Skip to main content
Top
Published in: BMC Musculoskeletal Disorders 1/2017

Open Access 01-12-2017 | Research article

Quantifying bone marrow inflammatory edema in the spine and sacroiliac joints with thresholding

Authors: Ioanna Chronaiou, Ruth S. Thomsen, Else M. Huuse, Leslie R. Euceda, Susanne J. Pedersen, Mari Hoff, Beathe Sitter

Published in: BMC Musculoskeletal Disorders | Issue 1/2017

Login to get access

Abstract

Background

Psoriatic Arthritis (PsA) is a chronic inflammatory arthritis that develops in patients with psoriasis. Inflammatory edema in the spine may reflect subclinical disease activity and be a predictor of radiographic progression. A semi-quantitative method established by the spondyloarthritis research consortium of Canada (SPARCC) is commonly used to assess the disease activity in MR images of the spine. This study aims to evaluate thresholding for quantification of subtle bone marrow inflammation in the spine and the sacroiliac (SI) joints of patients with PsA and compare it with the SPARCC scoring system.

Methods

Short tau inversion recovery (STIR) MR images of the spine (N = 85) and the SI joints (N = 95) of patients with PsA (N = 41) were analyzed. A threshold was applied to visible bone marrow in order to mask areas with higher signal intensity, which are consistent with inflammation. These areas were considered as inflammatory lesions. The volume and relative signal intensity of the lesions were calculated. Results from thresholding were compared to SPARCC scores using linear mixed-effects models. The specificity and sensitivity of thresholding were also calculated.

Results

A significant positive correlation between the volumes and mean relative signal intensities, which were calculated by thresholding analysis, and the SPARCC scores was detected for both spine (p < 0.001) and SI joints (p < 0.001). For the spine, thresholding had sensitivity and specificity of 83% and 76% respectively, while for the SI joints the values were 51% and 88% respectively.

Conclusions

Thresholding allows quantification of subtle bone marrow inflammatory edema in patients with psoriatic arthritis, and could support SPARCC scoring of the spine. Improved image processing and inclusion of automatic segmentation are required for thresholding of STIR images to become a rapid and reliable method for quantitative measures of inflammation.

