Abstract
Objective
Systemic sclerosis (SSc) is a heterogeneous connective tissue disease that is commonly subdivided into limited cutaneous SSc (lcSSc) and diffuse cutaneous SSc (dcSSc) based on the extent of skin involvement. This subclassification may not reflect the full range of clinical phenotypic variation. This study aimed to investigate clinical features and aggregation of patients with SSc in Chinese based on SSc manifestations and organ involvements, in order to achieve precise treatment of SSc early prevention of complications.
Methods
In total 287 SSc patients were included in this study. A cluster analysis was applied according to 13 clinical and serologic variables to determine subgroups of patients. Survival rates between obtained clusters and risk factors affecting prognosis were also compared.
Result
In this study, six clusters were observed: cluster 1 (n = 66) represented the skin type, with all patients showing skin thickening. In cluster 2 (n = 56), most patients had vascular and articular involvement. Cluster 3 (n = 14) individuals mostly had cardiac and pulmonary involvement. In cluster 4 (n = 52), the gastrointestinal type, 50 patients presented with stomach symptoms and 28 patients presented with esophageal symptoms. In cluster 5 (n = 50), patients barely had any major organ involvement. Cluster 6 (n = 49) included 46% of all patients presenting with renal crisis.
Conclusion
The results of our cluster analysis study implied that limiting SSc patient subgroups to those based only on skin involvement might not capture the full heterogeneity of the disease. Organ damage and antibody profiles should be considered when identifying homogeneous patient groups with a specific prognosis.
Key Points • Provides a new method of categorizing SSc patients. • Can better explain disease progression and guide subsequent treatment. |
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Data availability
The datasets used and analyzed during the current study are available from the corresponding author on reasonable request.
References
Argula RG, Ward C, Feghali-Bostwick C (2019) Therapeutic challenges and advances in the management of systemic sclerosis-related pulmonary arterial hypertension (SSc-PAH). Ther Clin Risk Manag 13(15):1427–1442. https://doi.org/10.2147/TCRM.S219024
Coral-Alvarado PX, Garces MF, Caminos JE, Iglesias-Gamarra A, Restrepo JF, Quintana G (2010) Serum endoglin levels in patients suffering from systemic sclerosis and elevated systolic pulmonary arterial pressure. Int J Rheumatol 2010:969383. https://doi.org/10.1155/2010/969383
Valentini G (2015) Undifferentiated connective tissue disease at risk for systemic sclerosis (SSc) (so far referred to as very early/early SSc or pre-SSc). Autoimmun Rev 14(3):210–213. https://doi.org/10.1016/j.autrev.2014.11.002
Adigun R, Goyal A, Hariz A (2023) Systemic sclerosis. 2022 May 8. In: StatPearls (Internet). Treasure Island (FL): StatPearls Publishing
Tieu A, Chaigne B, Dunogué B et al (2022) Autoantibodies versus skin fibrosis extent in systemic sclerosis: a case-control study of inverted phenotypes. Diagnostics (Basel) 12(5):1067. https://doi.org/10.3390/diagnostics12051067
LeRoy EC, Black C, Fleischmajer R et al (1988) Scleroderma (systemic sclerosis): classification, subsets and pathogenesis. J Rheumatol 15(2):202–205
