Digital Phenotyping: Data-Driven Psychiatry to Redefine Mental Health

被引:30
作者
Oudin, Antoine [1 ,2 ,10 ]
Maatoug, Redwan [1 ,2 ]
Bourla, Alexis [1 ,3 ,4 ,5 ]
Ferreri, Florian [1 ,3 ]
Bonnot, Olivier [6 ,7 ]
Millet, Bruno [1 ,2 ]
Schoeller, Felix [8 ,9 ]
Mouchabac, Stephane [1 ,3 ]
Adrien, Vladimir [1 ,3 ]
机构
[1] Sorbonne Univ, Ctr Natl Rech Sci, Infrastruct Clin Res Neurosci, Inst Natl Sante & Rech med,Paris Brain Inst, Paris, France
[2] Sorbonne Univ, Pitie Salpetriere Hosp, Dept Psychiat, Publ Hosp, Paris, France
[3] Sorbonne Univ, St Antoine Hosp, APHP, Dept Psychiat,Publ Hosp, Paris, France
[4] Clariane, Med Strategy & Innovat Dept, Paris, France
[5] NeuroStim Psychiat Practice, Paris, France
[6] Nantes Univ Hosp, Dept Child & Adolescent Psychiat, Nantes, France
[7] Nantes Univ, Pays de la Loire Psychol Lab, Nantes, France
[8] Inst Adv Consciousness Studies, Santa Monica, CA USA
[9] MIT, Media Lab, Cambridge, MA USA
[10] Sorbonne Univ, Ctr Natl Rech Sci, Infrastruct Clin Res Neurosci, Inst Natl Sante & Rech med,Paris Brain Inst,Hop Pi, 47-83 Bd Hop Paris, F-75013 Paris, France
关键词
digital phenotype; empowerment; mental health; personalized medicine; psychiatry; BIPOLAR DISORDER; DEPRESSION; CLASSIFICATION; FRAMEWORK; STRESS; SLEEP; CHALLENGES; SYMPTOMS; MEDICINE; OUTCOMES;
D O I
10.2196/44502
中图分类号
R19 [保健组织与事业(卫生事业管理)];
学科分类号
摘要
The term "digital phenotype" refers to the digital footprint left by patient-environment interactions. It has potential for both research and clinical applications but challenges our conception of health care by opposing 2 distinct approaches to medicine: one centered on illness with the aim of classifying and curing disease, and the other centered on patients, their personal distress, and their lived experiences. In the context of mental health and psychiatry, the potential benefits of digital phenotyping include creating new avenues for treatment and enabling patients to take control of their own well-being. However, this comes at the cost of sacrificing the fundamental human element of psychotherapy, which is crucial to addressing patients' distress. In this viewpoint paper, we discuss the advances rendered possible by digital phenotyping and highlight the risk that this technology may pose by partially excluding health care professionals from the diagnosis and therapeutic process, thereby foregoing an essential dimension of care. We conclude by setting out concrete recommendations on how to improve current digital phenotyping technology so that it can be harnessed to redefine mental health by empowering patients without alienating them.
引用
收藏
页数:17
相关论文
共 168 条
[1]  
American Psychiatric Association:, 2013, Diagnostic and statistical manual of mental disorders, V5th ed
[2]  
[Anonymous], 1991, The Normal and the Pathological
[3]  
[Anonymous], 1987, Science in Action: How to Follow Scientists and Engineers Through Society
[4]  
[Anonymous], 2007, Objectivity
[6]   Digital Medicine and Evolution of Remote Patient Monitoring in Cardiac Electrophysiology: A State-of-the-Art Perspective [J].
Atreja, Ashish ;
Francis, Sandesh ;
Kurra, Sravya ;
Kabra, Rajesh .
CURRENT TREATMENT OPTIONS IN CARDIOVASCULAR MEDICINE, 2019, 21 (12)
[7]   Neural Correlates of Recall of Life Events in Conversion Disorder [J].
Aybek, Selma ;
Nicholson, Timothy R. ;
Zelaya, Fernando ;
O'Daly, Owen G. ;
Craig, Tom J. ;
David, Anthony S. ;
Kanaan, Richard A. .
JAMA PSYCHIATRY, 2014, 71 (01) :52-60
[8]   Digital Mental Health Challenges and the Horizon Ahead for Solutions Comment [J].
Balcombe, Luke ;
De Leo, Diego .
JMIR MENTAL HEALTH, 2021, 8 (03)
[9]   Predicting Suicidal Behavior From Longitudinal Electronic Health Records [J].
Barak-Corren, Yuval ;
Castro, Victor M. ;
Javitt, Solomon ;
Hoffnagle, Alison G. ;
Dai, Yael ;
Perlis, Roy H. ;
Nock, Matthew K. ;
Smoller, Jordan W. ;
Reis, Ben Y. .
AMERICAN JOURNAL OF PSYCHIATRY, 2017, 174 (02) :154-162
[10]   Relapse prediction in schizophrenia through digital phenotyping: a pilot study [J].
Barnett, Ian ;
Torous, John ;
Staples, Patrick ;
Sandoval, Luis ;
Keshavan, Matcheri ;
Onnela, Jukka-Pekka .
NEUROPSYCHOPHARMACOLOGY, 2018, 43 (08) :1660-1666