Precision clinical trials: a framework for getting to precision medicine for neurobehavioural disorders.


Journal

Journal of psychiatry & neuroscience : JPN
ISSN: 1488-2434
Titre abrégé: J Psychiatry Neurosci
Pays: Canada
ID NLM: 9107859

Informations de publication

Date de publication:
04 01 2021
Historique:
entrez: 18 11 2020
pubmed: 19 11 2020
medline: 29 10 2021
Statut: epublish

Résumé

The goal of precision medicine (individually tailored treatments) is not being achieved for neurobehavioural conditions such as psychiatric disorders. Traditional randomized clinical trial methods are insufficient for advancing precision medicine because of the dynamic complexity of these conditions. We present a pragmatic solution: the precision clinical trial framework, encompassing methods for individually tailored treatments. This framework includes the following: (1) treatment-targeted enrichment, which involves measuring patients' response after a brief bout of an intervention, and then randomizing patients to a full course of treatment, using the acute response to predict long-term outcomes; (2) adaptive treatments, which involve adjusting treatment parameters during the trial to individually optimize the treatment; and (3) precise measurement, which involves measuring predictor and outcome variables with high accuracy and reliability using techniques such as ecological momentary assessment. This review summarizes precision clinical trials and provides a research agenda, including new biomarkers such as precision neuroimaging, transcranial magnetic stimulation-electroencephalogram digital phenotyping and advances in statistical and machine-learning models. Validation of these approaches - and then widespread incorporation of the precision clinical trial framework - could help achieve the vision of precision medicine for neurobehavioural conditions.

Identifiants

pubmed: 33206039
pii: 10.1503/jpn.200042
doi: 10.1503/jpn.200042
pmc: PMC7955843
doi:

Types de publication

Journal Article Research Support, N.I.H., Extramural Research Support, Non-U.S. Gov't Review

Langues

eng

Sous-ensembles de citation

IM

Pagination

E97-E110

Subventions

Organisme : NCATS NIH HHS
ID : UL1 TR002345
Pays : United States

Informations de copyright

© 2021 Joule Inc. or its licensors

Déclaration de conflit d'intérêts

E. Lenze has received research support from NIH, the Patient Centered Outcomes Research Institute, the McKnight Brain Research Foundation, the Taylor Family Institute for Innovative Psychiatric Research and the Center for Brain Research in Mood Disorders (Department of Psychiatry, Washington University), the Barnes Jewish Foundation, MagStim, Aptinyx, Takeda, Acadia, and Lundbeck; he has served as a consultant for Janssen and Jazz Pharmaceuticals. G. Nicol has received research funding from NIMH, Otsuka America, Inc., Alkermes, the Center for Brain Research in Mood Disorders, the Center for Diabetes Translational Research, the Institute for Public Health and the McDonnell Center for Neuroscience at Washington University, and the Barnes Jewish Hospital Foundation. She also serves as a consultant for Sunovion, Alkermes and Supernus Pharmaceuticals, Inc. D. Barbour has received research support from the National Institute of Deafness and other Communication Disorders, the National Center for Advancing Translational Sciences, the National Science Foundation, the McDonnell Center for Systems Neuroscience, the Children’s Discovery Institute, the Center for Integration of Medicine and Innovative Technology, the Hope Center for Neurological Disorders, the Wallace H. Coulter Foundation, the American Hearing Research Foundation and the Skandalaris Center for Interdisciplinary Innovation and Entrepreneurship. Dr. Barbour has equity ownership in Bonauria, LLC. T. Kannampallil has research support from the Agency for Healthcare Research and Quality, the National Institute for Nursing Research and Pfizer. A. Wong has received research support from the Eunice Kennedy Shriver National Institute of Child Health and Human Development (National Center for Medical Rehabilitation Research), the National Institute on Disability, Independent Living, and Rehabilitation, and the Craig H. Neilsen Foundation. J. Piccirillo has received research funding from the National Institute on Deafness and Other Communication Disorders, Barnes Jewish Hospital Foundation and Bind On-Demand Health Care. C. Sylvester has received research support from NIMH, the McDonnell Foundation, the Brain and Behavior Research Foundation, the Taylor Family Foundation, and the Parker Fund. J.P. Miller has received research support from the Patient Outcomes Research Institute and NIH. S. Lenze has received research support from NIMH, the Center for Brain Research in Mood Disorders, the Barnes Jewish Hospital Foundation, the Center for Dissemination and Implementation (Washington University Institute for Public Health), and the McDonnell Center for Neuroscience. K. Freedland has research support from NIH and receives an editorial honorarium from the Society for Health Psychology (Division 38 of the American Psychological Association). T. Rodebaugh has received research support from NIMH, the National Institute on Deafness and other Communication Disorders, the Brain Behavior Research Foundation, and the McDonnell Center for Systems Neuroscience.

