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Quality of life in patients with Sjögren's disease: a bibliometric analysis. Sjögren病患者的生活质量:文献计量学分析
IF 3.4 4区 医学 Q2 RHEUMATOLOGY Pub Date : 2025-12-01 Epub Date: 2025-11-07 DOI: 10.55563/clinexprheumatol/ujdncl
Wenjing Liu, Zilin Guo, Xuanyun Wang, Nannan Lu, Xiaopo Tang, Quan Jiang, Xinyao Zhou

Objectives: Quality of life (QoL) in patients with Sjögren's disease (SjD) is a critical area of research that demands attention due to the impact of SjD on patients' lives. This study utilised bibliometric methods, aiming to comprehensively explore the research content and hotspots in the field of QoL in patients with SjD.

Methods: The literature data source for this study was the Web of Science Core Collection. CiteSpace and VOSviewer were used to analyse publications in relation to authors, countries, institutions, journals, references, and keywords.

Results: The study focused on literature that addressed QoL in SjD patients, involving a total of 922 authors and 336 articles published across 151 journals. The study revealed that the number of publications in this field has remained relatively low, exhibiting a stable yet gradual upward trend, with no evidence of explosive growth. Key journals in this field include the Journal of Annals of the Rheumatic Diseases, Rheumatology (Oxford), Clinical and Experimental Rheumatology, and the Journal of Arthritis & Rheumatology. Asghar Bowman Simon J is the most prolific author in the field (21 publications), and England and the University Hospitals Birmingham NHS Foundation Trust and University of Groningen have the most publications. The most high-frequency keywords are "Sjögren's syndrome", "quality of life," "fatigue", "xerostomia", "depression", "sexual dysfunction" and "xerophthalmia".

Conclusions: This study represents a bibliometric analysis focusing on QoL in patients with SjD. It underscores the need for more extensive and systematic research in this area, emphasising the importance of a multidisciplinary approach. Despite advancements in medical research for SjD, there is a crucial need to focus on QoL to enhance patient satisfaction and overall well-being. The findings advocate for more personalised treatment plans and a better understanding of the psychosocial needs of patients with SjD to improve their quality of life.

目的:Sjögren's disease (SjD)患者的生活质量(QoL)是一个重要的研究领域,由于SjD对患者生活的影响,需要关注。本研究采用文献计量学方法,旨在全面探讨SjD患者生活质量领域的研究内容和热点。方法:本研究的文献资料来源为Web of Science Core Collection。使用CiteSpace和VOSviewer分析与作者、国家、机构、期刊、参考文献和关键词相关的出版物。结果:本研究集中研究了SjD患者生活质量的文献,共涉及922位作者,发表在151个期刊上的336篇文章。研究表明,该领域的出版物数量仍然相对较少,呈现出稳定而逐渐上升的趋势,没有爆炸式增长的迹象。该领域的主要期刊包括《风湿病年鉴》、《风湿病学》(牛津)、《临床与实验风湿病》和《关节炎与风湿病学》。Asghar Bowman Simon J是该领域最多产的作者(21篇出版物),英国和伯明翰大学医院NHS基金会信托基金以及格罗宁根大学拥有最多的出版物。频率最高的关键词是“Sjögren’s syndrome”、“生活质量”、“疲劳”、“口干”、“抑郁”、“性功能障碍”和“干眼症”。结论:本研究对SjD患者的生活质量进行了文献计量学分析。它强调需要在这一领域进行更广泛和系统的研究,强调多学科方法的重要性。尽管SjD的医学研究取得了进展,但迫切需要关注生活质量,以提高患者满意度和整体幸福感。研究结果提倡更个性化的治疗计划,并更好地了解SjD患者的社会心理需求,以提高他们的生活质量。
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引用次数: 0
Mechanism-driven innovative drug development for primary Sjögren's disease: insights from global clinical trial landscapes. 机制驱动的创新药物开发用于原发性Sjögren疾病:来自全球临床试验景观的见解。
IF 3.4 4区 医学 Q2 RHEUMATOLOGY Pub Date : 2025-12-01 Epub Date: 2025-12-18 DOI: 10.55563/clinexprheumatol/i0vmup
Fangping Wu, Le Wei Dai, Guolin Wu
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引用次数: 0
Estimating the reliability of salivary gland ultrasound scoring in Sjögren's disease: the outcome of an international training workshop. 估计唾液腺超声评分在Sjögren疾病中的可靠性:一个国际培训研讨会的结果。
IF 3.4 4区 医学 Q2 RHEUMATOLOGY Pub Date : 2025-12-01 Epub Date: 2025-11-17 DOI: 10.55563/clinexprheumatol/derjeb
Mehmet A Suludere, Niels R F Sluijpers, Suzanne Arends, Alja J Stel, Sandrine Jousse-Joulin, Alojzija Hočevar, Hendrika Bootsma, Arjan Vissink, Konstantina Delli

