Volumetric quantitative measurement of hip effusions by manual versus automated artificial intelligence techniques: An OMERACT preliminary validation study

Jacob L Jaremko; Banafshe Felfeliyan; Abhilash Hareendranathan; Bashiar Thejeel; Quinn-Laurin Vanessa; Mikkel Østergaard; Philip G Conaghan; Robert G W Lambert; Janet L Ronsky; Walter P Maksymowych

doi:10.1016/j.semarthrit.2021.03.009

Volumetric quantitative measurement of hip effusions by manual versus automated artificial intelligence techniques: An OMERACT preliminary validation study

Jacob L Jaremko, Banafshe Felfeliyan, Abhilash Hareendranathan, Bashiar Thejeel, Quinn-Laurin Vanessa, Mikkel Østergaard, Philip G Conaghan, Robert G W Lambert, Janet L Ronsky, Walter P Maksymowych

Afdeling for Rygkirurgi, Led- og Bindevævssygdomme HOC

13 Citationer (Scopus)

Abstract

OBJECTIVE: Preliminary assessment, via OMERACT filter, of manual and automated MRI hip effusion Volumetric Quantitative Measurement (VQM).

METHODS: For 358 hips (93 osteoarthritis subjects, bilateral, 2 time points), 2 radiologists performed manual VQM using custom Matlab software. A Mask R-CNN artificial-intelligence (AI) tool was trained to automatically compute joint fluid volumes.

RESULTS: Manual VQM had excellent inter-observer reliability (ICC 0.96). AI predicted hip fluid volumes with ICC 0.86 (status), 0.58 (change) vs. 2 human readers.

CONCLUSION: Hip joint fluid volumes are reliably assessed by VQM. It is feasible to automate this approach using AI, with promising initial reliability.

Originalsprog	Engelsk
Tidsskrift	Seminars in Arthritis and Rheumatism
Vol/bind	51
Udgave nummer	3
Sider (fra-til)	623-626
Antal sider	4
ISSN	0049-0172
DOI	https://doi.org/10.1016/j.semarthrit.2021.03.009
Status	Udgivet - jun. 2021

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10.1016/j.semarthrit.2021.03.009

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Jaremko, J. L., Felfeliyan, B., Hareendranathan, A., Thejeel, B., Vanessa, Q.-L., Østergaard, M., Conaghan, P. G., Lambert, R. G. W., Ronsky, J. L., & Maksymowych, W. P. (2021). Volumetric quantitative measurement of hip effusions by manual versus automated artificial intelligence techniques: An OMERACT preliminary validation study. Seminars in Arthritis and Rheumatism, 51(3), 623-626. https://doi.org/10.1016/j.semarthrit.2021.03.009

Volumetric quantitative measurement of hip effusions by manual versus automated artificial intelligence techniques: An OMERACT preliminary validation study. / Jaremko, Jacob L; Felfeliyan, Banafshe; Hareendranathan, Abhilash et al.
I: Seminars in Arthritis and Rheumatism, Bind 51, Nr. 3, 06.2021, s. 623-626.

Publikation: Bidrag til tidsskrift › Tidsskriftartikel › Forskning › peer review

Jaremko, JL, Felfeliyan, B, Hareendranathan, A, Thejeel, B, Vanessa, Q-L, Østergaard, M, Conaghan, PG, Lambert, RGW, Ronsky, JL & Maksymowych, WP 2021, 'Volumetric quantitative measurement of hip effusions by manual versus automated artificial intelligence techniques: An OMERACT preliminary validation study', Seminars in Arthritis and Rheumatism, bind 51, nr. 3, s. 623-626. https://doi.org/10.1016/j.semarthrit.2021.03.009

