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Published in: Arthritis Research & Therapy 1/2016

Open Access 01-12-2016 | Research article

B-cell and T-cell quantification in minor salivary glands in primary Sjögren’s syndrome: development and validation of a pixel-based digital procedure

Authors: Sebastian Costa, Sacha Schutz, Divi Cornec, Arnaud Uguen, Isabelle Quintin-Roué, Agnès Lesourd, Jean-Marie Berthelot, Eric Hachulla, Pierre-Yves Hatron, Vincent Goeb, Olivier Vittecoq, Jacques Olivier Pers, Pascale Marcorelles, Alain Saraux, Valérie Devauchelle-Pensec

Published in: Arthritis Research & Therapy | Issue 1/2016

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Abstract

Background

Evaluating lymphocytic infiltration of minor salivary gland biopsy in primary Sjögren’s syndrome is challenging. We developed and evaluated a digital method for quantifying B and T lymphocytes in whole minor salivary gland biopsy slides.

Methods

Minor salivary gland biopsies were immunostained with anti-CD20/anti-CD3 antibodies using red/brown chromogens. Slides were digitised and spliced into mosaics of smaller JPEG format images in which red and brown pixels were counted. ImageJ Cell counter was used for validation. Agreement between the digital and manual methods was evaluated using Bland-Altman plots and the interclass correlation coefficient. External validation relied on the Chisholm-Mason, Tarpley, and focus-score methods.

Results

Of 62 minor salivary gland biopsy slides, 61.3 % had a Chisholm-Mason grade ≥ III or a focus score ≥1. The number of pixels correlated well with manual cell counts (r = 0.95 for red pixels vs. B cell count and r = 0.91 for brown pixels vs. T cell count). Interclass correlation coefficients between digital and manual counts were excellent (0.92 for B/T cells). B-cell proportion showed a significant positive correlation with the focus score (Spearman’s coefficient 0.463, p < 0.0001). Median B-cell proportion was lower in minor salivary gland biopsies with Chisholm grades I–II (2.5 % (0.2–13.9)) than III–IV (30.0 % (15.5–45.2)) and increased with Tarpley’s class (1, 2.2 % (0.2–6.6); 2, 27.2 % (13.0–38.9); and 3–4, 48.5 % (29.4–56.4); p < 0.001 for all comparisons). Minor salivary gland biopsy B-cell proportion was also significantly correlated with several markers of clinical and biological activity of the disease, especially with markers of systemic B-cell hyperactivation.

Conclusion

The digital procedure proved accurate compared to the reference standard, producing reliable results for whole tissue sections.