Objectives: Current evidence on how training influences the reliability of salivary gland ultrasound (SGUS) image scoring is scarce, particularly in the context of Sjögren's disease (SjD). This study aimed to address this gap by evaluating the effect of a structured training workshop on inter-observer reliability in SGUS scoring among clinicians assessing patients with SjD.

Methods: 25 healthcare professionals from 10 countries, with varying SGUS expertise participated. In random order, SGUS images of 20 suspected SjD patients were assessed before and after the workshop. Images included grey-scale (GS) and colour Doppler (CD) scans of the submandibular and parotid glands and were scored using the OMERACT GS and CD scoring systems. Intraclass correlation coefficients (ICC) assessed overall inter-observer reliability, and participant vs. SGUS-expert reliability (gold standard-participant agreement). Analyses were stratified by SGUS experience (none vs. ≥1 year).

Results: The inter-observer reliability ICC for the total OMERACT score was 0.68 pre-workshop vs. 0.79 post-workshop for GS, and 0.73 pre-workshop vs. 0.72 post-workshop for CD. Training significantly improved the gold standard-participant ICC GS (0.06±0.12, p=0.020), particularly for the submandibular glands, while the CD ICC showed a minor, non-significant improvement (0.03±0.09, p=0.129). Inexperienced participants (n=11) showed significant ICC improvement for the total GS OMERACT score (0.13±0.13, p=0.012), whereas experienced participants (n=14) showed a negligible change (0.01±0.09, p=0.624). No significant differences were observed for CD scoring.

Conclusions: A training workshop was associated with improvements for inter-observer reliability for GS SGUS, particularly in submandibular gland assessment and among inexperienced participants. The effects on CD scoring were minimal.

目的:目前关于训练如何影响唾液腺超声(SGUS)图像评分可靠性的证据很少,特别是在Sjögren疾病(SjD)的背景下。本研究旨在通过评估结构化培训研讨会对临床医生评估SjD患者的SGUS评分的观察者间可靠性的影响来解决这一差距。方法:来自10个国家的25名医疗保健专业人员参与,他们具有不同的SGUS专业知识。随机选取20例疑似SjD患者在研讨会前后的SGUS图像进行评估。图像包括下颌骨和腮腺的灰度(GS)和彩色多普勒(CD)扫描,并使用OMERACT GS和CD评分系统进行评分。类内相关系数(ICC)评估了整体观察者间的可靠性,以及参与者与sgus专家的可靠性(金标准参与者协议)。根据SGUS经验(无vs.≥1年)对分析进行分层。结果:总OMERACT评分的观察者间信度ICC为工作坊前0.68 vs工作坊后0.79,工作坊前0.73 vs工作坊后0.72。训练显著改善了金标准参与者ICC GS(0.06±0.12,p=0.020),特别是下颌腺,而CD ICC显示了轻微的,不显著的改善(0.03±0.09,p=0.129)。经验不足的参与者(N=11)在GS OMERACT总分中表现出显著的ICC改善(0.13±0.13,p=0.012),而经验丰富的参与者(N=14)表现出微不足道的变化(0.01±0.09,p=0.624)。CD评分无显著差异。结论:培训研讨会与GS - SGUS的观察者间可靠性的提高有关,特别是在颌下腺评估和缺乏经验的参与者中。对CD评分的影响很小。
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引用次数: 0
Association of visceral adipose tissue with inflammation and functional impairment in women with Sjögren's disease. 女性Sjögren病患者内脏脂肪组织与炎症和功能损害的关系
IF 3.4 4区 医学 Q2 RHEUMATOLOGY Pub Date : 2025-12-01 Epub Date: 2025-09-18 DOI: 10.55563/clinexprheumatol/fa4tn3
Andre S Franco, Igor H Murai, Thomas H Yang, Virginia L N Bonoldi, Valeria de Falco Caparbo, Lissiane Guedes, Diogo S Domiciano, Sandra G Pasoto, Camille P Figueiredo, Rosa M R Pereira

Objectives: This study aimed to evaluate the association between visceral adipose tissue (VAT) levels and inflammation, disease activity, and functional impairment in women with primary Sjögren's Disease (SjD).