Medsger TA Jr (2003) Natural history of systemic sclerosis and the assessment of disease activity, severity, functional status, and psychologic well-being. Rheum Dis Clin North Am 29(2):255–73, vi. https://doi.org/10.1016/s0889-857x(03)00023-1
Santiago M, Baron M, Hudson M et al (2007) Antibodies to RNA polymerase III in systemic sclerosis detected by ELISA. J Rheumatol 34(7):1528–1534
Zanatta E, Huscher D, Ortolan A et al (2022) Phenotype of limited cutaneous systemic sclerosis patients with positive anti-topoisomerase I antibodies: data from the EUSTAR cohort. Rheumatology (Oxford) 61(12):4786–4796. https://doi.org/10.1093/rheumatology/keac188
Sobanski V, Giovannelli J, Allanore Y et al (2019) Phenotypes determined by cluster analysis and their survival in the prospective European scleroderma trials and research cohort of patients with systemic sclerosis. Arthritis Rheumatol 71(9):1553–1570. https://doi.org/10.1002/art.40906
Joven BE, Escribano P, Andreu JL et al (2018) 2013 ACR/EULAR systemic sclerosis classification criteria in patients with associated pulmonary arterial hypertension. Semin Arthritis Rheum 47(6):870–876. https://doi.org/10.1016/j.semarthrit.2017.10.006
Humbert M, Kovacs G, Hoeper MM et al (2023) ESC/ERS Scientific Document Group. 2022 ESC/ERS guidelines for the diagnosis and treatment of pulmonary hypertension. Eur Respir J 6;61(1):2200879. https://doi.org/10.1183/13993003.00879-2022
Hinchcliff M, Fischer A, Schiopu E, Steen VD, PHAROS Investigators (2011) Pulmonary hypertension assessment and recognition of outcomes in scleroderma (PHAROS): baseline characteristics and description of study population. J Rheumatol 38(10):2172–9. https://doi.org/10.3899/jrheum.101243
Katzenstein AL, Myers JL (2000) Nonspecific interstitial pneumonia and the other idiopathic interstitial pneumonias: classification and diagnostic criteria. Am J Surg Pathol 24(1):1–3. https://doi.org/10.1097/00000478-200001000-00001
Cole A, Ong VH, Denton CP (2023) Renal disease and systemic sclerosis: an update on scleroderma renal crisis. Clin Rev Allergy Immunol 64(3):378–391. https://doi.org/10.1007/s12016-022-08945-x
Khedoe P, Marges E, Hiemstra P, Ninaber M, Geelhoed M (2020) Interstitial lung disease in patients with systemic sclerosis: toward personalized-medicine-based prediction and drug screening models of systemic sclerosis-related interstitial lung disease (SSc-ILD). Front Immunol 4(11):1990. https://doi.org/10.3389/fimmu.2020.01990
Bruni C, Frech T, Manetti M et al (2018) Vascular leaking, a pivotal and early pathogenetic event in systemic sclerosis: should the door be closed? Front Immunol 7(9):2045. https://doi.org/10.3389/fimmu.2018.02045
Tahiat A, Allam I, Abdessemed A et al (2020) Autoantibody profile in a cohort of Algerian patients with systemic sclerosis. Ann Biol Clin (Paris) 78(2):126–133. https://doi.org/10.1684/abc.2020.1532
Goodfield MJ (1994) The skin in systemic sclerosis. Clin Dermatol 12(2):229–36. https://doi.org/10.1016/s0738-081x(94)90326-3
Ghosh SK, Bandyopadhyay D, Saha I, Barua JK (2012) Mucocutaneous and demographic features of systemic sclerosis: a profile of 46 patients from eastern India. Indian J Dermatol 57(3):201–205. https://doi.org/10.4103/0019-5154.96193