Trial registration

NCT02995460 (December 14, 2016) – Retrospectively registered.
Literature
1.
go back to reference Kalkan G, Karadag AS. Psoriatic arthritis epidemiology. East J Med. 2014;19(1):1–7. Kalkan G, Karadag AS. Psoriatic arthritis epidemiology. East J Med. 2014;19(1):1–7.
2.
go back to reference Østergaard M, Glinatsi D, Pedersen SJ, Sørensen IJ. Utility in clinical trials of magnetic resonance imaging for psoriatic arthritis: a report from the GRAPPA 2014 annual meeting. J Rheumatol. 2015;42(6):1044–7.CrossRef Østergaard M, Glinatsi D, Pedersen SJ, Sørensen IJ. Utility in clinical trials of magnetic resonance imaging for psoriatic arthritis: a report from the GRAPPA 2014 annual meeting. J Rheumatol. 2015;42(6):1044–7.CrossRef
3.
go back to reference Poggenborg R, Sørensen I, Pedersen S, Østergaard M. Magnetic resonance imaging for diagnosing, monitoring and prognostication in psoriatic arthritis. Clin Exp Rheumatol. 2015;33(5 Suppl 93):66. Poggenborg R, Sørensen I, Pedersen S, Østergaard M. Magnetic resonance imaging for diagnosing, monitoring and prognostication in psoriatic arthritis. Clin Exp Rheumatol. 2015;33(5 Suppl 93):66.
4.
go back to reference Wiell C, Szkudlarek M, Hasselquist M, Møller JM, Vestergaard A, Nørregaard J, Terslev L, Østergaard M. Ultrasonography, magnetic resonance imaging, radiography, and clinical assessment of inflammatory and destructive changes in fingers and toes of patients with psoriatic arthritis. Arthritis Res Ther. 2007;9(6):R119.CrossRefPubMedPubMedCentral Wiell C, Szkudlarek M, Hasselquist M, Møller JM, Vestergaard A, Nørregaard J, Terslev L, Østergaard M. Ultrasonography, magnetic resonance imaging, radiography, and clinical assessment of inflammatory and destructive changes in fingers and toes of patients with psoriatic arthritis. Arthritis Res Ther. 2007;9(6):R119.CrossRefPubMedPubMedCentral
5.
go back to reference Dhir V, Aggarwal A. Psoriatic arthritis: a critical review. Clin Rev Allerg Immu. 2013;44(2):141–8.CrossRef Dhir V, Aggarwal A. Psoriatic arthritis: a critical review. Clin Rev Allerg Immu. 2013;44(2):141–8.CrossRef
6.
go back to reference Baraliakos X, Coates LC, Braun J. The involvement of the spine in psoriatic arthritis. Clin Exp Rheumatol. 2015;33(5 Suppl 93):S31–5.PubMed Baraliakos X, Coates LC, Braun J. The involvement of the spine in psoriatic arthritis. Clin Exp Rheumatol. 2015;33(5 Suppl 93):S31–5.PubMed
8.
go back to reference Savnik A, Malmskov H, Thomsen HS, Graff LB, Nielsen H, Danneskiold-Samsøe B, Boesen J, Bliddal H. MRI of the wrist and finger joints in inflammatory joint diseases at 1-year interval: MRI features to predict bone erosions. Eur Radiol. 2002;12(5):1203–10.CrossRefPubMed Savnik A, Malmskov H, Thomsen HS, Graff LB, Nielsen H, Danneskiold-Samsøe B, Boesen J, Bliddal H. MRI of the wrist and finger joints in inflammatory joint diseases at 1-year interval: MRI features to predict bone erosions. Eur Radiol. 2002;12(5):1203–10.CrossRefPubMed
9.
go back to reference Bond SJ, Farewell VT, Schentag CT, Gladman DD. Predictors for radiological damage in psoriatic arthritis: results from a single centre. Ann Rheum Dis. 2007;66(3):370–6.CrossRefPubMed Bond SJ, Farewell VT, Schentag CT, Gladman DD. Predictors for radiological damage in psoriatic arthritis: results from a single centre. Ann Rheum Dis. 2007;66(3):370–6.CrossRefPubMed
10.
go back to reference LandewÉ RB, Hermann K-GA, van der Heijde DM, Baraliakos X, Jurik A-G, Lambert RG, Østergaard M, Rudwaleit M, Salonen DC, Braun J. Scoring sacroiliac joints by magnetic resonance imaging. A multiple-reader reliability experiment. J Rheumatol. 2005;32(10):2050–5.PubMed LandewÉ RB, Hermann K-GA, van der Heijde DM, Baraliakos X, Jurik A-G, Lambert RG, Østergaard M, Rudwaleit M, Salonen DC, Braun J. Scoring sacroiliac joints by magnetic resonance imaging. A multiple-reader reliability experiment. J Rheumatol. 2005;32(10):2050–5.PubMed
11.