Methods: We included 100 female patients with SjD from a tertiary care clinic who met the ACR/EULAR 2016 classification criteria. Disease activity was assessed using the ESSDAI and ESSPRI scores, while cumulative damage was evaluated by the SSDDI. Inflammatory markers, synovitis (via ultrasound), and functional disability using the HAQ were measured. Body composition, including VAT, was analysed using dual-energy X-ray absorptiometry. Handgrip strength and physical activity (Baecke questionnaire) were also assessed. Patients were categorised into VAT tertiles, and comparisons were made to healthy controls. Correlations between VAT, disease activity, and synovitis were analysed using multiple regression models.

Results: The patients had a mean age of 50.5±9.3 years, BMI of 28.2±5.6 kg/m², and median disease duration of 8 years. The highest VAT tertile was associated with a higher prevalence of synovitis (75.7% vs. 51.5%; p=0.041), lower handgrip strength (p=0.025), and higher HAQ scores (p<0.001). VAT mass was significantly correlated with obesity (p<0.001), functional disability (p=0.002), and ESSPRI (p=0.01). Postmenopausal patients had significantly higher VAT levels than premenopausal patients (p=0.005). There were no significant correlations between VAT and inflammation.

Conclusions: Elevated VAT levels in SjD are associated with increased disease activity, a higher prevalence of synovitis, and greater functional disability, suggesting that VAT may contribute to the functional impairment observed in SjD.

目的:本研究旨在评估女性原发性Sjögren's disease (SjD)患者的内脏脂肪组织(VAT)水平与炎症、疾病活动性和功能损害之间的关系。方法:我们纳入了100名来自三级保健诊所的女性SjD患者,符合ACR/EULAR 2016分类标准。使用ESSDAI和ESSPRI评分评估疾病活动性,而使用SSDI评估累积损害。使用HAQ测量炎症标志物、滑膜炎(通过超声)和功能残疾。使用双能x射线吸收仪分析身体成分,包括VAT。握力和体力活动(Baecke问卷)也进行了评估。将患者分为VAT组,并与健康对照进行比较。使用多元回归模型分析VAT、疾病活动性和滑膜炎之间的相关性。结果:患者平均年龄50.5±9.3岁,BMI 28.2±5.6 kg/m²,中位病程8年。VAT值越高,滑膜炎患病率越高(75.7% vs. 51.5%, p=0.041),握力越低(p=0.025), HAQ评分越高(p= 0.041)。结论:SjD中VAT值升高与疾病活动度增加、滑膜炎患病率升高和功能残疾程度加重相关,提示VAT可能导致SjD中观察到的功能损伤。
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引用次数: 0
Correlation between colour Doppler activity and parenchymal alterations in salivary glands of patients with primary Sjögren's disease. 原发性Sjögren病患者唾液腺的彩色多普勒活动与实质改变的相关性
IF 3.4 4区 医学 Q2 RHEUMATOLOGY Pub Date : 2025-12-01 Epub Date: 2025-12-05 DOI: 10.55563/clinexprheumatol/slmkca
Alen Zabotti, Valeria Manfrè, Alessia Nano, Ivan Giovannini, Cinzia Fabro, Luca Quartuccio

Objectives: Sjögren's disease (SjD) is a systemic autoimmune disorder characterised by chronic lymphocytic inflammation of the salivary and lacrimal glands, leading to progressive dysfunction and tissue damage. Salivary gland ultrasonography (SGUS) enables standardised, semiquantitative evaluation of glandular structure. While grey-scale (B-mode) scoring systems such as De Vita et al. and OMERACT are widely used, the recently validated colour Doppler (CD) OMERACT scoring system allows assessment of glandular vascularisation. However, its relationship with structural imaging and clinical disease activity remains uncertain. The aim of the study is to assess the correlation between CD ultrasonography and established B-mode scores, and to explore the clinical significance of vascular assessment in patients with SjD.

Methods: Sixty-three consecutive patients fulfilling the 2016 ACR/EULAR criteria for SjD underwent standardised SGUS of parotid and submandibular glands using De Vita et al., B-mode OMERACT, and CD OMERACT semiquantitative scores (0-3). Clinical, serological, and disease activity parameters were recorded and correlated using Spearman's rank coefficient.

