Literature DB >> 31559920

Integration of machine learning and pharmacogenomic biomarkers for predicting response to antidepressant treatment: can computational intelligence be used to augment clinical assessments?

Arjun P Athreya1, Ravishankar Iyer2, Liewei Wang1, Richard M Weinshilboum1, William V Bobo3.   

Abstract

Keywords:  antidepressants; artificial intelligence; clinical response; depression; major depression

Mesh：

Substances：

Year:  2019        PMID： 31559920     DOI： 10.2217/pgs-2019-0119

Source DB:  PubMed          Journal:  Pharmacogenomics        ISSN： 1462-2416            Impact factor:   2.533


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  4 in total

1.  Prediction of short-term antidepressant response using probabilistic graphical models with replication across multiple drugs and treatment settings.

Authors:  Arjun P Athreya; Tanja Brückl; Elisabeth B Binder; A John Rush; Joanna Biernacka; Mark A Frye; Drew Neavin; Michelle Skime; Ditlev Monrad; Ravishankar K Iyer; Taryn Mayes; Madhukar Trivedi; Rickey E Carter; Liewei Wang; Richard M Weinshilboum; Paul E Croarkin; William V Bobo
Journal:  Neuropsychopharmacology       Date:  2021-01-15       Impact factor: 7.853

Review 2.  Selective Serotonin Reuptake Inhibitor Pharmaco-Omics: Mechanisms and Prediction.

Authors:  Thanh Thanh L Nguyen; Duan Liu; Ming-Fen Ho; Arjun P Athreya; Richard Weinshilboum
Journal:  Front Pharmacol       Date:  2021-01-11       Impact factor: 5.810

3.  Multi-omics driven predictions of response to acute phase combination antidepressant therapy: a machine learning approach with cross-trial replication.

Authors:  Jeremiah B Joyce; Caroline W Grant; Duan Liu; Siamak MahmoudianDehkordi; Rima Kaddurah-Daouk; Michelle Skime; Joanna Biernacka; Mark A Frye; Taryn Mayes; Thomas Carmody; Paul E Croarkin; Liewei Wang; Richard Weinshilboum; William V Bobo; Madhukar H Trivedi; Arjun P Athreya
Journal:  Transl Psychiatry       Date:  2021-10-07       Impact factor: 7.989

Review 4.  Use of Mobile and Wearable Artificial Intelligence in Child and Adolescent Psychiatry: Scoping Review.

Authors:  Victoria Welch; Tom Joshua Wy; Anna Ligezka; Leslie C Hassett; Paul E Croarkin; Arjun P Athreya; Magdalena Romanowicz
Journal:  J Med Internet Res       Date:  2022-03-14       Impact factor: 7.076
  4 in total

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