Identifying emerging mental illness utilizing search engine activity: A feasibility study.
Journal
PloS one
ISSN: 1932-6203
Titre abrégé: PLoS One
Pays: United States
ID NLM: 101285081
Informations de publication
Date de publication:
2020
2020
Historique:
received:
07
01
2020
accepted:
04
10
2020
entrez:
16
10
2020
pubmed:
17
10
2020
medline:
15
12
2020
Statut:
epublish
Résumé
Mental illness often emerges during the formative years of adolescence and young adult development and interferes with the establishment of healthy educational, vocational, and social foundations. Despite the severity of symptoms and decline in functioning, the time between illness onset and receiving appropriate care can be lengthy. A method by which to objectively identify early signs of emerging psychiatric symptoms could improve early intervention strategies. We analyzed a total of 405,523 search queries from 105 individuals with schizophrenia spectrum disorders (SSD, N = 36), non-psychotic mood disorders (MD, N = 38) and healthy volunteers (HV, N = 31) utilizing one year's worth of data prior to the first psychiatric hospitalization. Across 52 weeks, we found significant differences in the timing (p<0.05) and frequency (p<0.001) of searches between individuals with SSD and MD compared to HV up to a year in advance of the first psychiatric hospitalization. We additionally identified significant linguistic differences in search content among the three groups including use of words related to sadness and perception, use of first and second person pronouns, and use of punctuation (all p<0.05). In the weeks before hospitalization, both participants with SSD and MD displayed significant shifts in search timing (p<0.05), and participants with SSD displayed significant shifts in search content (p<0.05). Our findings demonstrate promise for utilizing personal patterns of online search activity to inform clinical care.
Identifiants
pubmed: 33064759
doi: 10.1371/journal.pone.0240820
pii: PONE-D-20-00540
pmc: PMC7567375
doi:
Types de publication
Journal Article
Langues
eng
Sous-ensembles de citation
IM
Pagination
e0240820Subventions
Organisme : NIGMS NIH HHS
ID : R01 GM112697
Pays : United States
Organisme : NIMH NIH HHS
ID : R01 MH117172
Pays : United States
Déclaration de conflit d'intérêts
The authors have declared that no competing interests exist.
Références
NPJ Schizophr. 2019 Oct 7;5(1):17
pubmed: 31591400
NPJ Schizophr. 2017 Apr 13;3:18
pubmed: 28560264
Sleep Med Clin. 2015 Mar;10(1):49-55
pubmed: 26055673
Psychiatry Res. 2018 May;263:74-79
pubmed: 29502041
Psychiatry Clin Neurosci. 2018 Sep;72(9):673-682
pubmed: 29869403
Early Interv Psychiatry. 2017 Aug;11(4):290-295
pubmed: 25808317
Am J Psychiatry. 2005 Oct;162(10):1785-804
pubmed: 16199825
World Psychiatry. 2018 Feb;17(1):67-75
pubmed: 29352548
Schizophr Res. 2007 Jul;93(1-3):304-16
pubmed: 17433866
Soc Sci Med. 2005 Oct;61(8):1821-7
pubmed: 16029778
J Oncol Pract. 2016 Aug;12(8):737-44
pubmed: 27271506
Psychiatr Serv. 2015 Jul;66(7):753-6
pubmed: 25588418
NPJ Schizophr. 2015 Aug 26;1:15030
pubmed: 27336038
J Med Internet Res. 2017 Aug 14;19(8):e289
pubmed: 28807891
Psychol Med. 2016 Sep;46(12):2605-15
pubmed: 27353541
Postgrad Med. 2015 Jan;127(1):99-106
pubmed: 25526224
Psychiatr Serv. 2018 Dec 1;69(12):1259-1263
pubmed: 30256181
Schizophr Res. 2018 Feb;192:82-88
pubmed: 28454920
Am J Psychiatry. 2018 May 1;175(5):411-426
pubmed: 29361850
Biomed Inform Insights. 2018 Aug 27;10:1178222618792860
pubmed: 30158822
Proc SIGCHI Conf Hum Factor Comput Syst. 2016 May;2016:2098-2110
pubmed: 29082385
Expert Rev Neurother. 2013 Jan;13(1):89-98
pubmed: 23253393
Int J Neuropsychopharmacol. 2015 Jun 25;19(1):
pubmed: 26116493
Int J Bipolar Disord. 2017 Dec;5(1):6
pubmed: 28155206
NPJ Schizophr. 2019 Jun 13;5(1):9
pubmed: 31197184
Early Interv Psychiatry. 2015 Oct;9(5):345-56
pubmed: 25345316
Sci Rep. 2017 Oct 11;7(1):13006
pubmed: 29021528
Neuropsychol Rev. 2018 Dec;28(4):509-533
pubmed: 30343458
Med J Aust. 2010 Jun 7;192(S11):S22-6
pubmed: 20528703
CNS Spectr. 2004 Aug;9(8):595-602
pubmed: 15273652
NPJ Digit Med. 2018 Apr 23;1:8
pubmed: 31304293
J Affect Disord. 2014 Jan;152-154:45-51
pubmed: 24183486
J Neurolinguistics. 2010 May 1;23(3):270-284
pubmed: 20383310
Compr Psychiatry. 2015 Apr;58:138-45
pubmed: 25600423
Psychiatry Res. 2015 Jan 30;225(1-2):40-49
pubmed: 25480546
J Psychiatr Res. 2015 May;64:74-8
pubmed: 25777474
JAMA Oncol. 2017 Mar 1;3(3):398-401
pubmed: 27832243
J Affect Disord. 2019 Jun 1;252:130-134
pubmed: 30981056
PLoS One. 2012;7(4):e34928
pubmed: 22506057
Am J Psychiatry. 2016 Apr 1;173(4):362-72
pubmed: 26481174
Eur Psychiatry. 2015 Nov;30(8):1002-10
pubmed: 26516984
J Nerv Ment Dis. 2015 May;203(5):328-35
pubmed: 25919383
J Am Acad Child Adolesc Psychiatry. 2016 Jul;55(7):543-55
pubmed: 27343882
Neurosci Biobehav Rev. 2018 Oct;93:85-92
pubmed: 29890179
J Nerv Ment Dis. 2009 Aug;197(8):585-8
pubmed: 19684495
Early Interv Psychiatry. 2020 Oct;14(5):606-612
pubmed: 31637869
Arch Gen Psychiatry. 2005 Sep;62(9):975-83
pubmed: 16143729
Proc Natl Acad Sci U S A. 2018 Oct 30;115(44):11203-11208
pubmed: 30322910
J Nerv Ment Dis. 2015 Sep;203(9):702-8
pubmed: 26252823
Psychol Bull. 2016 Sep;142(9):969-990
pubmed: 27416139