Results: Most patients exhibited moderate to severe B-mode alterations, while higher CD grades (2-3) were less frequent. CD OMERACT scores correlated moderately with De Vita et al. (ρ=0.44, p<0.001), B-mode OMERACT (ρ=0.48, p<0.001), and glandular ESSDAI (ρ=0.43, p<0.001). SjD-related lymphoma showed weak but significant correlation with CD OMERACT and moderate correlation with both B-mode scores.

Conclusions: Colour Doppler ultrasonography reflects inflammatory vascular changes paralleling structural and clinical disease activity in SjD. Although it does not yet provide independent diagnostic value, further studies are needed to define the role of Colour Doppler as a complementary tool in salivary gland ultrasonography for assessing glandular inflammation and lymphoproliferative risk.

目的:Sjögren病(SjD)是一种系统性自身免疫性疾病,其特征是涎腺和泪腺的慢性淋巴细胞炎症,导致进行性功能障碍和组织损伤。唾液腺超声检查(SGUS)能够对腺体结构进行标准化、半定量的评估。虽然灰度(b模式)评分系统如De Vita等和OMERACT被广泛使用,但最近验证的彩色多普勒(CD) OMERACT评分系统允许评估腺体血管化。然而,其与结构影像学和临床疾病活动的关系仍不确定。本研究旨在评价CD超声与已建立的b型评分的相关性,探讨血管评估在SjD患者中的临床意义。方法:连续63例符合2016年ACR/EULAR SjD标准的患者采用De Vita等、B-mode OMERACT和CD OMERACT半定量评分(0-3)对腮腺和下颌腺进行标准化的SGUS。记录临床、血清学和疾病活动参数,并使用Spearman等级系数进行相关性分析。结果:大多数患者表现出中度至重度b型改变,而更高级别的CD(2-3)较少发生。CD OMERACT评分与De Vita等人有中度相关性(ρ=0.44, p)。结论:彩色多普勒超声反映了SjD的炎性血管变化,与结构和临床疾病活动平行。虽然它还没有提供独立的诊断价值,但需要进一步的研究来确定彩色多普勒在涎腺超声检查中作为评估腺体炎症和淋巴细胞增生性风险的补充工具的作用。
{"title":"Correlation between colour Doppler activity and parenchymal alterations in salivary glands of patients with primary Sjögren's disease.","authors":"Alen Zabotti, Valeria Manfrè, Alessia Nano, Ivan Giovannini, Cinzia Fabro, Luca Quartuccio","doi":"10.55563/clinexprheumatol/slmkca","DOIUrl":"https://doi.org/10.55563/clinexprheumatol/slmkca","url":null,"abstract":"<p><strong>Objectives: </strong>Sjögren's disease (SjD) is a systemic autoimmune disorder characterised by chronic lymphocytic inflammation of the salivary and lacrimal glands, leading to progressive dysfunction and tissue damage. Salivary gland ultrasonography (SGUS) enables standardised, semiquantitative evaluation of glandular structure. While grey-scale (B-mode) scoring systems such as De Vita et al. and OMERACT are widely used, the recently validated colour Doppler (CD) OMERACT scoring system allows assessment of glandular vascularisation. However, its relationship with structural imaging and clinical disease activity remains uncertain. The aim of the study is to assess the correlation between CD ultrasonography and established B-mode scores, and to explore the clinical significance of vascular assessment in patients with SjD.</p><p><strong>Methods: </strong>Sixty-three consecutive patients fulfilling the 2016 ACR/EULAR criteria for SjD underwent standardised SGUS of parotid and submandibular glands using De Vita et al., B-mode OMERACT, and CD OMERACT semiquantitative scores (0-3). Clinical, serological, and disease activity parameters were recorded and correlated using Spearman's rank coefficient.</p><p><strong>Results: </strong>Most patients exhibited moderate to severe B-mode alterations, while higher CD grades (2-3) were less frequent. CD OMERACT scores correlated moderately with De Vita et al. (ρ=0.44, p<0.001), B-mode OMERACT (ρ=0.48, p<0.001), and glandular ESSDAI (ρ=0.43, p<0.001). SjD-related lymphoma showed weak but significant correlation with CD OMERACT and moderate correlation with both B-mode scores.</p><p><strong>Conclusions: </strong>Colour Doppler ultrasonography reflects inflammatory vascular changes paralleling structural and clinical disease activity in SjD. Although it does not yet provide independent diagnostic value, further studies are needed to define the role of Colour Doppler as a complementary tool in salivary gland ultrasonography for assessing glandular inflammation and lymphoproliferative risk.</p>","PeriodicalId":10274,"journal":{"name":"Clinical and experimental rheumatology","volume":"43 12","pages":"2202-2208"},"PeriodicalIF":3.4,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145773771","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Uncovering CD248, MMP28, and SLC16A10 in Sjögren's disease: a machine learning-driven SHAP approach for CD4+ T cell-associated biomarker discovery. 发现原发性Sjögren疾病中的CD248、MMP28和SLC16A10:一种机器学习驱动的SHAP方法,用于发现CD4+ T细胞相关生物标志物
IF 3.4 4区 医学 Q2 RHEUMATOLOGY Pub Date : 2025-12-01 Epub Date: 2025-11-14 DOI: 10.55563/clinexprheumatol/2ffdc4
Qiangqiang Wang, Lingling He, Yajuan Han