Trial registration

ClinicalTrials.gov [NCT00740948]. Registered 22 August 2008.
Literature
2.
go back to reference Chisholm DM, Waterhouse JP, Mason DK. Lymphocytic sialadenitis in the major and minor glands: a correlation in postmortem subjects. J Clin Pathol. 1970;23:690–4.PubMedPubMedCentralCrossRef Chisholm DM, Waterhouse JP, Mason DK. Lymphocytic sialadenitis in the major and minor glands: a correlation in postmortem subjects. J Clin Pathol. 1970;23:690–4.PubMedPubMedCentralCrossRef
3.
go back to reference Tzioufas AG, Vlachoyiannopoulos PG. Sjogren’s syndrome: an update on clinical, basic and diagnostic therapeutic aspects. J Autoimmun. 2012;39:1–3.PubMedCrossRef Tzioufas AG, Vlachoyiannopoulos PG. Sjogren’s syndrome: an update on clinical, basic and diagnostic therapeutic aspects. J Autoimmun. 2012;39:1–3.PubMedCrossRef
6.
go back to reference Daniels TE, Cox D, Shiboski CH, Schiødt M, Wu A, Lanfranchi H, et al. Associations between salivary gland histopathologic diagnoses and phenotypic features of Sjögren’s syndrome among 1,726 registry participants. Arthritis Rheum. 2011;63:2021–30.PubMedPubMedCentralCrossRef Daniels TE, Cox D, Shiboski CH, Schiødt M, Wu A, Lanfranchi H, et al. Associations between salivary gland histopathologic diagnoses and phenotypic features of Sjögren’s syndrome among 1,726 registry participants. Arthritis Rheum. 2011;63:2021–30.PubMedPubMedCentralCrossRef
7.
go back to reference Guellec D, Cornec D, Jousse-Joulin S, Marhadour T, Marcorelles P, Pers J, et al. Diagnostic value of labial minor salivary gland biopsy for Sjögren’s syndrome: a systematic review. Autoimmun Rev. 2013;12:416–20.PubMedCrossRef Guellec D, Cornec D, Jousse-Joulin S, Marhadour T, Marcorelles P, Pers J, et al. Diagnostic value of labial minor salivary gland biopsy for Sjögren’s syndrome: a systematic review. Autoimmun Rev. 2013;12:416–20.PubMedCrossRef
8.
go back to reference Daniels TE. Labial salivary gland biopsy in Sjögren’s syndrome. Assessment as a diagnostic criterion in 362 suspected cases. Arthritis Rheum. 1984;27:147–56.PubMedCrossRef Daniels TE. Labial salivary gland biopsy in Sjögren’s syndrome. Assessment as a diagnostic criterion in 362 suspected cases. Arthritis Rheum. 1984;27:147–56.PubMedCrossRef
9.
go back to reference Greenspan JS, Daniels TE, Talal N, Sylvester RA. The histopathology of Sjögren’s syndrome in labial salivary gland biopsies. Oral Surg Oral Med Oral Pathol. 1974;37:217–29.PubMedCrossRef Greenspan JS, Daniels TE, Talal N, Sylvester RA. The histopathology of Sjögren’s syndrome in labial salivary gland biopsies. Oral Surg Oral Med Oral Pathol. 1974;37:217–29.PubMedCrossRef
10.
go back to reference Vitali C, Bombardieri S, Jonsson R, Moutsopoulos HM, Alexander EL, Carsons SE, et al. Classification criteria for Sjögren’s syndrome: a revised version of the European criteria proposed by the American-European Consensus Group. Ann Rheum Dis. 2002;61:554–8.PubMedPubMedCentralCrossRef Vitali C, Bombardieri S, Jonsson R, Moutsopoulos HM, Alexander EL, Carsons SE, et al. Classification criteria for Sjögren’s syndrome: a revised version of the European criteria proposed by the American-European Consensus Group. Ann Rheum Dis. 2002;61:554–8.PubMedPubMedCentralCrossRef
11.
go back to reference Costa S, Quintin-Roué I, Lesourd A, Jousse-Joulin S, Berthelot J-M, Hachulla E, et al. Reliability of histopathological salivary gland biopsy assessment in Sjögren’s syndrome: a multicentre cohort study. Rheumatol Oxf Engl. 2014. Costa S, Quintin-Roué I, Lesourd A, Jousse-Joulin S, Berthelot J-M, Hachulla E, et al. Reliability of histopathological salivary gland biopsy assessment in Sjögren’s syndrome: a multicentre cohort study. Rheumatol Oxf Engl. 2014.
