Two shared immune cell signatures stratify patients with Sjögren's syndrome and systemic lupus erythematosus with potential therapeutic implications
Similarities in the clinical and laboratory features of patients with primary Sjögren's syndrome (pSS) and systemic lupus erythematosus (SLE) have led to attempts to treat pSS and SLE patients with similar biologic therapeutics. However, the results of many clinical trials are disappointing, an...
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Published in: | Arthritis & rheumatology (Hoboken, N.J.) |
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01-03-2021
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Abstract | Similarities in the clinical and laboratory features of patients with primary Sjögren's syndrome (pSS) and systemic lupus erythematosus (SLE) have led to attempts to treat pSS and SLE patients with similar biologic therapeutics. However, the results of many clinical trials are disappointing, and no biologic treatments are licensed in pSS, while few are available for SLE patients with refractory disease. Identifying shared immunological features between pSS and SLE could lead to better treatment selection using a stratification approach.
Immune-phenotyping of 29 immune-cell subsets in peripheral blood from patients with pSS (n=45), SLE (n=29) and secondary SS associated with SLE (SLE/SS) (n=14) with low disease activity or in clinical remission, and sex-matched healthy controls (n=31), was performed using flow cytometry. Data were analysed using supervised machine learning (balanced random forest, sparse partial least squares discriminant analysis), logistic regression and multiple t-tests. Patients were stratified by k-means clustering, and clinical trajectory analysis.
Patients with pSS and SLE had a similar immunological architecture despite having different clinical presentations and prognosis. K-means cluster analysis of the combined pSS, SLE and SLE/SS patient cohorts identified two endotypes characterized by distinct immune-cell profiles which spanned patient diagnoses. Logistic regression and machine learning models identified a signature of eight T-cell subsets that differentiated between the two endotypes with high accuracy (AUC=0.9979). Baseline and five-year clinical trajectory analysis identified differential damage scores and disease activity between the two endotypes.
An immune-cell toolkit could differentiate patients across diseases with high accuracy for targeted therapeutic approaches. |
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AbstractList | Similarities in the clinical and laboratory features of patients with primary Sjögren's syndrome (pSS) and systemic lupus erythematosus (SLE) have led to attempts to treat pSS and SLE patients with similar biologic therapeutics. However, the results of many clinical trials are disappointing, and no biologic treatments are licensed in pSS, while few are available for SLE patients with refractory disease. Identifying shared immunological features between pSS and SLE could lead to better treatment selection using a stratification approach.
Immune-phenotyping of 29 immune-cell subsets in peripheral blood from patients with pSS (n=45), SLE (n=29) and secondary SS associated with SLE (SLE/SS) (n=14) with low disease activity or in clinical remission, and sex-matched healthy controls (n=31), was performed using flow cytometry. Data were analysed using supervised machine learning (balanced random forest, sparse partial least squares discriminant analysis), logistic regression and multiple t-tests. Patients were stratified by k-means clustering, and clinical trajectory analysis.
Patients with pSS and SLE had a similar immunological architecture despite having different clinical presentations and prognosis. K-means cluster analysis of the combined pSS, SLE and SLE/SS patient cohorts identified two endotypes characterized by distinct immune-cell profiles which spanned patient diagnoses. Logistic regression and machine learning models identified a signature of eight T-cell subsets that differentiated between the two endotypes with high accuracy (AUC=0.9979). Baseline and five-year clinical trajectory analysis identified differential damage scores and disease activity between the two endotypes.
