
- Aria Masoomi,
- Zhonghui Xu,
- Adel Boueiz,
- Sool Lee,
- Tingting Zhao,
- Russell Bowler,
- Michael Cho,
- Edwin K. Silverman,
- Craig Hersh
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- Published: October 11, 2021
- https://doi.org/10.1371/journal.pcbi.1009433