12.
go back to reference Pers J, Daridon C, Devauchelle V, Jousse S, Saraux A, Jamin C, et al. BAFF overexpression is associated with autoantibody production in autoimmune diseases. Ann N Y Acad Sci. 2005;1050:34–9.PubMedCrossRef Pers J, Daridon C, Devauchelle V, Jousse S, Saraux A, Jamin C, et al. BAFF overexpression is associated with autoantibody production in autoimmune diseases. Ann N Y Acad Sci. 2005;1050:34–9.PubMedCrossRef
14.
go back to reference Cornec D, Devauchelle-Pensec V, Tobón GJ, Pers J-O, Jousse-Joulin S, Saraux A. B cells in Sjögren’s syndrome: from pathophysiology to diagnosis and treatment. J Autoimmun. 2012;39:161–7.PubMedCrossRef Cornec D, Devauchelle-Pensec V, Tobón GJ, Pers J-O, Jousse-Joulin S, Saraux A. B cells in Sjögren’s syndrome: from pathophysiology to diagnosis and treatment. J Autoimmun. 2012;39:161–7.PubMedCrossRef
15.
go back to reference Devauchelle-Pensec V, Cagnard N, Pers J-O, Youinou P, Saraux A, Chiocchia G. Gene expression profile in the salivary glands of primary Sjögren’s syndrome patients before and after treatment with rituximab. Arthritis Rheum. 2010;62:2262–71.PubMedCrossRef Devauchelle-Pensec V, Cagnard N, Pers J-O, Youinou P, Saraux A, Chiocchia G. Gene expression profile in the salivary glands of primary Sjögren’s syndrome patients before and after treatment with rituximab. Arthritis Rheum. 2010;62:2262–71.PubMedCrossRef
16.
go back to reference Carubbi F, Alunno A, Cipriani P, Di Benedetto P, Ruscitti P, Berardicurti O, et al. Is minor salivary gland biopsy more than a diagnostic tool in primary Sjögren’s syndrome? Association between clinical, histopathological, and molecular features: a retrospective study. Semin Arthritis Rheum. 2014;44:314–24.PubMedCrossRef Carubbi F, Alunno A, Cipriani P, Di Benedetto P, Ruscitti P, Berardicurti O, et al. Is minor salivary gland biopsy more than a diagnostic tool in primary Sjögren’s syndrome? Association between clinical, histopathological, and molecular features: a retrospective study. Semin Arthritis Rheum. 2014;44:314–24.PubMedCrossRef
17.
go back to reference Christodoulou MI, Kapsogeorgou EK, Moutsopoulos HM. Characteristics of the minor salivary gland infiltrates in Sjögren’s syndrome. J Autoimmun. 2010;34:400–7.PubMedCrossRef Christodoulou MI, Kapsogeorgou EK, Moutsopoulos HM. Characteristics of the minor salivary gland infiltrates in Sjögren’s syndrome. J Autoimmun. 2010;34:400–7.PubMedCrossRef
18.
go back to reference Le Pottier L. Ectopic germinal centers are rare in Sjögren’s syndrome salivary glands and do not exclude autoreactive B cells. J Immunol. 2009;182:3540–7.PubMedCrossRef Le Pottier L. Ectopic germinal centers are rare in Sjögren’s syndrome salivary glands and do not exclude autoreactive B cells. J Immunol. 2009;182:3540–7.PubMedCrossRef
19.
go back to reference Jonsson R, Vogelsang P, Volchenkov R, Espinosa A, Wahren-Herlenius M, Appel S. The complexity of Sjögren’s syndrome: novel aspects on pathogenesis. Immunol Lett. 2011;141:1–9.PubMedCrossRef Jonsson R, Vogelsang P, Volchenkov R, Espinosa A, Wahren-Herlenius M, Appel S. The complexity of Sjögren’s syndrome: novel aspects on pathogenesis. Immunol Lett. 2011;141:1–9.PubMedCrossRef
20.