Objectives: Sjögren's disease (SjD) is a highly heterogeneous autoimmune disease with substantial challenges in early diagnosis and therapeutic intervention. We developed an integrated approach combining machine learning algorithms, SHAP interpretable modelling, molecular docking, and single-cell analysis to facilitate early diagnosis and treatment of SjD.

Methods: Transcriptomic data and 12 machine learning algorithms were employed to identify diagnostic signature genes. SHAP (Shapley Additive exPlanations) analysis further prioritised hub genes, followed by functional annotation using CIBERSORT, GSVA, and GSEA. Validation was performed using clinical cohorts, single-cell RNA sequencing (scRNA-seq), and molecular docking.

Results: The training cohort comprised 382 samples (61 healthy controls, 321 SjD patients) and 10,015 genes. Machine learning and SHAP analysis identified three hub genes (CD248, MMP28, SLC16A10), validated in external datasets with significant differential expression (p<0.05) and robust diagnostic performance (AUC >0.7). Immune infiltration analysis revealed positive correlations between CD248/SLC16A10 and naive CD4+ T cells (p<0.05), and between SLC16A10/MMP28 and memory resting CD4+ T cells (p<0.05). Single-cell profiling localised CD248 predominantly in naive CD4+ T cells, while SLC16A10 and MMP28 were expressed in both naive and memory CD4+ T cells subsets. Molecular docking demonstrated stable targeting of CD248, MMP28, and SLC16A10 by azathioprine, leflunomide, methotrexate, hydroxychloroquine, iguratimod, pilocarpine, and cevimeline.

Conclusions: Our bioinformatic study identifies CD248, MMP28 and SLC16A10 as candidate biomarkers and therapeutic targets for SjD, with their dysregulation specifically enriched in CD4+ T cell subsets, unveiling a previously underappreciated mechanism in SjD pathogenesis. naive and memory CD4+ T cells emerge as key contributors to inflammatory cascades, with azathioprine, leflunomide, methotrexate, hydroxychloroquine, iguratimod, pilocarpine, and cevimeline predicted to bind potently to these targets. This integrative multi-omics framework, combining machine learning, SHAP, and molecular docking, presents a promising approach for autoimmune disease diagnostics and early therapeutic intervention, although future experimental validation is essential to confirm its translational potential.

目的:Sjögren病(SjD)是一种高度异质性的自身免疫性疾病,在早期诊断和治疗干预方面具有重大挑战。我们开发了一种结合机器学习算法、SHAP可解释模型、分子对接和单细胞分析的综合方法,以促进SjD的早期诊断和治疗。方法:利用转录组学数据和12种机器学习算法识别诊断特征基因。SHAP (Shapley Additive exPlanations)分析进一步对枢纽基因进行优先排序,然后使用CIBERSORT、GSVA和GSEA进行功能注释。通过临床队列、单细胞RNA测序(scRNA-seq)和分子对接进行验证。结果:训练队列包括382个样本(健康对照61个,SjD患者321个)和10015个基因。机器学习和SHAP分析鉴定出三个轮毂基因(CD248, MMP28, SLC16A10),在外部数据集中得到验证,具有显著的差异表达(p0.7)。免疫浸润分析显示,CD248/SLC16A10与初始CD4+ T细胞之间存在正相关(ppp结论:我们的生物信息学研究发现,CD248、MMP28和SLC16A10是SjD的候选生物标志物和治疗靶点,它们的失调在CD4+ T细胞亚群中特异性富集,揭示了SjD发病机制中一个之前被低估的机制。初始和记忆性CD4+ T细胞是炎症级联反应的关键因素,硫唑嘌呤、来氟米特、甲氨蝶呤、羟氯喹、依瓜拉莫特、匹罗卡平和西维林预计会与这些靶标有效结合。这种整合的多组学框架,结合了机器学习、SHAP和分子对接,为自身免疫性疾病诊断和早期治疗干预提供了一种很有前途的方法,尽管未来的实验验证对于确认其转化潜力至关重要。
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引用次数: 0
Clinical manifestations, imaging and treatment of Sjögren's disease: one year in review 2025. Sjögren病的临床表现、影像学及治疗:回顾2025年。
IF 3.4 4区 医学 Q2 RHEUMATOLOGY Pub Date : 2025-12-01 Epub Date: 2025-11-19 DOI: 10.55563/clinexprheumatol/pjs5h9
Loukas G Chatzis, Valeria Manfrè, Anna Colangelo, Kostantina Delli, Suzanne Arends, Athanasios G Tzioufas, Hendrika Bootsma, Luca Quartuccio, Elena Bartoloni