Denton CP, Khanna D (2017) Systemic sclerosis. Lancet 390(10103):1685–1699. https://doi.org/10.1016/S0140-6736(17)30933-9
Kowal-Bielecka O, Fransen J, Avouac J et al (2017) Update of EULAR recommendations for the treatment of systemic sclerosis. Ann Rheum Dis 76(8):1327–1339. https://doi.org/10.1136/annrheumdis-2016-209909
Galluccio F (2022) Rapid and sustained effect of ozone major autohemotherapy for Raynaud and hand edema in systemic sclerosis patient: a case report. Cureus 14(11):e31831. https://doi.org/10.7759/cureus.31831
Avouac J, Guerini H, Wipff J et al (2006) Radiological hand involvement in systemic sclerosis. Ann Rheum Dis 65(8):1088–1092. https://doi.org/10.1136/ard.2005.044602
Schumacher HR Jr (1973) Joint involvement in progressive systemic sclerosis (scleroderma): a light and electron microscopic study of synovial membrane and fluid. Am J Clin Pathol 60(5):593–600. https://doi.org/10.1093/ajcp/60.5.593
Avouac J, Clements PJ, Khanna D, Furst DE, Allanore Y (2012) Articular involvement in systemic sclerosis. Rheumatology (Oxford) 51(8):1347–1356. https://doi.org/10.1093/rheumatology/kes041
Boucly A, Weatherald J, Savale L et al (2017) Risk assessment, prognosis and guideline implementation in pulmonary arterial hypertension. Eur Respir J 50(2):1700889. https://doi.org/10.1183/13993003.00889-2017
Rhodes CJ, Wharton J, Swietlik EM et al (2022) Using the plasma proteome for risk stratifying patients with pulmonary arterial hypertension. Am J Respir Crit Care Med 205(9):1102–1111. https://doi.org/10.1164/rccm.202105-1118OC
Mukerjee D, Yap LB, Holmes AM et al (2003) Significance of plasma N-terminal pro-brain natriuretic peptide in patients with systemic sclerosis-related pulmonary arterial hypertension. Respir Med 97(11):1230–1236. https://doi.org/10.1016/s0954-6111(03)00254-3
Thakkar V, Stevens WM, Prior D et al (2012) N-terminal pro-brain natriuretic peptide in a novel screening algorithm for pulmonary arterial hypertension in systemic sclerosis: a case-control study. Arthritis Res Ther 14(3):R143. https://doi.org/10.1186/ar3876
Nagaya N, Uematsu M, Satoh T et al (1999) Serum uric acid levels correlate with the severity and the mortality of primary pulmonary hypertension. Am J Respir Crit Care Med 160(2):487–492. https://doi.org/10.1164/ajrccm.160.2.9812078
Hansi N, Thoua N, Carulli M et al (2014) Consensus best practice pathway of the UK scleroderma study group: gastrointestinal manifestations of systemic sclerosis. Clin Exp Rheumatol 32(6 Suppl 86):S-214-21
Thonhofer R, Siegel C, Trummer M, Graninger W (2012) Early endoscopy in systemic sclerosis without gastrointestinal symptoms. Rheumatol Int 32(1):165–168. https://doi.org/10.1007/s00296-010-1595-y
Carlson DA, Crowell MD, Kimmel JN et al (2016) Loss of peristaltic reserve, determined by multiple rapid swallows, is the most frequent esophageal motility abnormality in patients with systemic sclerosis. Clin Gastroenterol Hepatol 14(10):1502–1506. https://doi.org/10.1016/j.cgh.2016.03.039
Katz PO, Gerson LB, Vela MF (2013) Guidelines for the diagnosis and management of gastroesophageal reflux disease. Am J Gastroenterol 108(3):308–28; quiz 329. https://doi.org/10.1038/ajg.2012.444. Erratum in: Am J Gastroenterol. 2013 Oct;108(10):1672.