go back to reference Jonsson MV, Skarstein K, Jonsson R, Brun JG. Serological implications of germinal center-like structures in primary Sjögren’s syndrome. J Rheumatol. 2007;34:2044–9.PubMed Jonsson MV, Skarstein K, Jonsson R, Brun JG. Serological implications of germinal center-like structures in primary Sjögren’s syndrome. J Rheumatol. 2007;34:2044–9.PubMed
21.
go back to reference Theander E, Vasaitis L, Baecklund E, Nordmark G, Warfvinge G, Liedholm R, et al. Lymphoid organisation in labial salivary gland biopsies is a possible predictor for the development of malignant lymphoma in primary Sjögren’s syndrome. Ann Rheum Dis. 2011;70:1363–8.PubMedPubMedCentralCrossRef Theander E, Vasaitis L, Baecklund E, Nordmark G, Warfvinge G, Liedholm R, et al. Lymphoid organisation in labial salivary gland biopsies is a possible predictor for the development of malignant lymphoma in primary Sjögren’s syndrome. Ann Rheum Dis. 2011;70:1363–8.PubMedPubMedCentralCrossRef
22.
go back to reference Fuchs TJ, Buhmann JM. Computational pathology: challenges and promises for tissue analysis. Comput Med Imaging Graph. 2011;35:515–30.PubMedCrossRef Fuchs TJ, Buhmann JM. Computational pathology: challenges and promises for tissue analysis. Comput Med Imaging Graph. 2011;35:515–30.PubMedCrossRef
23.
go back to reference Vrekoussis T, Chaniotis V, Navrozoglou I, Dousias V, Pavlakis K, Stathopoulos EN, et al. Image analysis of breast cancer immunohistochemistry-stained sections using ImageJ: an RGB-based model. Anticancer Res. 2009;29:4995–8.PubMed Vrekoussis T, Chaniotis V, Navrozoglou I, Dousias V, Pavlakis K, Stathopoulos EN, et al. Image analysis of breast cancer immunohistochemistry-stained sections using ImageJ: an RGB-based model. Anticancer Res. 2009;29:4995–8.PubMed
24.
go back to reference Kothari S, Phan JH, Stokes TH, Wang MD. Pathology imaging informatics for quantitative analysis of whole-slide images. J Am Med Inform Assoc. 2013;20:1099–108.PubMedPubMedCentralCrossRef Kothari S, Phan JH, Stokes TH, Wang MD. Pathology imaging informatics for quantitative analysis of whole-slide images. J Am Med Inform Assoc. 2013;20:1099–108.PubMedPubMedCentralCrossRef
25.
go back to reference Christodoulou MI, Kapsogeorgou EK, Moutsopoulos NM, Moutsopoulos HM. Foxp3+ T-regulatory cells in Sjögren’s syndrome: correlation with the grade of the autoimmune lesion and certain adverse prognostic factors. Am J Pathol. 2008;173:1389–96.PubMedPubMedCentralCrossRef Christodoulou MI, Kapsogeorgou EK, Moutsopoulos NM, Moutsopoulos HM. Foxp3+ T-regulatory cells in Sjögren’s syndrome: correlation with the grade of the autoimmune lesion and certain adverse prognostic factors. Am J Pathol. 2008;173:1389–96.PubMedPubMedCentralCrossRef
26.
go back to reference Devauchelle-Pensec V, Mariette X, Jousse-Joulin S, Berthelot J-M, Perdriger A, Puéchal X, et al. Treatment of primary Sjögren syndrome with rituximab. Ann Intern Med. 2014;160:233–46.PubMedCrossRef Devauchelle-Pensec V, Mariette X, Jousse-Joulin S, Berthelot J-M, Perdriger A, Puéchal X, et al. Treatment of primary Sjögren syndrome with rituximab. Ann Intern Med. 2014;160:233–46.PubMedCrossRef
27.
go back to reference Tarpley Jr TM, Anderson LG, White CL. Minor salivary gland involvement in Sjögren’s syndrome. Oral Surg Oral Med Oral Pathol. 1974;37:64–74.PubMedCrossRef Tarpley Jr TM, Anderson LG, White CL. Minor salivary gland involvement in Sjögren’s syndrome. Oral Surg Oral Med Oral Pathol. 1974;37:64–74.PubMedCrossRef
28.
