Treatment Selection in Depression

Annual Review of Clinical Psychology - Tập 14 Số 1 - Trang 209-236 - 2018
Zachary D. Cohen1, Robert J. DeRubeis1
1Department of Psychology, University of Pennsylvania, Philadelphia, Pennsylvania 19104, USA

Tóm tắt

Mental health researchers and clinicians have long sought answers to the question “What works for whom?” The goal of precision medicine is to provide evidence-based answers to this question. Treatment selection in depression aims to help each individual receive the treatment, among the available options, that is most likely to lead to a positive outcome for them. Although patient variables that are predictive of response to treatment have been identified, this knowledge has not yet translated into real-world treatment recommendations. The Personalized Advantage Index (PAI) and related approaches combine information obtained prior to the initiation of treatment into multivariable prediction models that can generate individualized predictions to help clinicians and patients select the right treatment. With increasing availability of advanced statistical modeling approaches, as well as novel predictive variables and big data, treatment selection models promise to contribute to improved outcomes in depression.

Từ khóa


Tài liệu tham khảo

10.15288/jsa.1997.58.7

American Psychiatric Association. 2010.Practice Guideline for the Treatment of Patients with Major Depressive Disorder. Arlington, VA: Am. Psych. Assoc. Pub. 3rd ed.https://psychiatryonline.org/pb/assets/raw/sitewide/practice_guidelines/guidelines/mdd.pdf

10.1111/bdi.12442

10.1016/j.jad.2008.07.007

10.1159/000226611

10.1146/annurev-clinpsy-021815-093015

10.1198/0003130043277

10.1037/0022-006X.64.5.951

10.1192/bjp.bp.109.076448

10.1037/0022-3514.51.6.1173

Beck AT, 1979, Cognitive Therapy of Depression

10.1037/0022-006X.59.2.333

10.1214/14-AOAS755

Bossuyt PM, 2015, EJIFCC, 26, 63

10.1590/1516-3180.2014.00351712

10.1186/1751-0473-3-17

10.1002/sim.4780040304

10.1016/0021-9681(77)90037-6

10.4088/JCP.v59n0602

10.1007/978-1-4614-7428-9

10.1037/0022-006X.66.1.7

10.1016/j.brat.2012.08.002

10.1001/jamapsychiatry.2017.0025

10.1016/S2215-0366(15)00471-X

10.1192/bjpo.bp.115.000745

Cohen Z, Kim T, Van R, Dekker J, Driessen E. 2017. Individual treatment recommendations of cognitive-behavioral or psychodynamic therapy for mild to moderate adult depression: improving the Personalized Advantage Index approach.https://osf.io/6qxve/

10.1002/da.22490

10.1037/h0043943

10.1001/jamapsychiatry.2016.4070

10.1002/(SICI)1097-0258(19981015)17:19<2265::AID-SIM918>3.0.CO;2-B

10.1037/0003-066X.34.7.571

10.1002/jclp.20180

10.1126/science.2648573

10.1037/ccp0000231

10.1016/j.brat.2016.02.003

10.1371/journal.pone.0083875

10.1080/10503307.2013.838654

10.1001/archpsyc.62.4.409

10.1007/s11634-013-0159-x

10.1037/a0020570

10.1038/nm.4246

10.1186/1745-6215-13-106

10.1176/appi.ajp.2016.16050517

10.1016/j.jpsychires.2011.11.003

10.1001/archpsyc.1989.01810110013002

10.1371/journal.pone.0178806

10.1017/S1461145711001829

10.1177/1073191116638735

10.1037/ccp0000182

10.1001/jama.2009.1943

10.1192/bjp.bp.107.037234

10.1037/a0015401

10.1016/j.neuron.2014.10.047

10.2307/2530862

10.1186/1471-2105-14-125

10.1016/j.neuron.2016.06.002

10.1016/j.cobeha.2017.07.003

Gordon E, 2015, Neuropsychiatr. Dis. Treat., 11, 517

10.1016/j.jbusres.2015.03.026

10.1037/1076-8971.2.2.293

10.1037/1040-3590.12.1.19

10.1186/s13063-017-2089-y

10.1016/j.stamet.2009.05.003

10.1080/10543406.2011.608052

10.1056/NEJMp1006304

10.1007/978-0-387-84858-7

10.1136/bmj.e5793

10.1146/annurev-clinpsy-050212-185529

10.1111/1529-1006.00008

10.1038/511287a

Howland RH, 2014, J. Psychosoc. Nurs. Ment. Health Serv., 52, 13

10.1111/j.1541-0420.2011.01722.x

10.1093/biostatistics/kxu039

10.1371/journal.pone.0140771

Hunter AM, 2011, J. Clin. Neurophysiol., 28, 478, 10.1097/WNP.0b013e318230da8a

10.1214/12-AOAS593

10.1016/j.jpsychires.2016.03.016

10.1017/S0033291716001367

10.1371/journal.pmed.0020124

10.1007/978-1-4614-7138-7

10.1007/s11336-010-9175-3

10.7326/0003-4819-154-4-201102150-00006

10.1016/j.bpsc.2016.04.005

Kapelner A, 2016, J. Stat. Softw., 70, 1, 10.18637/jss.v070.i04

10.1038/nm0313-249

Keefe JR, Wiltsey-Stirman S, Cohen ZD, DeRubeis RJ, Smith BN, Resick P. 2018. In rape-trauma PTSD, patient characteristics indicate which trauma-focused treatment they are most likely to complete.Depression Anxiety. In press