Sjögren's disease represents a complex systemic autoimmune disorder mainly driven by T and B lymphocytic infiltration of exocrine gland, activation of different signalling pathways and systemic cytokine production. These interacting pathogenic mechanisms may differently contribute to characterise highly variable phenotypic expression of the disease, ranging from an asymptomatic, indolent course with only glandular involvement to several extra-glandular systemic manifestations. Moreover, approximately 5-10% of patients develop lymphoproliferative disease, with an overall risk reported to be up to 48 times higher in comparison to healthy population. Due to the substantial clinical heterogeneity of the disease, in recent years, research focused to investigate biomarkers able to identify distinct subtypes of Sjögren's disease, facilitate earlier patient recognition and homogenise patient subgroups in clinical trials aiming to develop tailored therapies. Surely, a more detailed understanding of pathogenetic mechanisms and recognition of different disease phenotypes may facilitate earlier diagnosis, enable recognition of patient clusters and suggest novel therapeutic modalities to address the unmet needs of the disease in the upcoming years. In this review, following the others of this series, we will update the most recent literature on Sjögren's disease focusing in particular on new insights into clinical stratification, imaging techniques and targeted therapeutic advances.

Sjögren's疾病是一种复杂的系统性自身免疫性疾病,主要由T和B淋巴细胞浸润外分泌腺、不同信号通路的激活和全身细胞因子的产生驱动。这些相互作用的致病机制可能不同地有助于表征该病高度可变的表型表达,从无症状、仅累及腺体的惰性病程到几种腺体外的系统性表现。此外,约有5%-10%的患者患淋巴细胞增生性疾病,据报道,与健康人群相比,总体风险高达48倍。由于该疾病的临床异质性,近年来,研究重点是研究能够识别Sjögren疾病不同亚型的生物标志物,促进早期患者识别,并在临床试验中均匀化患者亚组,旨在开发量身定制的治疗方法。当然,对发病机制的更详细的了解和对不同疾病表型的识别可能有助于早期诊断,使患者群的识别成为可能,并提出新的治疗方式,以解决未来几年疾病未满足的需求。在这篇综述中,继本系列的其他文章之后,我们将更新关于Sjögren疾病的最新文献,特别是关于临床分层、成像技术和靶向治疗进展的新见解。
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引用次数: 0
An accurate predictive model for depressive symptoms in patients with primary Sjögren's disease based on machine learning algorithms. 基于机器学习算法的原发性Sjögren患者抑郁症状的准确预测模型
IF 3.4 4区 医学 Q2 RHEUMATOLOGY Pub Date : 2025-12-01 Epub Date: 2025-11-25 DOI: 10.55563/clinexprheumatol/ar9d4k
Leilei Yang, Yulan Tong, Yuzhan Jin, Xiaoqin Wang, Yuqing Yan, Wei Lu, Dinglei Su, Jianjun Zou, Kaizong Huang

Objectives: To develop and validate a machine-learning (ML) model that flags primary Sjögren's disease (pSjD) patients at high risk of depressive symptoms for earlier clinical attention.

Methods: We retrospectively studied 147 pSjD patients (Nanjing First Hospital, 2019-2022). Depressive symptoms were screened with Patient Health Questionnaire-9 (PHQ-9); PHQ-9 ≥5 was the primary endpoint. Missing data were handled by multiple imputation. Data were split 70/30 for training/testing. After univariate screening and LASSO selection, eight ML algorithms (e.g., logistic regression, support vector machine (SVM), tree/boosting methods) were trained with stratified 10-fold cross-validation. Performance was summarised by AUROC/AUPRC, accuracy, precision/recall, Brier score, and calibration; SHAP provided model explainability.

