Past and Trends in Cough Sound Acquisition, Automatic Detection and Automatic Classification: A Comparative Review.
automatic cough sound processing
cough diagnosis
cough recognition
cough sound acquisition
literature review
machine learning
quantitative analysis
Journal
Sensors (Basel, Switzerland)
ISSN: 1424-8220
Titre abrégé: Sensors (Basel)
Pays: Switzerland
ID NLM: 101204366
Informations de publication
Date de publication:
10 Apr 2022
10 Apr 2022
Historique:
received:
10
03
2022
revised:
07
04
2022
accepted:
08
04
2022
entrez:
23
4
2022
pubmed:
24
4
2022
medline:
27
4
2022
Statut:
epublish
Résumé
Cough is a very common symptom and the most frequent reason for seeking medical advice. Optimized care goes inevitably through an adapted recording of this symptom and automatic processing. This study provides an updated exhaustive quantitative review of the field of cough sound acquisition, automatic detection in longer audio sequences and automatic classification of the nature or disease. Related studies were analyzed and metrics extracted and processed to create a quantitative characterization of the state-of-the-art and trends. A list of objective criteria was established to select a subset of the most complete detection studies in the perspective of deployment in clinical practice. One hundred and forty-four studies were short-listed, and a picture of the state-of-the-art technology is drawn. The trend shows an increasing number of classification studies, an increase of the dataset size, in part from crowdsourcing, a rapid increase of COVID-19 studies, the prevalence of smartphones and wearable sensors for the acquisition, and a rapid expansion of deep learning. Finally, a subset of 12 detection studies is identified as the most complete ones. An unequaled quantitative overview is presented. The field shows a remarkable dynamic, boosted by the research on COVID-19 diagnosis, and a perfect adaptation to mobile health.
Identifiants
pubmed: 35458885
pii: s22082896
doi: 10.3390/s22082896
pmc: PMC9027375
pii:
doi:
Types de publication
Journal Article
Review
Langues
eng
Sous-ensembles de citation
IM
Références
JMIR Mhealth Uhealth. 2014 Jun 19;2(2):e27
pubmed: 25100184
Med Eng Phys. 2002 Sep-Oct;24(7-8):541-5
pubmed: 12237051
Annu Int Conf IEEE Eng Med Biol Soc. 2012;2012:3147-50
pubmed: 23366593
Respir Res. 2019 Jun 6;20(1):81
pubmed: 31167662
Pulm Pharmacol. 1996 Oct-Dec;9(5-6):261-8
pubmed: 9232662
Diagnostics (Basel). 2021 Oct 22;11(11):
pubmed: 34829308
Ann Biomed Eng. 2013 May;41(5):1016-28
pubmed: 23354669
Pediatr Pulmonol. 2002 Nov;34(5):331-5
pubmed: 12357476
Lung. 2017 Jun;195(3):289-294
pubmed: 28353117
J Med Internet Res. 2015 Oct 16;17(10):e234
pubmed: 26475634
IEEE J Biomed Health Inform. 2018 Sep;22(5):1662-1671
pubmed: 29990219
J Thorac Dis. 2014 Oct;6(Suppl 7):S728-34