Références

NPJ Digit Med. 2019 Sep 6;2:88
pubmed: 31508498
Schizophr Res. 2018 Feb;192:6-8
pubmed: 28629888
Eur Neuropsychopharmacol. 2015 Nov;25(11):1853-64
pubmed: 26336868
Behav Res Methods. 2019 Jun;51(3):1271-1285
pubmed: 29949072
Curr Neuropharmacol. 2015;13(5):616-35
pubmed: 26467411
J Technol Hum Serv. 2016;34(2):209-223
pubmed: 27683018
Sci Rep. 2020 Jan 21;10(1):879
pubmed: 31964963
N Engl J Med. 2019 Apr 4;380(14):1347-1358
pubmed: 30943338
J Psychiatry Neurosci. 2002 Jul;27(4):269-80
pubmed: 12174736
Cancer. 2015 Mar 15;121(6):927-34
pubmed: 25376427
Nat Neurosci. 2015 Dec;18(12):1853-60
pubmed: 26551545
Clin Epidemiol. 2019 Feb 11;11:169-184
pubmed: 30809104
JMIR Mhealth Uhealth. 2020 Jan 30;8(1):e12884
pubmed: 32003750
Trends Neurosci. 2012 Sep;35(9):527-35
pubmed: 22658924
J Abnorm Psychol. 2016 Aug;125(6):840-51
pubmed: 27322741
Biol Psychiatry. 2013 Mar 15;73(6):510-7
pubmed: 23039931
Mol Oncol. 2019 Mar;13(3):549-557
pubmed: 30698321
N Engl J Med. 2015 Feb 26;372(9):793-5
pubmed: 25635347
J Psychiatry Neurosci. 2006 Jan;31(1):13-20
pubmed: 16496031
Proc Natl Acad Sci U S A. 2020 Feb 18;117(7):3808-3818
pubmed: 32015137
Psychol Med. 2019 Jul;49(9):1426-1448
pubmed: 30744717
JAMA Psychiatry. 2019 Sep 1;76(9):893-903
pubmed: 31166571
Neurosci Lett. 2020 May 1;726:133651
pubmed: 29906483
J Am Med Inform Assoc. 2019 Mar 1;26(3):198-210
pubmed: 30590757
Gen Hosp Psychiatry. 2013 Jul-Aug;35(4):349-53
pubmed: 23628162
Neurosci Lett. 2018 Mar 16;669:83-92
pubmed: 27208830
JMIR Ment Health. 2019 Apr 21;6(5):e11845
pubmed: 31066701
Atten Percept Psychophys. 2018 Apr;80(3):798-812
pubmed: 29256098
Eur Heart J. 2016 Aug 1;37(29):2315-2381
pubmed: 27222591
Nature. 2018 Nov;563(7733):619-621
pubmed: 30482931
Arch Suicide Res. 2017 Jan 2;21(1):1-11
pubmed: 26821811
Ther Adv Psychopharmacol. 2019 Sep 05;9:2045125319870033
pubmed: 31523418
Rheum Dis Clin North Am. 2019 May;45(2):159-172
pubmed: 30952390
J Nerv Ment Dis. 2019 Oct;207(10):893-896
pubmed: 31596769
J Affect Disord. 2016 Mar 15;193:145-50
pubmed: 26773907
Lancet. 2018 Sep 29;392(10153):1127-1137
pubmed: 30158072
Cell. 2020 Jun 25;181(7):1464-1474
pubmed: 32589957
Psychol Assess. 2009 Sep;21(3):425-36
pubmed: 19719353
J Health Econ. 2016 May;47:20-33
pubmed: 26928437
Brain Stimul. 2018 May - Jun;11(3):536-544
pubmed: 29342443
Curr Neuropharmacol. 2015;13(3):324-68
pubmed: 26411964
PLoS One. 2014 Nov 11;9(11):e111048
pubmed: 25386919
Biol Psychiatry Cogn Neurosci Neuroimaging. 2020 Aug;5(8):799-807
pubmed: 31447329
Contemp Clin Trials Commun. 2018 Jun 28;11:120-126
pubmed: 30094387
Ann Behav Med. 2018 May 18;52(6):446-462
pubmed: 27663578
Neurobiol Dis. 2017 Jan;97(Pt B):119-126
pubmed: 27425886
Curr Opin Psychiatry. 2018 Jan;31(1):3-6
pubmed: 29084010
J Vis Exp. 2018 Aug 17;(138):
pubmed: 30176001
Behav Ther. 2019 Sep;50(5):938-951
pubmed: 31422849
Health Psychol Rev. 2017 Dec;11(4):307-323
pubmed: 28406349
Psychiatr Serv. 2012 Jun;63(6):605-7
pubmed: 22638006
Age Ageing. 2018 May 01;47(3):392-397
pubmed: 29309502
Nat Rev Drug Discov. 2010 Mar;9(3):203-14
pubmed: 20168317
ACS Chem Neurosci. 2015 Apr 15;6(4):522-5
pubmed: 25734247
Multivariate Behav Res. 2018 Nov-Dec;53(6):820-841
pubmed: 29624092
Am J Psychiatry. 2018 Nov 1;175(11):1111-1120
pubmed: 29921146
BMC Med. 2013 May 14;11:126
pubmed: 23672542
Genome Med. 2017 Dec 14;9(1):110
pubmed: 29241446
Nat Biotechnol. 2020 Apr;38(4):439-447
pubmed: 32042166
Int Clin Psychopharmacol. 2018 Sep;33(5):239-248
pubmed: 29939890
Proc Natl Acad Sci U S A. 2018 Sep 11;115(37):9312-9317
pubmed: 30154161