Results: Four routinely available predictors were retained: fatigue frequency, sleep duration, lymphocyte count, and anti-Ro52 status. Across repeated cross-validation, SVM showed the best overall discrimination (mean AUROC≈0.90) with strong precision and accuracy. In the held-out test set, SVM maintained high performance (AUROC=0.929; AUPRC=0.959; Brier=0.106). SHAP confirmed predictor importance, indicating higher risk with shorter sleep, lower lymphocyte counts, greater fatigue frequency, and anti-Ro52 positivity.

Conclusions: This study presents the first ML-based model for predicting depressive symptoms in pSjD patients, highlighting the significance of immuno-inflammatory and clinical factors in depression pathogenesis. The SVM model offers a robust, non-invasive tool for early identification of high-risk individuals, enabling timely and personalised interventions. However, this single-centre, retrospective design with a modest sample limits generalisability; therefore, independent multi-centre validation is required before clinical use.

目的:开发并验证一种机器学习(ML)模型,该模型可标记具有抑郁症状高风险的原发性Sjögren's病(pSjD)患者,以供早期临床关注。方法:回顾性研究南京市第一医院2019-2022年收治的147例pSjD患者。采用患者健康问卷-9 (PHQ-9)筛选抑郁症状;PHQ-9≥5为主要终点。对缺失数据进行多次补全处理。训练/测试数据按70/30分割。经过单变量筛选和LASSO选择,8种ML算法(如逻辑回归,支持向量机(SVM),树/增强方法)通过分层10倍交叉验证进行训练。通过AUROC/AUPRC、准确度、精密度/召回率、Brier评分和校准对性能进行总结;SHAP提供了模型可解释性。结果:保留了四个常规可用的预测指标:疲劳频率、睡眠时间、淋巴细胞计数和抗ro52状态。经过反复交叉验证,SVM整体判别效果最好(平均AUROC≈0.90),精密度和准确度较高。在hold -out测试集中,SVM保持了较高的性能(AUROC=0.929; AUPRC=0.959; Brier=0.106)。SHAP证实了预测因子的重要性,表明睡眠时间较短、淋巴细胞计数较低、疲劳频率较高和抗ro52阳性的风险较高。结论:本研究首次建立了基于ml的pSjD患者抑郁症状预测模型,突出了免疫炎症及临床因素在抑郁发病机制中的重要意义。支持向量机模型为早期识别高风险个体提供了一个强大的、非侵入性的工具,使及时和个性化的干预成为可能。然而,这种单中心、回顾性设计和适度的样本限制了普遍性;因此,临床使用前需要独立的多中心验证。
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引用次数: 0
Damage accrual in Sjögren's disease. Prevalence, risk factors and impact on quality of life: a systematic review. Sjögren病的损害累积。患病率、危险因素和对生活质量的影响:一项系统综述。
IF 3.4 4区 医学 Q2 RHEUMATOLOGY Pub Date : 2025-12-01 Epub Date: 2025-12-11 DOI: 10.55563/clinexprheumatol/c80y4h
Beatrice Dei, Gaetano La Rocca, Roberto Dal Pozzolo, Giovanni Fulvio, Elena Bartoloni, Chiara Baldini

Objectives: To systematically review the prevalence, risk and associated factors of organ damage in Sjögren's disease (SjD) and to assess its impact on quality of life and long-term outcomes.

Methods: A systematic search of PubMed (2005-2025) identified studies assessing damage accrual in SjD. Longitudinal and cross-sectional studies enrolling patients fulfilling the 2002 AECG and/or 2016 ACR/EULAR classification criteria were included. Damage was defined using validated indices, the Sjögren's Syndrome Damage Index (SSDI) or the Sjögren's Syndrome Disease Damage Index (SSDDI), or through conceptual definitions of irreversible disease attributable injury. The lymphoma domain was excluded. Study selection followed PRISMA guidelines, and predefined PICO frameworks guided data extraction.

Results: Twenty-three studies were included. Glandular damage was reported in 25-86% of patients, while systemic damage affected 9-73%. Older age, longer disease duration, higher baseline ESSDAI, hypergammaglobulinaemia, hypocomplementaemia, and absence of hydroxychloroquine therapy were the most consistent predictors of damage accrual. Pulmonary and renal involvement were associated with increased mortality and hospitalisation rates. Cumulative SSDDI scores correlated with reduced health-related quality of life (HRQoL).