pubmed: 25383207
Pulm Pharmacol. 1996 Oct-Dec;9(5-6):269-79
pubmed: 9232663
Chest. 2002 Apr;121(4):1123-31
pubmed: 11948042
Cough. 2010 May 27;6:3
pubmed: 20504377
IEEE Trans Serv Comput. 2021 Feb 23;15(3):1220-1232
pubmed: 35936760
Eur Respir J. 2008 May;31(5):1013-8
pubmed: 18184683
IEEE J Biomed Health Inform. 2019 Jul;23(4):1566-1573
pubmed: 30273159
Inform Med Unlocked. 2020;20:100378
pubmed: 32839734
Intern Med. 2006;45(6):391-7
pubmed: 16617191
PLoS One. 2016 Sep 01;11(9):e0162128
pubmed: 27583523
Respir Physiol Neurobiol. 2018 Nov;257:36-41
pubmed: 29597001
Ann Otol Rhinol Laryngol. 2017 May;126(5):396-400
pubmed: 28397558
Annu Int Conf IEEE Eng Med Biol Soc. 2016 Aug;2016:3740-3744
pubmed: 28269103
Eur Respir J. 1994 Jul;7(7):1246-53
pubmed: 7925902
PLoS One. 2013 Dec 31;8(12):e82971
pubmed: 24391730
IEEE Trans Biomed Eng. 2007 Aug;54(8):1472-9
pubmed: 17694868
Annu Int Conf IEEE Eng Med Biol Soc. 2013;2013:1764-7
pubmed: 24110049
Chest. 2018 Jan;153(1):196-209
pubmed: 29080708
Syst Rev. 2017 Dec 06;6(1):245
pubmed: 29208034
Eur Respir J. 1997 Jul;10(7):1637-9
pubmed: 9230259
Cough. 2011 Dec 01;7(1):11
pubmed: 22132691
IEEE Rev Biomed Eng. 2021;14:98-115
pubmed: 32746364
J Med Internet Res. 2020 Jul 14;22(7):e18082
pubmed: 32459641
Ann Biomed Eng. 2010 Feb;38(2):469-77
pubmed: 19876736
Bratisl Lek Listy. 2011;112(3):120-4
pubmed: 21452762
JMIR Form Res. 2020 Nov 10;4(11):e24587
pubmed: 33170129
Pulm Pharmacol Ther. 2002;15(3):267-72
pubmed: 12099776
Front Robot AI. 2021 May 07;8:580080
pubmed: 34026854
Eur Respir J. 1992 Jun;5(6):685-92
pubmed: 1628726
Annu Int Conf IEEE Eng Med Biol Soc. 2017 Jul;2017:1413-1416
pubmed: 29060142
Am J Dis Child. 1966 Aug;112(2):124-8
pubmed: 5943997
Thorax. 2003 Apr;58(4):339-43
pubmed: 12668799
Intern Med. 1998 Sep;37(9):732-5
pubmed: 9804079
IEEE Trans Biomed Eng. 2015 Apr;62(4):1185-94
pubmed: 25532164
Digit Biomark. 2019 Dec 10;3(3):166-175
pubmed: 32095775
Annu Int Conf IEEE Eng Med Biol Soc. 2019 Jul;2019:2601-2605
pubmed: 31946429
Lung. 2008;186 Suppl 1:S48-54
pubmed: 18066694
IEEE Trans Inf Technol Biomed. 2009 Jul;13(4):486-93
pubmed: 19273017
J Med Eng. 2014;2014:
pubmed: 25506590
Comput Biol Med. 2018 Sep 1;100:176-185
pubmed: 30016745
Lancet. 2008 Apr 19;371(9621):1364-74
pubmed: 18424325
Cough. 2012 Dec 12;8(1):12
pubmed: 23231789
Dysphagia. 2017 Oct;32(5):691-702
pubmed: 28612098
Expert Rev Respir Med. 2010 Oct;4(5):673-83
pubmed: 20923344
Am Rev Respir Dis. 1967 Dec;96(6):1137-43
pubmed: 6057616
J Thorac Dis. 2020 Sep;12(9):5207-5223
pubmed: 33145097
Pediatr Pulmonol. 1994 Sep;18(3):178-86
pubmed: 7800435
Dis Esophagus. 2014 Jan;27(1):5-12
pubmed: 23442178
Pulm Pharmacol Ther. 2007;20(4):313-8
pubmed: 17161969
J Allergy Clin Immunol. 2008 Nov;122(5):903-7
pubmed: 18842290
Annu Int Conf IEEE Eng Med Biol Soc. 2020 Jul;2020:208-212
