Initial study on an expert system for spine diseases screening using inertial measurement unit.


Journal

Scientific reports
ISSN: 2045-2322
Titre abrégé: Sci Rep
Pays: England
ID NLM: 101563288

Informations de publication

Date de publication:
27 06 2023
Historique:
received: 24 11 2022
accepted: 12 06 2023
medline: 29 6 2023
pubmed: 28 6 2023
entrez: 27 6 2023
Statut: epublish

Résumé

In recent times, widely understood spine diseases have advanced to one of the most urgetn problems where quick diagnosis and treatment are needed. To diagnose its specifics (e.g. to decide whether this is a scoliosis or sagittal imbalance) and assess its extend, various kind of imaging diagnostic methods (such as X-Ray, CT, MRI scan or ST) are used. However, despite their common use, some may be regarded as (to a level) invasive methods and there are cases where there are contraindications to using them. Besides, which is even more of a problem, these are very expensive methods and whilst their use for pure diagnostic purposes is absolutely valid, then due to their cost, they cannot rather be considered as tools which would be equally valid for bad posture screening programs purposes. This paper provides an initial evaluation of the alternative approach to the spine diseases diagnostic/screening using inertial measurement unit and we propose policy-based computing as the core for the inference systems. Although the methodology presented herein is potentially applicable to a variety of spine diseases, in the nearest future we will focus specifically on sagittal imbalance detection.

Identifiants

pubmed: 37369726
doi: 10.1038/s41598-023-36798-7
pii: 10.1038/s41598-023-36798-7
pmc: PMC10300108
doi:

Types de publication

Journal Article

Langues

eng

Sous-ensembles de citation

IM

Pagination

10440

Informations de copyright

© 2023. The Author(s).