Nat Rev Neurosci. 2017 Feb;18(2):115-126
pubmed: 28053326
Clin Psychol Rev. 2020 Mar;76:101824
pubmed: 32035297
Am J Clin Nutr. 2019 May 1;109(5):1402-1413
pubmed: 31051507
Behav Res Ther. 2007 Nov;45(11):2563-72
pubmed: 17765867
Depress Anxiety. 2019 Sep;36(9):801-812
pubmed: 31231925
Digit Biomark. 2018 Sep 21;2(3):94-105
pubmed: 32095761
Neuropsychopharmacology. 2017 Sep;42(10):1931-1939
pubmed: 28553839
J Clin Psychiatry. 2014 Mar;75(3):205-14
pubmed: 24717376
Neuropharmacology. 2017 Jul 1;120:11-19
pubmed: 26979921
Mol Psychiatry. 2014 Jan;19(1):14-9
pubmed: 24280983
Am J Prev Med. 2007 May;32(5 Suppl):S112-8
pubmed: 17466815
Qual Life Res. 2016 Mar;25(3):507-16
pubmed: 26567018
Neuron. 2018 Apr 18;98(2):439-452.e5
pubmed: 29673485
Psychol Med. 2014 Mar;44(4):753-65
pubmed: 23809733
J Psychiatr Res. 2016 Apr;75:116-23
pubmed: 26851494
JAMA Otolaryngol Head Neck Surg. 2017 Jul 1;143(7):700-706
pubmed: 28448659
J Psychiatr Res. 2009 Jul;43(11):987-96
pubmed: 19272611
Trends Cogn Sci. 2017 Dec;21(12):997-1010
pubmed: 29031663
J Am Coll Cardiol. 2014 Jul 1;63(25 Pt B):2889-934
pubmed: 24239923
Nat Med. 2017 Jan;23(1):28-38
pubmed: 27918562
Am J Prev Med. 2016 Oct;51(4 Suppl 2):S124-31
pubmed: 27371105
Lancet Psychiatry. 2016 Feb;3(2):137-44
pubmed: 26777773
JAMA Psychiatry. 2017 Apr 1;74(4):370-378
pubmed: 28241180
Lancet Psychiatry. 2017 Mar;4(3):230-237
pubmed: 28189575
JAMA Psychiatry. 2015 Oct;72(10):967-8
pubmed: 26244750
Front Neural Circuits. 2016 Sep 22;10:73
pubmed: 27713691
J Clin Invest. 2019 Mar 1;129(3):946-948
pubmed: 30688663
Am J Psychiatry. 2019 Apr 1;176(4):287-296
pubmed: 30336702
Trends Biotechnol. 2020 May;38(5):497-518
pubmed: 31980301
Clin Psychol Rev. 2019 Jul;71:90-100
pubmed: 30665765
Dialogues Clin Neurosci. 2016 Jun;18(2):171-83
pubmed: 27489457
Front Neural Circuits. 2016 Nov 28;10:96
pubmed: 27965542
Med Care. 2007 May;45(5 Suppl 1):S3-S11
pubmed: 17443116
Int J Audiol. 2009 May;48(5):295-9
pubmed: 19842804
Clin Transl Gastroenterol. 2019 Jul;10(7):e00067
pubmed: 31335357
Biol Psychiatry. 2015 Aug 15;78(4):224-30
pubmed: 25861700
J Consult Clin Psychol. 2003 Feb;71(1):14-21
pubmed: 12602421
Neuron. 2017 Aug 16;95(4):791-807.e7
pubmed: 28757305
Health Psychol. 2015 Dec;34S:1220-8
pubmed: 26651463
World Psychiatry. 2018 Jun;17(2):123-132
pubmed: 29856567
Nat Med. 2019 Jan;25(1):44-56
pubmed: 30617339
J Affect Disord. 2015 Feb 1;172:8-17
pubmed: 25451389
J Neurophysiol. 2020 Jan 1;123(1):1-3
pubmed: 31553674
Pharmacol Rev. 2012 Apr;64(2):238-58
pubmed: 22407616
J Med Internet Res. 2017 Mar 15;19(3):e77
pubmed: 28298264
Psychother Res. 2005 Jul;15(3):210-25
pubmed: 22011151
Drug Discov Today. 2019 Feb;24(2):606-615
pubmed: 30447328
JAMA Psychiatry. 2018 Aug 1;75(8):788-796
pubmed: 29898210
Otolaryngol Head Neck Surg. 2019 Sep;161(3):485-492
pubmed: 31013203
Perspect Psychol Sci. 2019 May;14(3):419-436
pubmed: 30844330
Neuropsychopharmacology. 2016 Jun;41(7):1691-6
pubmed: 26818126
AMIA Jt Summits Transl Sci Proc. 2014 Apr 07;2014:209-17
pubmed: 25954588
NPJ Digit Med. 2019 Jun 3;2:45
pubmed: 31304391
JAMA. 2013 Aug 14;310(6):591-608
pubmed: 23842577
JAMA Psychiatry. 2020 Jun 1;77(6):607-617
pubmed: 32074273
Implement Sci. 2012 Jan 16;7:3
pubmed: 22248385
J Affect Disord. 2019 Apr 15;249:336-346
pubmed: 30802699
Pflugers Arch. 1981 Mar;389(3):243-50
pubmed: 6785720
Transl Behav Med. 2015 Dec;5(4):486-8
pubmed: 26622921
Prev Sci. 2009 Jun;10(2):87-99
pubmed: 19003535
Annu Rev Clin Psychol. 2008;4:1-32
pubmed: 18509902
Clin Neurophysiol. 2019 May;130(5):802-844
pubmed: 30772238

