Predictive modeling of treatment resistant depression using data from STAR*D and an independent clinical study

Zhi Nie; Srinivasan Vairavan; Vaibhav A. Narayan; Jieping Ye; Qingqin S. Li

doi:10.1371/journal.pone.0197268

Loading metrics

Open Access

Peer-reviewed

Research Article

Predictive modeling of treatment resistant depression using data from STAR*D and an independent clinical study

Zhi Nie,

Roles Data curation, Formal analysis, Methodology, Writing – review & editing

Current address: Samsung Electronics Co., Ltd., Arizona, AZ, United States of America

Affiliations Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, MI, United States of America, Department of Electrical Engineering and Computer Science, University of Michigan, Ann Arbor, MI, United States of America
⨯
Srinivasan Vairavan,

Roles Formal analysis, Writing – review & editing

Affiliations Neuroscience Therapeutic Area, Janssen Research & Development, LLC, Pennington, NJ, United States of America, Research Information Technology, Janssen Research & Development, LLC, Pennington, NJ, United States of America
⨯
Vaibhav A. Narayan,

Roles Funding acquisition, Resources

Affiliations Neuroscience Therapeutic Area, Janssen Research & Development, LLC, Pennington, NJ, United States of America, Research Information Technology, Janssen Research & Development, LLC, Pennington, NJ, United States of America
⨯
Jieping Ye,

Roles Formal analysis, Funding acquisition, Supervision

Affiliations Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, MI, United States of America, Department of Electrical Engineering and Computer Science, University of Michigan, Ann Arbor, MI, United States of America
⨯
Qingqin S. Li

Roles Conceptualization, Data curation, Formal analysis, Funding acquisition, Methodology, Project administration, Supervision, Writing – original draft, Writing – review & editing

* E-mail: qli2@its.jnj.com

Affiliations Neuroscience Therapeutic Area, Janssen Research & Development, LLC, Pennington, NJ, United States of America, Research Information Technology, Janssen Research & Development, LLC, Pennington, NJ, United States of America

http://orcid.org/0000-0003-4182-4535

⨯

Predictive modeling of treatment resistant depression using data from STAR*D and an independent clinical study

Zhi Nie,
Srinivasan Vairavan,
Vaibhav A. Narayan,
Jieping Ye,
Qingqin S. Li

Published: June 7, 2018
https://doi.org/10.1371/journal.pone.0197268

Reader Comments (0)

Post a new comment on this article

Subject Areas
?

For more information about PLOS Subject Areas, click here.
We want your feedback. Do these Subject Areas make sense for this article? Click the target next to the incorrect Subject Area and let us know. Thanks for your help!

Depression
Is the Subject Area "Depression" applicable to this article?

Thanks for your feedback.
Machine learning
Is the Subject Area "Machine learning" applicable to this article?

Thanks for your feedback.
Antidepressant drug therapy
Is the Subject Area "Antidepressant drug therapy" applicable to this article?

Thanks for your feedback.
Forecasting
Is the Subject Area "Forecasting" applicable to this article?

Thanks for your feedback.
Antidepressants
Is the Subject Area "Antidepressants" applicable to this article?

Thanks for your feedback.
Drug therapy
Is the Subject Area "Drug therapy" applicable to this article?

Thanks for your feedback.
k means clustering
Is the Subject Area "k means clustering" applicable to this article?

Thanks for your feedback.
Medical risk factors
Is the Subject Area "Medical risk factors" applicable to this article?

Thanks for your feedback.