Références

J Neurosurg Spine. 2010 Jul;13(1):94-108
pubmed: 20594024
Radiol Artif Intell. 2022 Jan 19;4(2):e210099
pubmed: 35391772
Children (Basel). 2023 Feb 07;10(2):
pubmed: 36832449
Science. 2015 Oct 2;350(6256):98-101
pubmed: 26430122
Hum Mov Sci. 2022 Feb;81:102919
pubmed: 34979480
Comput Methods Biomech Biomed Engin. 2022 May;25(7):821-831
pubmed: 34587827
Brain Stimul. 2019 May - Jun;12(3):628-634
pubmed: 30733143
Physiol Rev. 2023 Oct 1;103(4):2423-2450
pubmed: 37104717
J Clin Med. 2022 Nov 26;11(23):
pubmed: 36498575
Dose Response. 2019 Jun 11;17(2):1559325819852810
pubmed: 31217755
J Med Internet Res. 2023 Mar 30;25:e41588
pubmed: 36995759
Asian Spine J. 2020 Jun;14(3):287-297
pubmed: 31992027
Eur Radiol. 2023 Mar;33(3):2128-2135
pubmed: 36307555
World Neurosurg. 2019 Feb;122:e48-e58
pubmed: 30236812
J Biomech. 1997 Apr;30(4):347-54
pubmed: 9075002
Spine J. 2015 Apr 1;15(4):705-12
pubmed: 24021619
PeerJ. 2021 Jan 26;9:e10623
pubmed: 33569248
Spine J. 2004 Nov-Dec;4(6 Suppl):167S-172S
pubmed: 15541662
Spine (Phila Pa 1976). 2017 Nov 1;42(21):1614-1621
pubmed: 28306640
Pain Physician. 2022 Mar;25(2):171-178
pubmed: 35322974
Exp Gerontol. 2022 Feb;158:111656
pubmed: 34920012
Eur J Radiol. 2016 Mar;85(3):625-8
pubmed: 26860676
Sensors (Basel). 2021 Sep 23;21(19):
pubmed: 34640678
Am J Health Promot. 2003 Sep-Oct;18(1):47-57
pubmed: 13677962
Global Spine J. 2014 Dec;4(4):287-96
pubmed: 25396111
Spine (Phila Pa 1976). 2016 Feb;41(4):299-305
pubmed: 26579963
Nature. 2023 Apr;616(7956):259-265
pubmed: 37045921
Aust Fam Physician. 2012 Nov;41(11):887-90
pubmed: 23145422
Best Pract Res Clin Rheumatol. 2012 Apr;26(2):237-49
pubmed: 22794096
Orthop Traumatol Surg Res. 2021 Feb;107(1S):102769
pubmed: 33321235
Sci Rep. 2022 Jun 17;12(1):10222
pubmed: 35715438
Sensors (Basel). 2022 Feb 10;22(4):
pubmed: 35214234
J Biomech. 2019 Dec 3;97:109356
pubmed: 31668717
Spinal Cord. 2009 Aug;47(8):582-91
pubmed: 19381157
Spine Deform. 2022 Nov;10(6):1299-1306
pubmed: 35809201
Spine J. 2010 Nov;10(11):994-8
pubmed: 20970739
Clin Neurophysiol. 2023 Feb;146:49-54
pubmed: 36535091
Spine (Phila Pa 1976). 2013 Oct 15;38(22 Suppl 1):S173-82
pubmed: 23962995
PLoS One. 2018 Aug 9;13(8):e0202130
pubmed: 30092092
J Med Internet Res. 2023 Mar 30;25:e46700
pubmed: 36995757
Obes Rev. 2009 Sep;10(5):576-82
pubmed: 19460114
Sci Rep. 2021 May 18;11(1):10473
pubmed: 34006910
J Spinal Disord Tech. 2005 Feb;18(1):40-7
pubmed: 15687851
Diagnostics (Basel). 2020 Jun 24;10(6):
pubmed: 32599741
Eur Spine J. 2017 Aug;26(8):2176-2186
pubmed: 27864681
Cell Cycle. 2014;13(15):2446-58
pubmed: 25483194
Nat Commun. 2022 Feb 11;13(1):841
pubmed: 35149684
Promot Educ. 2006;13(2):88-9, 145-6, 152-3
pubmed: 17017284
Spine (Phila Pa 1976). 2014 Jan 1;39(1):E1-6
pubmed: 24270931
Gait Posture. 2021 Sep;89:67-73
pubmed: 34243138
Mayo Clin Proc. 2015 Nov;90(11):1533-40
pubmed: 26422244
Spine (Phila Pa 1976). 2000 Aug 15;25(16):2052-63
pubmed: 10954636
Eur Spine J. 2011 Sep;20 Suppl 5:602-8
pubmed: 21830081
Sci Rep. 2018 Oct 19;8(1):15492
pubmed: 30341320
Global Spine J. 2023 Mar;13(2):523-533
pubmed: 35606897
Eur Spine J. 2006 Apr;15(4):415-22
pubmed: 16179995
Eur Spine J. 2014 Sep;23(9):1815-24
pubmed: 24563272
J Biomech. 2020 Dec 2;113:110080
pubmed: 33157419
Spine J. 2015 Dec 1;15(12):2493-502
pubmed: 26343243
Eur Spine J. 2018 May;27(5):1178-1187
pubmed: 29018964
Spine J. 2015 Oct 1;15(10):2142-8
pubmed: 26008678
Can J Occup Ther. 2009 Apr;76(2):107-14
pubmed: 19456089
Eur Spine J. 2019 Sep;28(9):1889-1905
pubmed: 31332569
Eur Spine J. 2011 Sep;20 Suppl 5:578-85
pubmed: 21796394
Ann Intern Med. 2023 Jun;176(6):844-848
pubmed: 37068279
Comput Methods Programs Biomed. 2021 Mar;200:105833
pubmed: 33250283
Int J Audiol. 2008 Feb;47(2):67-75
pubmed: 18236239
Clin Biomech (Bristol, Avon). 1986 Feb;1(1):44-51
pubmed: 23915448
Sensors (Basel). 2021 Sep 21;21(18):
pubmed: 34577530
Neurosurgery. 2015 Oct;77 Suppl 4:S75-91
pubmed: 26378361
Scoliosis Spinal Disord. 2016 Jan 22;11:1
pubmed: 27252982
Biomed Res Int. 2020 Jul 4;2020:7936095
pubmed: 32714985
J Bone Joint Surg Am. 2009 Jun;91(6):1518-30
pubmed: 19487533
J Neurosci. 2020 Mar 25;40(13):2633-2643
pubmed: 31996455
Spine J. 2009 Jul;9(7):537-44
pubmed: 19328744
Annu Rev Biomed Data Sci. 2023 Aug 10;6:153-171
pubmed: 37104653
J Manipulative Physiol Ther. 2002 Feb;25(2):88-92
pubmed: 11896375
Haematologica. 2007 Jan;92(1):50-5
pubmed: 17229635
Front Mol Neurosci. 2022 Mar 22;15:847857
pubmed: 35392275
J Electromyogr Kinesiol. 2003 Aug;13(4):371-9
pubmed: 12832167
Philos Trans R Soc Lond B Biol Sci. 2007 Sep 29;362(1485):1573-83
pubmed: 17428771
Neurosurgery. 2012 Aug;71(2):341-8; discussion 348
pubmed: 22596038
Reumatologia. 2016;54(4):196-200
pubmed: 27826174
World Neurosurg. 2021 Jan;145:244-250
pubmed: 32980567
BMC Neurol. 2022 Apr 20;22(1):147
pubmed: 35443618
Spinal Cord. 2022 Oct;60(10):875-881
pubmed: 35477744
Front Neurol. 2019 Mar 22;10:272
pubmed: 30967836