go back to reference Seror R, Ravaud P, Bowman SJ, Baron G, Tzioufas A, Theander E, et al. EULAR Sjogren’s syndrome disease activity index: development of a consensus systemic disease activity index for primary Sjogren’s syndrome. Ann Rheum Dis. 2010;69:1103–9.PubMedPubMedCentralCrossRef Seror R, Ravaud P, Bowman SJ, Baron G, Tzioufas A, Theander E, et al. EULAR Sjogren’s syndrome disease activity index: development of a consensus systemic disease activity index for primary Sjogren’s syndrome. Ann Rheum Dis. 2010;69:1103–9.PubMedPubMedCentralCrossRef
29.
go back to reference Altman DG, Bland JM. Measurement in medicine: the analysis of method comparison studies. The Statistician. 1983;32:307–17.CrossRef Altman DG, Bland JM. Measurement in medicine: the analysis of method comparison studies. The Statistician. 1983;32:307–17.CrossRef
30.
go back to reference Cornec D, Costa S, Devauchelle-Pensec V, Jousse-Joulin S, Marcorelles P, Berthelot J-M, et al. Blood and salivary-gland BAFF-driven B-cell hyperactivity is associated to rituximab inefficacy in primary Sjögren’s syndrome. J Autoimmun 2015. doi: 10.1016/j.jaut.2015.11.002. in press. Cornec D, Costa S, Devauchelle-Pensec V, Jousse-Joulin S, Marcorelles P, Berthelot J-M, et al. Blood and salivary-gland BAFF-driven B-cell hyperactivity is associated to rituximab inefficacy in primary Sjögren’s syndrome. J Autoimmun 2015. doi: 10.​1016/​j.​jaut.​2015.​11.​002. in press.
31.
go back to reference Taylor CR, Levenson RM. Quantification of immunohistochemistry—issues concerning methods, utility and semiquantitative assessment II. Histopathology. 2006;49:411–24.PubMedCrossRef Taylor CR, Levenson RM. Quantification of immunohistochemistry—issues concerning methods, utility and semiquantitative assessment II. Histopathology. 2006;49:411–24.PubMedCrossRef
32.
go back to reference Varghese F, Bukhari AB, Malhotra R, De A. IHC profiler: an open source plugin for the quantitative evaluation and automated scoring of immunohistochemistry images of human tissue samples. PLoS One. 2014;9:e96801.PubMedPubMedCentralCrossRef Varghese F, Bukhari AB, Malhotra R, De A. IHC profiler: an open source plugin for the quantitative evaluation and automated scoring of immunohistochemistry images of human tissue samples. PLoS One. 2014;9:e96801.PubMedPubMedCentralCrossRef
33.
go back to reference Levenson RM, Mansfield JR. Multispectral imaging in biology and medicine: slices of life. Cytom Part J Int Soc Anal Cytol. 2006;69:748–58.CrossRef Levenson RM, Mansfield JR. Multispectral imaging in biology and medicine: slices of life. Cytom Part J Int Soc Anal Cytol. 2006;69:748–58.CrossRef
34.
go back to reference Levenson RM. Spectral imaging perspective on cytomics. Cytom Part J Int Soc Anal Cytol. 2006;69:592–600.CrossRef Levenson RM. Spectral imaging perspective on cytomics. Cytom Part J Int Soc Anal Cytol. 2006;69:592–600.CrossRef
Metadata
Title
B-cell and T-cell quantification in minor salivary glands in primary Sjögren’s syndrome: development and validation of a pixel-based digital procedure
Authors
Sebastian Costa
Sacha Schutz
Divi Cornec
Arnaud Uguen
Isabelle Quintin-Roué
Agnès Lesourd
Jean-Marie Berthelot
Eric Hachulla
Pierre-Yves Hatron
Vincent Goeb
Olivier Vittecoq
Jacques Olivier Pers
Pascale Marcorelles
Alain Saraux
Valérie Devauchelle-Pensec
Publication date
01-12-2016
Publisher
BioMed Central
Published in
Arthritis Research & Therapy / Issue 1/2016
Electronic ISSN: 1478-6362
DOI
https://doi.org/10.1186/s13075-016-0924-2

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