go back to reference Fritz J, Henes JC, Thomas C, Clasen S, Fenchel M, Claussen CD, Lewin JS, Pereira PL. Diagnostic and interventional MRI of the sacroiliac joints using a 1.5-T open-bore magnet: a one-stop-shopping approach. AJR Am J Roentgenol. 2008;191(6):1717–24.CrossRefPubMed Fritz J, Henes JC, Thomas C, Clasen S, Fenchel M, Claussen CD, Lewin JS, Pereira PL. Diagnostic and interventional MRI of the sacroiliac joints using a 1.5-T open-bore magnet: a one-stop-shopping approach. AJR Am J Roentgenol. 2008;191(6):1717–24.CrossRefPubMed
12.
go back to reference Maksymowych WP, Inman RD, Salonen D, Dhillon SS, Krishnananthan R, Stone M, Conner-Spady B, Palsat J, Lambert RG. Spondyloarthritis research consortium of Canada magnetic resonance imaging index for assessment of spinal inflammation in ankylosing spondylitis. Arthritis Care Res. 2005;53(4):502–9.CrossRef Maksymowych WP, Inman RD, Salonen D, Dhillon SS, Krishnananthan R, Stone M, Conner-Spady B, Palsat J, Lambert RG. Spondyloarthritis research consortium of Canada magnetic resonance imaging index for assessment of spinal inflammation in ankylosing spondylitis. Arthritis Care Res. 2005;53(4):502–9.CrossRef
13.
go back to reference Maksymowych WP, Inman RD, Salonen D, Dhillon SS, Williams M, Stone M, Conner-spady B, Palsat J, Lambert RG. Spondyloarthritis research consortium of Canada magnetic resonance imaging index for assessment of sacroiliac joint inflammation in ankylosing spondylitis. Arthritis Care Res. 2005;53(5):703–9.CrossRef Maksymowych WP, Inman RD, Salonen D, Dhillon SS, Williams M, Stone M, Conner-spady B, Palsat J, Lambert RG. Spondyloarthritis research consortium of Canada magnetic resonance imaging index for assessment of sacroiliac joint inflammation in ankylosing spondylitis. Arthritis Care Res. 2005;53(5):703–9.CrossRef
14.
go back to reference Chen C-C, Wan Y-L, Wai Y-Y, Liu H-L. Quality Assurance of Clinical MRI scanners using ACR MRI phantom: preliminary results. J Digit Imaging. 2004;17(4):279–84.CrossRefPubMedPubMedCentral Chen C-C, Wan Y-L, Wai Y-Y, Liu H-L. Quality Assurance of Clinical MRI scanners using ACR MRI phantom: preliminary results. J Digit Imaging. 2004;17(4):279–84.CrossRefPubMedPubMedCentral
15.
go back to reference Manjón JV. MRI preprocessing. In: Martí-Bonmatí L, Alberich-Bayarri A, editors. Imaging biomarkers: development and clinical integration. Switzerland: Springer International Publishing; 2017. p. 53–63. Manjón JV. MRI preprocessing. In: Martí-Bonmatí L, Alberich-Bayarri A, editors. Imaging biomarkers: development and clinical integration. Switzerland: Springer International Publishing; 2017. p. 53–63.
16.
go back to reference Pinheiro J, Bates D. Linear mixed-effects models: basic concepts and examples. Mixed-effects models in S and S-PLUS. New York, NY, USA. New York: Springer; 2000. Pinheiro J, Bates D. Linear mixed-effects models: basic concepts and examples. Mixed-effects models in S and S-PLUS. New York, NY, USA. New York: Springer; 2000.
17.
go back to reference Pinheiro J, Bates D, DebRoy S, Sarkar D, R Core Team: Nlme: linear and nonlinear mixed effects models. R package version 3.1–117. 2014. Pinheiro J, Bates D, DebRoy S, Sarkar D, R Core Team: Nlme: linear and nonlinear mixed effects models. R package version 3.1–117. 2014.
18.
go back to reference Griffith JF, Wang D, Shi L, Yeung DK, Lee R, Shan TL. Computer-aided assessment of spinal inflammation on magnetic resonance images in patients with Spondyloarthritis. Arthritis Rheumatol. 2015;67(7):1789–97.CrossRefPubMed Griffith JF, Wang D, Shi L, Yeung DK, Lee R, Shan TL. Computer-aided assessment of spinal inflammation on magnetic resonance images in patients with Spondyloarthritis. Arthritis Rheumatol. 2015;67(7):1789–97.CrossRefPubMed
Metadata
Title
Quantifying bone marrow inflammatory edema in the spine and sacroiliac joints with thresholding
Authors
Ioanna Chronaiou
Ruth S. Thomsen
Else M. Huuse
Leslie R. Euceda
Susanne J. Pedersen
Mari Hoff
Beathe Sitter
Publication date
01-12-2017
Publisher
BioMed Central
Published in
BMC Musculoskeletal Disorders / Issue 1/2017
Electronic ISSN: 1471-2474
DOI
https://doi.org/10.1186/s12891-017-1861-1

Other articles of this Issue 1/2017

BMC Musculoskeletal Disorders 1/2017 Go to the issue