Auteurs

Mariusz Pelc (M)

Faculty of Electrical Engineering, Automatic Control and Informatics, Opole University of Technology, 45-758, Opole, Poland. m.pelc@po.edu.pl.
School of Computing and Mathematical Sciences, University of Greenwich, London, SE10 9LS, UK. m.pelc@po.edu.pl.

Radana Vilimkova Kahankova (R)

Faculty of Electrical Engineering and Computer Science, VSB-Technical University of Ostrava, Ostrava-Poruba, Czech Republic.

Monika Blaszczyszyn (M)

Faculty of Physical Education and Physiotherapy, Opole University of Technology, 45-758, Opole, Poland.

Dariusz Mikolajewski (D)

Faculty of Computer Science, Kazimierz Wielki University, 85-064, Bydgoszcz, Poland.

Mariusz Konieczny (M)

Faculty of Physical Education and Physiotherapy, Opole University of Technology, 45-758, Opole, Poland.

Volodymir Khoma (V)

Faculty of Electrical Engineering, Automatic Control and Informatics, Opole University of Technology, 45-758, Opole, Poland.
Lviv Polytechnic National University, Institute of Computer Technologies, Automation and Metrology, Lviv, Ukraine.

Gregor Bara (G)

Department of Neurosurgery, University Hospital Bonn, Bonn, Germany.

Jaroslaw Zygarlicki (J)

Faculty of Electrical Engineering, Automatic Control and Informatics, Opole University of Technology, 45-758, Opole, Poland.

Radek Martinek (R)

Faculty of Electrical Engineering, Automatic Control and Informatics, Opole University of Technology, 45-758, Opole, Poland.
Faculty of Electrical Engineering and Computer Science, VSB-Technical University of Ostrava, Ostrava-Poruba, Czech Republic.

Munish K Gupta (MK)

Faculty of Mechanical Engineering, Opole University of Technology, 45-271, Opole, Poland.
Department of Mechanical Engineering, Graphic Era University, Dehradun, India.

Edward Jacek Gorzelanczyk (EJ)

Faculty of Philosophy, Kazimierz Wielki University, Bydgoszcz, 85-092, Poland.
Faculty of Mathematics and Computer Science, Adam Mickiewicz University in Poznan, Poznan, 61-614, Poland.
Department of Theoretical Basis of Biomedical Sciences and Medical Informatics, Nicolaus Copernicus University, Collegium Medicum, 85-067, Bydgoszcz, Poland.
The Society for the Substitution Treatment of Addiction "Medically Assisted Recovery", 85-791, Bydgoszcz, Poland.
Psychiatric Department of Children and Adolescents Psychiatric Center in Warta, 98-290, Warta, Poland.

Mateusz Pawłowski (M)

Faculty of Health Sciences, Wroclaw Medical University, Wrocław, Poland.
Department of Neurosurgery, "Vital Medic" Hospital, Kluczbork, Poland.

Bogdan Czapiga (B)

Department of Neurosurgery, 4th Military Hospital in Wrocław, Wrocław, Poland.

Malgorzata Zygarlicka (M)

Faculty of Electrical Engineering, Automatic Control and Informatics, Opole University of Technology, 45-758, Opole, Poland.

Aleksandra Kawala-Sterniuk (A)

Faculty of Electrical Engineering, Automatic Control and Informatics, Opole University of Technology, 45-758, Opole, Poland. kawala84@gmail.com.

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