Smale BF, Mullen JL, Buzby GP, Rosato EF (1981) The efficacy of nutritional assessment and support in cancer surgery. Cancer 47(10):2375–2381. https://doi.org/10.1002/1097-0142(19810515)47:10%3c2375::aid-cncr2820471009%3e3.0.co;2-i
Onodera T, Goseki N, Kosaki G (1984) Prognostic nutritional index in gastrointestinal surgery of malnourished cancer patients. Nihon Geka Gakkai Zasshi 85(9):1001–5 (Japanese)
Cadwell JB, Afonso AM, Shahrokni A (2020) Prognostic nutritional index (PNI), independent of frailty is associated with six-month postoperative mortality. J Geriatr Oncol 11(5):880–884. https://doi.org/10.1016/j.jgo.2020.03.013
Hasegawa E, Kobayashi D, Kurosawa Y et al (2020) Nutritional status as the risk factor of serious infection in patients with rheumatoid arthritis. Mod Rheumatol 30(6):982–989. https://doi.org/10.1080/14397595.2019.1681653
Hunzelmann N, Genth E, Krieg T et al (2008) The registry of the German Network for Systemic Scleroderma: frequency of disease subsets and patterns of organ involvement. Rheumatology (Oxford) 47(8):1185–1192. https://doi.org/10.1093/rheumatology/ken179
Adigun R, Goyal A, Hariz A (2023) Systemic sclerosis. 2022 May 8. In: StatPearls (Internet). Treasure Island (FL): StatPearls Publishing
Sobanski V, Giovannelli J, Allanore Y et al (2019) Phenotypes determined by cluster analysis and their survival in the prospective European scleroderma trials and research cohort of patients with systemic sclerosis. Arthritis Rheumatol 71(9):1553–1570. https://doi.org/10.1002/art.40906
Srivastava N, Hudson M, Tatibouet S, et al; Canadian Scleroderma Research Group (CSRG) (2015) Thinking outside the box--the associations with cutaneous involvement and autoantibody status in systemic sclerosis are not always what we expect. Semin Arthritis Rheum 45(2):184–9. https://doi.org/10.1016/j.semarthrit.2015.04.009.
Höppner J, Tabeling C, Casteleyn V et al (2023) Comprehensive autoantibody profiles in systemic sclerosis: clinical cluster analysis. Front Immunol 4(13):1045523. https://doi.org/10.3389/fimmu.2022.1045523
Pendergrass SA, Lemaire R, Francis IP et al (2012) Intrinsic gene expression subsets of diffuse cutaneous systemic sclerosis are stable in serial skin biopsies. J Invest Dermatol 132(5):1363–1373. https://doi.org/10.1038/jid.2011.472
Gourh P, Safran SA, Alexander T et al (2020) HLA and autoantibodies define scleroderma subtypes and risk in African and European Americans and suggest a role for molecular mimicry. Proc Natl Acad Sci U S A 117(1):552–562. https://doi.org/10.1073/pnas.1906593116
Dantas AT, Almeida AR, Sampaio MCPD et al (2018) Different profile of cytokine production in patients with systemic sclerosis and association with clinical manifestations. Immunol Lett 198:12–16. https://doi.org/10.1016/j.imlet.2018.03.011
Funding
This work was supported by the National Natural Science Foundation of China (Youth fund project, Grant NO.82201994) and the Natural Science Foundation of Shandong Province (General Program, Grant NO. ZR2022MH016 and Youth fund project, Grant NO. ZR2021QH043).
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Yaqi Zhao and WeiXu participated in the study design and literature review, performed statistical analysis and presentation of the results, and participated in the drafting and review of the manuscript. Yaqi Zhao, WeiXu, Wenfeng Gao, Xinya Li, Baocheng Liu, and Suyan Yan collected clinical data. Zhenzhen Ma and Qingrui Yang participated in the study design, drafting, and review of the manuscript. All authors contributed to the article and approved the submitted version.
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The study was conducted according to the guidelines of the Declaration of Helsinki and approved by the Ethics Committee of Shandong Provincial Hospital, Shandong First Medical University (NSFC:NO.2022–413). All participants signed the informed consent form.
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Significance and innovations
1. Cluster analysis of systemic sclerosis patients has been studied internationally, but less so in the Chinese population. The present study shows how the subclassification of cases by subgroups (clusters) that consider organ damage, antibodies, and demographic data can better explain the trajectories of the disease and could have subsequent implications in terms of prognosis or treatments that can be better explained in future prospective studies.
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Zhao, Y., Xu, W., Gao, W. et al. Phenotypes of patients with systemic sclerosis in the Chinese Han population: a cluster analysis. Clin Rheumatol 43, 1635–1646 (2024). https://doi.org/10.1007/s10067-024-06936-1
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DOI: https://doi.org/10.1007/s10067-024-06936-1