Auteurs

Eric J Lenze (EJ)

From the Washington University School of Medicine, St. Louis, Missouri (Lenze, Nicol, Kannampallil Wong, Piccirillo, Drysdale, Sylvester, Haddad, Miller, Lenze, Freedland); the Washington University McKelvey School of Engineering, St. Louis, MO (Barbour); the University of Pittsburgh, Pittsburgh, PA (Low); and the Washington University School of Arts & Sciences, St. Louis, MO (Rodebaugh).

Ginger E Nicol (GE)

From the Washington University School of Medicine, St. Louis, Missouri (Lenze, Nicol, Kannampallil Wong, Piccirillo, Drysdale, Sylvester, Haddad, Miller, Lenze, Freedland); the Washington University McKelvey School of Engineering, St. Louis, MO (Barbour); the University of Pittsburgh, Pittsburgh, PA (Low); and the Washington University School of Arts & Sciences, St. Louis, MO (Rodebaugh).

Dennis L Barbour (DL)

From the Washington University School of Medicine, St. Louis, Missouri (Lenze, Nicol, Kannampallil Wong, Piccirillo, Drysdale, Sylvester, Haddad, Miller, Lenze, Freedland); the Washington University McKelvey School of Engineering, St. Louis, MO (Barbour); the University of Pittsburgh, Pittsburgh, PA (Low); and the Washington University School of Arts & Sciences, St. Louis, MO (Rodebaugh).

Thomas Kannampallil (T)

From the Washington University School of Medicine, St. Louis, Missouri (Lenze, Nicol, Kannampallil Wong, Piccirillo, Drysdale, Sylvester, Haddad, Miller, Lenze, Freedland); the Washington University McKelvey School of Engineering, St. Louis, MO (Barbour); the University of Pittsburgh, Pittsburgh, PA (Low); and the Washington University School of Arts & Sciences, St. Louis, MO (Rodebaugh).