10.1097/YCO.0000000000000377

10.1038/mp.2015.198

10.1017/S2045796016000020

10.1097/00004714-200202000-00007

10.1001/archpsyc.65.12.1368

10.1186/s13063-017-2247-2

10.1371/journal.pmed.0050045

Klerman GL, 1994, Interpersonal Psychotherapy of Depression: A Brief, Focused, Specific Strategy

10.4088/JCP.08m04371

10.1002/sim.5734

10.1002/mpr.170

10.1007/978-1-4614-6849-3

10.1186/s12888-016-0785-x

10.1177/0027950107086171

10.1016/j.psychres.2009.04.004

10.1037/0022-006X.75.2.267

10.1016/j.beth.2006.08.002

10.1073/pnas.1518285112

Lorenzo-Luaces L, 2015, Fam. Med., 47, 511

10.1016/j.jad.2017.02.010

10.1515/ijb-2015-0052

10.1037/a0035535

10.1037/1040-3590.18.2.133

10.1186/s12888-017-1464-2

10.1111/biom.12448

10.1146/annurev.psych.58.110405.085542

10.1016/j.neuron.2005.02.014

10.1037/1053-0479.13.3-4.241

10.1017/S0033291714001603

10.1001/jamapsychiatry.2013.143

10.4088/JCP.12r07757

10.1037/11281-000

10.1037/0022-006X.46.4.806

10.1159/000318772

10.1093/oxfordjournals.aje.a115101

National Health Service, 2016, Psychological Therapies, Annual Report on the Use of IAPT Services: England 2015–16

National Institute for Health and Clinical Excellence, 2009, Depression: Treatment and Management of Depression in Adults

National Research Council., 2011, Toward Precision Medicine: Building a Knowledge Network for Biomedical Research and a New Taxonomy of Disease

10.1073/pnas.2336126100

10.1186/s12888-016-0971-x

10.1016/j.beth.2017.02.001

10.1016/j.brat.2017.01.001

10.1038/506150a

10.1126/science.aac4716

10.1126/science.1099314

10.1200/JCO.2005.07.799

10.1142/7468

Parmigiani G, 2002, Modeling in Medical Decision Making: A Bayesian Approach

10.1016/S2215-0366(15)00549-0

10.1056/NEJM198005153022003

10.1037/h0024436

10.1017/S0033291711000997

10.1016/j.biopsych.2012.12.007

10.1002/wps.20345

10.1016/j.biopsych.2009.12.010

10.1038/npp.2009.50

10.1016/j.conctc.2017.02.007

10.1038/npp.2010.166

10.1136/bmj.a1864

10.1037/tra0000059

10.1037/0022-006X.69.4.717

10.1016/S1470-2045(11)70393-X

10.1176/ps.2007.58.8.1049

10.1176/appi.ajp.2011.10111645

10.1016/j.jad.2016.03.011

10.1186/1472-6939-14-55

10.1016/j.cpr.2015.02.004

10.1200/JCO.2015.61.5997

10.1176/appi.ajp.2010.09111680

10.1016/j.jpsychires.2016.07.005

10.1016/j.neuroimage.2016.06.038

Steyerberg E, 2008, Clinical Prediction Models: A Practical Approach to Development, Validation, and Updating

10.1002/jclp.20553

10.1002/jclp.20759

Tibshirani R, 1996, J. R. Stat. Soc. Ser. B, 58, 267, 10.1111/j.2517-6161.1996.tb02080.x

10.5750/ejpch.v4i1.1044

10.1016/j.jpsychires.2016.03.001

10.1176/appi.ajp.163.1.28

10.1037/0033-295X.90.4.293

10.1038/tpj.2009.12

10.1017/S0033291711001905

10.1176/appi.ajp.2014.14010094

10.1111/j.1600-0447.2005.00731.x

10.1016/j.psychres.2017.03.032

10.1176/appi.ajp.2015.15040492

10.1001/jamapsychiatry.2013.1960

10.1007/s11121-011-0221-x

10.1080/00031305.2016.1154108

10.1186/s12888-016-1054-8

10.1146/annurev-clinpsy-032814-112820

10.1001/jamapsychiatry.2015.1516

10.1002/bimj.4710390708

10.3109/00952990.2015.1044605

10.1037/a0030003

10.1186/1745-6215-12-4

10.2147/PPA.S52746

World Health Organization. 2017.Depression and other common mental disorders: global health estimates. Rep. CC BY-NC-SA 3.0 IGO, World Health Org., Geneva

10.1002/sim.4780131508

10.1177/1745691617693393

10.4088/JCP.15m10081

10.1016/j.mayocp.2015.06.016

10.1097/JCP.0000000000000466

10.1111/j.1467-9868.2005.00503.x

Thông tin
Thông tin xuất bản

Annual Review of Clinical Psychology

Tập 14 Số 1

209-236

Thông tin tác giả