Screening for Major Depressive Disorder Using a Wearable Ultra-Short-Term HRV Monitor and Signal Quality Indices.
autonomic nervous response
machine learning
major depressive disorder
photoplethysmography
signal quality index
ultra-short-term heart rate variability
Journal
Sensors (Basel, Switzerland)
ISSN: 1424-8220
Titre abrégé: Sensors (Basel)
Pays: Switzerland
ID NLM: 101204366
Informations de publication
Date de publication:
10 Apr 2023
10 Apr 2023
Historique:
received:
07
03
2023
revised:
06
04
2023
accepted:
07
04
2023
medline:
1
5
2023
pubmed:
28
4
2023
entrez:
28
4
2023
Statut:
epublish
Résumé
To encourage potential major depressive disorder (MDD) patients to attend diagnostic sessions, we developed a novel MDD screening system based on sleep-induced autonomic nervous responses. The proposed method only requires a wristwatch device to be worn for 24 h. We evaluated heart rate variability (HRV) via wrist photoplethysmography (PPG). However, previous studies have indicated that HRV measurements obtained using wearable devices are susceptible to motion artifacts. We propose a novel method to improve screening accuracy by removing unreliable HRV data (identified on the basis of signal quality indices (SQIs) obtained by PPG sensors). The proposed algorithm enables real-time calculation of signal quality indices in the frequency domain (SQI-FD). A clinical study conducted at Maynds Tower Mental Clinic enrolled 40 MDD patients (mean age, 37.5 ± 8.8 years) diagnosed on the basis of the
Identifiants
pubmed: 37112208
pii: s23083867
doi: 10.3390/s23083867
pmc: PMC10143236
pii:
doi:
Types de publication
Journal Article
Langues
eng
Sous-ensembles de citation
IM
Subventions
Organisme : Japan Society for the Promotion of Science
ID : 20K12603
Références
Sensors (Basel). 2021 Jul 30;21(15):
pubmed: 34372412
Sensors (Basel). 2019 Apr 18;19(8):
pubmed: 31003456
J Affect Disord. 2013 Feb 15;145(1):21-8
pubmed: 22868056
Circulation. 1996 Mar 1;93(5):1043-65
pubmed: 8598068
Int J Cardiol. 2013 Jun 5;166(1):15-29
pubmed: 22809539
Nature. 2020 Sep;585(7825):357-362
pubmed: 32939066
Physiol Meas. 2015 Sep;36(9):1827-52
pubmed: 26234196
Front Psychiatry. 2016 Nov 04;7:180
pubmed: 27867364
Mol Psychiatry. 2020 Feb;25(2):321-338
pubmed: 31745238
Cochrane Database Syst Rev. 2005 Oct 19;(4):CD002792
pubmed: 16235301
BMC Psychiatry. 2020 Feb 28;20(1):90
pubmed: 32111187
Front Psychiatry. 2022 Dec 21;13:1025517
pubmed: 36620664
IEEE J Biomed Health Inform. 2022 Feb;26(2):539-549
pubmed: 34310329
IEEE J Biomed Health Inform. 2014 Sep;18(5):1625-35
pubmed: 24240031
Lancet. 2015 Aug 22;386(9995):743-800
pubmed: 26063472
Neuropsychopharmacol Rep. 2020 Sep;40(3):239-245
pubmed: 32627417
J Psychiatr Res. 2017 Dec;95:282-287
pubmed: 28926794
Heliyon. 2020 Feb 04;6(2):e03274
pubmed: 32055728
Am Heart J. 2000 Oct;140(4 Suppl):77-83
pubmed: 11011352
Circulation. 2001 Oct 23;104(17):2024-8
pubmed: 11673340
Psychiatry Res. 2019 Jan;271:291-298
pubmed: 30513461
NPJ Digit Med. 2019 Jun 7;2:50
pubmed: 31304396
BMC Psychiatry. 2019 Jun 7;19(1):168
pubmed: 31174510
Front Digit Health. 2020 Dec 21;2:619692
pubmed: 34713077
Biosensors (Basel). 2021 Apr 16;11(4):
pubmed: 33923469
J Physiol Anthropol. 2021 Nov 30;40(1):21
pubmed: 34847967
Am J Psychiatry. 2008 Oct;165(10):1272-80
pubmed: 18765483
Nat Methods. 2020 Mar;17(3):261-272
pubmed: 32015543
Front Physiol. 2021 Mar 30;12:596060
pubmed: 33859568
Front Psychiatry. 2021 Jun 17;12:672347
pubmed: 34220580
Sensors (Basel). 2022 May 31;22(11):
pubmed: 35684797
J Affect Disord. 2007 Jun;100(1-3):137-41
pubmed: 17113650
Front Neurosci. 2020 Nov 19;14:594880
pubmed: 33328866
Telemed J E Health. 2015 May;21(5):404-14
pubmed: 25807067
J Physiol Anthropol. 2012 Apr 20;31:9
pubmed: 22738348
Biol Psychiatry. 2010 Jun 1;67(11):1067-74
pubmed: 20138254
PLoS One. 2012;7(2):e30777
pubmed: 22355326
Physiol Meas. 2013 Feb;34(2):179-87
pubmed: 23348575
Sensors (Basel). 2021 Oct 13;21(20):
pubmed: 34696011
Front Physiol. 2021 May 14;12:642986
pubmed: 34054567
J Sleep Res. 2010 Dec;19(4):612-9
pubmed: 20408923
Bioengineering (Basel). 2016 Sep 22;3(4):
pubmed: 28952584
Psychiatry Clin Neurosci. 2014 Mar;68(3):225-33
pubmed: 24313703
Front Physiol. 2014 May 07;5:177
pubmed: 24847279
J Med Eng Technol. 2018 Feb;42(2):121-127
pubmed: 29569983
JAMA. 2016 Jan 26;315(4):380-7
pubmed: 26813211
Front Psychiatry. 2020 Dec 18;11:584711
pubmed: 33391050
Sleep. 1992 Oct;15(5):461-9
pubmed: 1455130
JMIR Mhealth Uhealth. 2018 Aug 13;6(8):e165
pubmed: 30104184
Front Psychiatry. 2020 Jan 22;10:989
pubmed: 32038327
Front Digit Health. 2021 Feb 25;3:639444
pubmed: 34713110
Psychol Med. 2019 Sep;49(12):1948-1957
pubmed: 31239003
Scand J Prim Health Care. 2019 Sep;37(3):353-357
pubmed: 31286810
Front Physiol. 2018 Jun 28;9:743
pubmed: 30002629
Front Neurosci. 2021 Jul 05;15:675624
pubmed: 34326716
Annu Int Conf IEEE Eng Med Biol Soc. 2014;2014:562-5
pubmed: 25570021
Front Bioeng Biotechnol. 2018 May 22;6:64
pubmed: 29872656