Alex W K Wong (AWK)

From the Washington University School of Medicine, St. Louis, Missouri (Lenze, Nicol, Kannampallil Wong, Piccirillo, Drysdale, Sylvester, Haddad, Miller, Lenze, Freedland); the Washington University McKelvey School of Engineering, St. Louis, MO (Barbour); the University of Pittsburgh, Pittsburgh, PA (Low); and the Washington University School of Arts & Sciences, St. Louis, MO (Rodebaugh).

Jay Piccirillo (J)

From the Washington University School of Medicine, St. Louis, Missouri (Lenze, Nicol, Kannampallil Wong, Piccirillo, Drysdale, Sylvester, Haddad, Miller, Lenze, Freedland); the Washington University McKelvey School of Engineering, St. Louis, MO (Barbour); the University of Pittsburgh, Pittsburgh, PA (Low); and the Washington University School of Arts & Sciences, St. Louis, MO (Rodebaugh).

Andrew T Drysdale (AT)

From the Washington University School of Medicine, St. Louis, Missouri (Lenze, Nicol, Kannampallil Wong, Piccirillo, Drysdale, Sylvester, Haddad, Miller, Lenze, Freedland); the Washington University McKelvey School of Engineering, St. Louis, MO (Barbour); the University of Pittsburgh, Pittsburgh, PA (Low); and the Washington University School of Arts & Sciences, St. Louis, MO (Rodebaugh).

Chad M Sylvester (CM)

From the Washington University School of Medicine, St. Louis, Missouri (Lenze, Nicol, Kannampallil Wong, Piccirillo, Drysdale, Sylvester, Haddad, Miller, Lenze, Freedland); the Washington University McKelvey School of Engineering, St. Louis, MO (Barbour); the University of Pittsburgh, Pittsburgh, PA (Low); and the Washington University School of Arts & Sciences, St. Louis, MO (Rodebaugh).

Rita Haddad (R)

From the Washington University School of Medicine, St. Louis, Missouri (Lenze, Nicol, Kannampallil Wong, Piccirillo, Drysdale, Sylvester, Haddad, Miller, Lenze, Freedland); the Washington University McKelvey School of Engineering, St. Louis, MO (Barbour); the University of Pittsburgh, Pittsburgh, PA (Low); and the Washington University School of Arts & Sciences, St. Louis, MO (Rodebaugh).

J Philip Miller (JP)

From the Washington University School of Medicine, St. Louis, Missouri (Lenze, Nicol, Kannampallil Wong, Piccirillo, Drysdale, Sylvester, Haddad, Miller, Lenze, Freedland); the Washington University McKelvey School of Engineering, St. Louis, MO (Barbour); the University of Pittsburgh, Pittsburgh, PA (Low); and the Washington University School of Arts & Sciences, St. Louis, MO (Rodebaugh).

Carissa A Low (CA)

From the Washington University School of Medicine, St. Louis, Missouri (Lenze, Nicol, Kannampallil Wong, Piccirillo, Drysdale, Sylvester, Haddad, Miller, Lenze, Freedland); the Washington University McKelvey School of Engineering, St. Louis, MO (Barbour); the University of Pittsburgh, Pittsburgh, PA (Low); and the Washington University School of Arts & Sciences, St. Louis, MO (Rodebaugh).

Shannon N Lenze (SN)

From the Washington University School of Medicine, St. Louis, Missouri (Lenze, Nicol, Kannampallil Wong, Piccirillo, Drysdale, Sylvester, Haddad, Miller, Lenze, Freedland); the Washington University McKelvey School of Engineering, St. Louis, MO (Barbour); the University of Pittsburgh, Pittsburgh, PA (Low); and the Washington University School of Arts & Sciences, St. Louis, MO (Rodebaugh).

Kenneth E Freedland (KE)

From the Washington University School of Medicine, St. Louis, Missouri (Lenze, Nicol, Kannampallil Wong, Piccirillo, Drysdale, Sylvester, Haddad, Miller, Lenze, Freedland); the Washington University McKelvey School of Engineering, St. Louis, MO (Barbour); the University of Pittsburgh, Pittsburgh, PA (Low); and the Washington University School of Arts & Sciences, St. Louis, MO (Rodebaugh).

Thomas L Rodebaugh (TL)

From the Washington University School of Medicine, St. Louis, Missouri (Lenze, Nicol, Kannampallil Wong, Piccirillo, Drysdale, Sylvester, Haddad, Miller, Lenze, Freedland); the Washington University McKelvey School of Engineering, St. Louis, MO (Barbour); the University of Pittsburgh, Pittsburgh, PA (Low); and the Washington University School of Arts & Sciences, St. Louis, MO (Rodebaugh).

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