Literature DB >> 28967349

The revolution of personalized psychiatry: will technology make it happen sooner?

G Perna1, M Grassi1, D Caldirola1, C B Nemeroff2.   

Abstract

Personalized medicine (PM) aims to establish a new approach in clinical decision-making, based upon a patient's individual profile in order to tailor treatment to each patient's characteristics. Although this has become a focus of the discussion also in the psychiatric field, with evidence of its high potential coming from several proof-of-concept studies, nearly no tools have been developed by now that are ready to be applied in clinical practice. In this paper, we discuss recent technological advances that can make a shift toward a clinical application of the PM paradigm. We focus specifically on those technologies that allow both the collection of massive as much as real-time data, i.e., electronic medical records and smart wearable devices, and to achieve relevant predictions using these data, i.e. the application of machine learning techniques.

Entities:  

Keywords:  Big data; electronic medical records; machine learning; personalized medicine; precision medicine; wearable devices

Mesh:

Year:  2017        PMID: 28967349     DOI: 10.1017/S0033291717002859

Source DB:  PubMed          Journal:  Psychol Med        ISSN: 0033-2917            Impact factor:   7.723


  23 in total

1.  Psychiatric diagnosis and treatment in the 21st century: paradigm shifts versus incremental integration.

Authors:  Dan J Stein; Steven J Shoptaw; Daniel V Vigo; Crick Lund; Pim Cuijpers; Jason Bantjes; Norman Sartorius; Mario Maj
Journal:  World Psychiatry       Date:  2022-10       Impact factor: 79.683

Review 2.  Toward Precision Medicine in ADHD.

Authors:  Jan Buitelaar; Sven Bölte; Daniel Brandeis; Arthur Caye; Nina Christmann; Samuele Cortese; David Coghill; Stephen V Faraone; Barbara Franke; Markus Gleitz; Corina U Greven; Sandra Kooij; Douglas Teixeira Leffa; Nanda Rommelse; Jeffrey H Newcorn; Guilherme V Polanczyk; Luis Augusto Rohde; Emily Simonoff; Mark Stein; Benedetto Vitiello; Yanki Yazgan; Michael Roesler; Manfred Doepfner; Tobias Banaschewski
Journal:  Front Behav Neurosci       Date:  2022-07-06       Impact factor: 3.617

Review 3.  Translating basic research knowledge on the biological embedding of early-life stress into novel approaches for the developmental programming of lifelong health.

Authors:  Christine M Heim; Sonja Entringer; Claudia Buss
Journal:  Psychoneuroendocrinology       Date:  2018-12-12       Impact factor: 4.693

4.  First-onset major depression during the COVID-19 pandemic: A predictive machine learning model.

Authors:  Daniela Caldirola; Silvia Daccò; Francesco Cuniberti; Massimiliano Grassi; Alessandra Alciati; Tatiana Torti; Giampaolo Perna
Journal:  J Affect Disord       Date:  2022-04-27       Impact factor: 6.533

5.  Can personalized medicine mitigate confirmation bias in mental health?

Authors:  Giampaolo Perna; Charles B Nemeroff
Journal:  Braz J Psychiatry       Date:  2022 Mar-Abr

Review 6.  Management of Treatment-Resistant Panic Disorder.

Authors:  Giampaolo Perna; Daniela Caldirola
Journal:  Curr Treat Options Psychiatry       Date:  2017-10-24

Review 7.  Prospective cohort study of early biosignatures of response to lithium in bipolar-I-disorders: overview of the H2020-funded R-LiNK initiative.

Authors:  Jan Scott; Diego Hidalgo-Mazzei; Rebecca Strawbridge; Allan Young; Matthieu Resche-Rigon; Bruno Etain; Ole A Andreassen; Michael Bauer; Djamila Bennabi; Andrew M Blamire; Fawzi Boumezbeur; Paolo Brambilla; Nadia Cattane; Annamaria Cattaneo; Marie Chupin; Klara Coello; Yann Cointepas; Francesc Colom; David A Cousins; Caroline Dubertret; Edouard Duchesnay; Adele Ferro; Aitana Garcia-Estela; Jose Goikolea; Antoine Grigis; Emmanuel Haffen; Margrethe C Høegh; Petter Jakobsen; Janos L Kalman; Lars V Kessing; Farah Klohn-Saghatolislam; Trine V Lagerberg; Mikael Landén; Ute Lewitzka; Ashley Lutticke; Nicolas Mazer; Monica Mazzelli; Cristina Mora; Thorsten Muller; Estanislao Mur-Mila; Ketil Joachim Oedegaard; Leif Oltedal; Erik Pålsson; Dimitri Papadopoulos Orfanos; Sergi Papiol; Victor Perez-Sola; Andreas Reif; Philipp Ritter; Roberto Rossi; Thomas Schulze; Fanny Senner; Fiona E Smith; Letizia Squarcina; Nils Eiel Steen; Pete E Thelwall; Cristina Varo; Eduard Vieta; Maj Vinberg; Michele Wessa; Lars T Westlye; Frank Bellivier
Journal:  Int J Bipolar Disord       Date:  2019-09-25

8.  Positive psychology interventions in the United Arab Emirates: boosting wellbeing - and changing culture?

Authors:  Louise Lambert; Meg A Warren; Allison Schwam; Michael T Warren
Journal:  Curr Psychol       Date:  2021-07-16

9.  Adaptive interventions for optimizing malaria control: an implementation study protocol for a block-cluster randomized, sequential multiple assignment trial.

Authors:  Guofa Zhou; Ming-Chieh Lee; Harrysone E Atieli; John I Githure; Andrew K Githeko; James W Kazura; Guiyun Yan
Journal:  Trials       Date:  2020-07-20       Impact factor: 2.279

Review 10.  Can an Integrated Science Approach to Precision Medicine Research Improve Lithium Treatment in Bipolar Disorders?

Authors:  Jan Scott; Bruno Etain; Frank Bellivier
Journal:  Front Psychiatry       Date:  2018-08-21       Impact factor: 4.157

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