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title = "Volumetric quantitative measurement of hip effusions by manual versus automated artificial intelligence techniques: An OMERACT preliminary validation study",

abstract = "OBJECTIVE: Preliminary assessment, via OMERACT filter, of manual and automated MRI hip effusion Volumetric Quantitative Measurement (VQM).METHODS: For 358 hips (93 osteoarthritis subjects, bilateral, 2 time points), 2 radiologists performed manual VQM using custom Matlab software. A Mask R-CNN artificial-intelligence (AI) tool was trained to automatically compute joint fluid volumes.RESULTS: Manual VQM had excellent inter-observer reliability (ICC 0.96). AI predicted hip fluid volumes with ICC 0.86 (status), 0.58 (change) vs. 2 human readers.CONCLUSION: Hip joint fluid volumes are reliably assessed by VQM. It is feasible to automate this approach using AI, with promising initial reliability.",

keywords = "Artificial intelligence, Effusion, Hip joint, MRI, OMERACT, Osteoarthritis",

author = "Jaremko, \{Jacob L\} and Banafshe Felfeliyan and Abhilash Hareendranathan and Bashiar Thejeel and Quinn-Laurin Vanessa and Mikkel {\O}stergaard and Conaghan, \{Philip G\} and Lambert, \{Robert G W\} and Ronsky, \{Janet L\} and Maksymowych, \{Walter P\}",

year = "2021",

month = jun,

doi = "10.1016/j.semarthrit.2021.03.009",

language = "English",

volume = "51",

pages = "623--626",

journal = "Seminars in Arthritis and Rheumatism",

issn = "0049-0172",

publisher = "W.B. Saunders",

number = "3",

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T1 - Volumetric quantitative measurement of hip effusions by manual versus automated artificial intelligence techniques

T2 - An OMERACT preliminary validation study

AU - Jaremko, Jacob L

AU - Felfeliyan, Banafshe

AU - Hareendranathan, Abhilash

AU - Thejeel, Bashiar

AU - Vanessa, Quinn-Laurin

AU - Østergaard, Mikkel

AU - Conaghan, Philip G

AU - Lambert, Robert G W

AU - Ronsky, Janet L

AU - Maksymowych, Walter P

PY - 2021/6

Y1 - 2021/6

N2 - OBJECTIVE: Preliminary assessment, via OMERACT filter, of manual and automated MRI hip effusion Volumetric Quantitative Measurement (VQM).METHODS: For 358 hips (93 osteoarthritis subjects, bilateral, 2 time points), 2 radiologists performed manual VQM using custom Matlab software. A Mask R-CNN artificial-intelligence (AI) tool was trained to automatically compute joint fluid volumes.RESULTS: Manual VQM had excellent inter-observer reliability (ICC 0.96). AI predicted hip fluid volumes with ICC 0.86 (status), 0.58 (change) vs. 2 human readers.CONCLUSION: Hip joint fluid volumes are reliably assessed by VQM. It is feasible to automate this approach using AI, with promising initial reliability.

AB - OBJECTIVE: Preliminary assessment, via OMERACT filter, of manual and automated MRI hip effusion Volumetric Quantitative Measurement (VQM).METHODS: For 358 hips (93 osteoarthritis subjects, bilateral, 2 time points), 2 radiologists performed manual VQM using custom Matlab software. A Mask R-CNN artificial-intelligence (AI) tool was trained to automatically compute joint fluid volumes.RESULTS: Manual VQM had excellent inter-observer reliability (ICC 0.96). AI predicted hip fluid volumes with ICC 0.86 (status), 0.58 (change) vs. 2 human readers.CONCLUSION: Hip joint fluid volumes are reliably assessed by VQM. It is feasible to automate this approach using AI, with promising initial reliability.

KW - Artificial intelligence

KW - Effusion

KW - Hip joint

KW - MRI

KW - OMERACT

KW - Osteoarthritis

UR - https://www.scopus.com/pages/publications/85103256490

U2 - 10.1016/j.semarthrit.2021.03.009

DO - 10.1016/j.semarthrit.2021.03.009

M3 - Journal article

C2 - 33781576

SN - 0049-0172

VL - 51

SP - 623

EP - 626

JO - Seminars in Arthritis and Rheumatism

JF - Seminars in Arthritis and Rheumatism

IS - 3

ER -

Volumetric quantitative measurement of hip effusions by manual versus automated artificial intelligence techniques: An OMERACT preliminary validation study

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