An immune-cell toolkit could differentiate patients across diseases with high accuracy for targeted therapeutic approaches. |
Author | Wu, WingHan Ahwireng, Nyarko Naja, Meena Bradford, Claire M Martin-Gutierrez, Lucia Isenberg, David A J'bari, Hajar Gandhi, Akash Peckham, Hannah Ciurtin, Coziana Waddington, Kirsty E Jury, Elizabeth C Varnier, Giulia Radmore, Rebecca Thompson, Nicolyn L Gupta, Vivek Peng, Junjie Robinson, George A |
Author_xml | – sequence: 1 givenname: Lucia surname: Martin-Gutierrez fullname: Martin-Gutierrez, Lucia organization: Centre for Adolescent Rheumatology Versus Arthritis, Department of Medicine, University College London, Rayne Building, London, W1CE 6JF, U.K – sequence: 2 givenname: Junjie surname: Peng fullname: Peng, Junjie organization: Centre for Adolescent Rheumatology Versus Arthritis, Department of Medicine, University College London, Rayne Building, London, W1CE 6JF, U.K – sequence: 3 givenname: Nicolyn L surname: Thompson fullname: Thompson, Nicolyn L organization: Centre for Rheumatology Research, Department of Medicine, University College London, Rayne Building, London, W1CE 6JF, U.K – sequence: 4 givenname: George A surname: Robinson fullname: Robinson, George A organization: Centre for Adolescent Rheumatology Versus Arthritis, Department of Medicine, University College London, Rayne Building, London, W1CE 6JF, U.K – sequence: 5 givenname: Meena surname: Naja fullname: Naja, Meena organization: University College London Hospitals, Department of Rheumatology, London, UK – sequence: 6 givenname: Hannah surname: Peckham fullname: Peckham, Hannah organization: Centre for Adolescent Rheumatology Versus Arthritis, Department of Medicine, University College London, Rayne Building, London, W1CE 6JF, U.K – sequence: 7 givenname: WingHan surname: Wu fullname: Wu, WingHan organization: Centre for Adolescent Rheumatology Versus Arthritis, Department of Medicine, University College London, Rayne Building, London, W1CE 6JF, U.K – sequence: 8 givenname: Hajar surname: J'bari fullname: J'bari, Hajar organization: University College London Hospitals, Department of Rheumatology, London, UK – sequence: 9 givenname: Nyarko surname: Ahwireng fullname: Ahwireng, Nyarko organization: University College London Hospitals, Department of Rheumatology, London, UK – sequence: 10 givenname: Kirsty E surname: Waddington fullname: Waddington, Kirsty E organization: Centre for Rheumatology Research, Department of Medicine, University College London, Rayne Building, London, W1CE 6JF, U.K – sequence: 11 givenname: Claire M surname: Bradford fullname: Bradford, Claire M organization: Centre for Rheumatology Research, Department of Medicine, University College London, Rayne Building, London, W1CE 6JF, U.K – sequence: 12 givenname: Giulia surname: Varnier fullname: Varnier, Giulia organization: Centre for Adolescent Rheumatology Versus Arthritis, Department of Medicine, University College London, Rayne Building, London, W1CE 6JF, U.K – sequence: 13 givenname: Akash surname: Gandhi fullname: Gandhi, Akash organization: University College London Hospitals, Department of Rheumatology, London, UK – sequence: 14 givenname: Rebecca surname: Radmore fullname: Radmore, Rebecca organization: University College London Hospitals, Department of Rheumatology, London, UK – sequence: 15 givenname: Vivek surname: Gupta fullname: Gupta, Vivek organization: University College London Hospitals, Department of Rheumatology, London, UK – sequence: 16 givenname: David A orcidid: 0000-0001-9514-2455 surname: Isenberg fullname: Isenberg, David A organization: University College London Hospitals, Department of Rheumatology, London, UK – sequence: 17 givenname: Elizabeth C orcidid: 0000-0002-2389-3396 surname: Jury fullname: Jury, Elizabeth C organization: Centre for Rheumatology Research, Department of Medicine, University College London, Rayne Building, London, W1CE 6JF, U.K – sequence: 18 givenname: Coziana orcidid: 0000-0002-8911-4113 surname: Ciurtin fullname: Ciurtin, Coziana organization: University College London Hospitals, Department of Rheumatology, London, UK |
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Title | Two shared immune cell signatures stratify patients with Sjögren's syndrome and systemic lupus erythematosus with potential therapeutic implications |
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