pubmed: 33017966
IEEE Open J Eng Med Biol. 2020 Sep 29;1:275-281
pubmed: 34812418
Annu Int Conf IEEE Eng Med Biol Soc. 2018 Jul;2018:1400-1403
pubmed: 30440654
IEEE Trans Biomed Eng. 2019 Aug;66(8):2319-2330
pubmed: 30575527
Annu Int Conf IEEE Eng Med Biol Soc. 2019 Jul;2019:7153-7156
pubmed: 31947484
Sci Data. 2021 Jun 23;8(1):156
pubmed: 34162883
Annu Int Conf IEEE Eng Med Biol Soc. 2017 Jul;2017:4578-4581
pubmed: 29060916
Chest. 2011 Mar;139(3):569-575
pubmed: 20864619
Annu Int Conf IEEE Eng Med Biol Soc. 2017 Jul;2017:2761-2764
pubmed: 29060470
Cough. 2009 Nov 20;5:8
pubmed: 19930559
Crit Rev Biomed Eng. 2013;41(6):457-68
pubmed: 24940659
Ann Biomed Eng. 2013 Nov;41(11):2448-62
pubmed: 23743558
Acta Physiol Scand. 1950 Nov;21(2-3):168-73
pubmed: 14856767
Chest. 1988 Nov;94(5):970-5
pubmed: 3180900
Eur Respir J. 1995 Nov;8(11):1949-56
pubmed: 8620968
ERJ Open Res. 2020 Apr 19;6(2):
pubmed: 32337212
J Physiol Pharmacol. 2008 Dec;59 Suppl 6:433-40
pubmed: 19218667
SN Comput Sci. 2021;2(1):34
pubmed: 33458700
BMJ Innov. 2021 Apr;7(2):356-362
pubmed: 34192022
Lung. 2016 Feb;194(1):117-20
pubmed: 26280405
IEEE Trans Biomed Eng. 2006 Jun;53(6):1078-83
pubmed: 16761835
Br J Gen Pract. 2021 Mar 26;71(705):e258-e265
pubmed: 33558330
Annu Int Conf IEEE Eng Med Biol Soc. 2015 Aug;2015:2808-11
pubmed: 26736875
Thorax. 2007 Apr;62(4):329-34
pubmed: 17101736
Curr Opin Pharmacol. 2015 Jun;22:37-40
pubmed: 25819594
J Physiol Pharmacol. 2008 Dec;59 Suppl 6:331-40
pubmed: 19218657
Biomed Eng Online. 2010 Mar 14;9:17
pubmed: 20226089
PLoS One. 2012;7(10):e46229
pubmed: 23071550
Eur Respir J. 2007 Jun;29(6):1256-76
pubmed: 17540788
IEEE Trans Biomed Eng. 2019 Feb;66(2):485-495
pubmed: 29993458
Annu Int Conf IEEE Eng Med Biol Soc. 2019 Jul;2019:217-220
pubmed: 31945881
IEEE J Biomed Health Inform. 2013 May;17(3):699-707
pubmed: 24592470
J Acoust Soc Am. 2020 Sep;148(3):EL253
pubmed: 33003873
Chest. 1989 Jul;96(1):46-53
pubmed: 2736992
BMC Med Inform Decis Mak. 2015;15 Suppl 4:S2
pubmed: 26606168
Physiol Meas. 2018 Apr 26;39(4):045005
pubmed: 29543189
PLoS One. 2017 May 26;12(5):e0177926
pubmed: 28552969
Annu Int Conf IEEE Eng Med Biol Soc. 2011;2011:6017-20
pubmed: 22255711
J Med Eng Technol. 2013 Apr;37(3):165-71
pubmed: 23631519
Biomed Tech (Berl). 2007 Feb;52(1):73-6
pubmed: 17313338
Cough. 2005 Aug 04;1:3
pubmed: 16270923
Annu Int Conf IEEE Eng Med Biol Soc. 2015;2015:6231-5
pubmed: 26737716
Thorax. 1964 Mar;19:125-30
pubmed: 14128569
Cough. 2006 Sep 28;2:8
pubmed: 17007636
IEEE J Biomed Health Inform. 2019 Jan;23(1):184-196
pubmed: 29994432
J Thorac Dis. 2016 Nov;8(11):3152-3159
pubmed: 28066594
Pediatr Pulmonol. 2003 May;35(5):350-7
pubmed: 12687591
IEEE Trans Biomed Circuits Syst. 2016 Oct;10(5):1003-1011
pubmed: 27654978
Respirology. 2000 Sep;5(3):271-5
pubmed: 11022990