Conclusions: Organ damage in SjD is common nd progressive, reflecting sustained immunologic activity and agingrelated vulnerability. Damage burden predicts poorer outcomes and diminished HRQoL. Standardisation of damage definitions and assessment tools is essential to improve comparability across studies and to guide preventive therapeutic strategies.

目的:系统回顾Sjögren病(SjD)中器官损害的患病率、风险和相关因素,并评估其对生活质量和长期预后的影响。方法:系统检索PubMed(2005-2025),确定评估SjD损害累积的研究。纳入了符合2002年AECG和/或2016年ACR/EULAR分类标准的患者的纵向和横断面研究。损伤的定义采用经过验证的指标,Sjögren综合征损伤指数(SSDI)或Sjögren综合征疾病损伤指数(SSDDI),或通过不可逆疾病可归因损伤的概念定义。排除淋巴瘤域。研究选择遵循PRISMA指南,预定义的PICO框架指导数据提取。结果:纳入23项研究。25-86%的患者有腺体损害,而9-73%的患者有全身损害。年龄较大、病程较长、基线esdai较高、高γ球蛋白血症、低补体血症和缺乏羟氯喹治疗是最一致的损害累积预测因子。肺部和肾脏受累与死亡率和住院率增加有关。累积SSDDI评分与健康相关生活质量(HRQoL)降低相关。结论:SjD的器官损害是常见和进行性的,反映了持续的免疫活动和衰老相关的易感性。损害负担预示着较差的预后和较低的HRQoL。损伤定义和评估工具的标准化对于提高研究之间的可比性和指导预防治疗策略至关重要。
{"title":"Damage accrual in Sjögren's disease. Prevalence, risk factors and impact on quality of life: a systematic review.","authors":"Beatrice Dei, Gaetano La Rocca, Roberto Dal Pozzolo, Giovanni Fulvio, Elena Bartoloni, Chiara Baldini","doi":"10.55563/clinexprheumatol/c80y4h","DOIUrl":"10.55563/clinexprheumatol/c80y4h","url":null,"abstract":"<p><strong>Objectives: </strong>To systematically review the prevalence, risk and associated factors of organ damage in Sjögren's disease (SjD) and to assess its impact on quality of life and long-term outcomes.</p><p><strong>Methods: </strong>A systematic search of PubMed (2005-2025) identified studies assessing damage accrual in SjD. Longitudinal and cross-sectional studies enrolling patients fulfilling the 2002 AECG and/or 2016 ACR/EULAR classification criteria were included. Damage was defined using validated indices, the Sjögren's Syndrome Damage Index (SSDI) or the Sjögren's Syndrome Disease Damage Index (SSDDI), or through conceptual definitions of irreversible disease attributable injury. The lymphoma domain was excluded. Study selection followed PRISMA guidelines, and predefined PICO frameworks guided data extraction.</p><p><strong>Results: </strong>Twenty-three studies were included. Glandular damage was reported in 25-86% of patients, while systemic damage affected 9-73%. Older age, longer disease duration, higher baseline ESSDAI, hypergammaglobulinaemia, hypocomplementaemia, and absence of hydroxychloroquine therapy were the most consistent predictors of damage accrual. Pulmonary and renal involvement were associated with increased mortality and hospitalisation rates. Cumulative SSDDI scores correlated with reduced health-related quality of life (HRQoL).</p><p><strong>Conclusions: </strong>Organ damage in SjD is common nd progressive, reflecting sustained immunologic activity and agingrelated vulnerability. Damage burden predicts poorer outcomes and diminished HRQoL. Standardisation of damage definitions and assessment tools is essential to improve comparability across studies and to guide preventive therapeutic strategies.</p>","PeriodicalId":10274,"journal":{"name":"Clinical and experimental rheumatology","volume":"43 12","pages":"2217-2223"},"PeriodicalIF":3.4,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145773825","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Treatment and follow-up of patients with Sjögren's disease associated interstitial lung disease: a case series. Sjögren病相关间质性肺疾病患者的治疗和随访:病例系列
IF 3.4 4区 医学 Q2 RHEUMATOLOGY Pub Date : 2025-12-01 Epub Date: 2025-12-05 DOI: 10.55563/clinexprheumatol/k9tqpm
Panagiotis K Panagopoulos, Loukas G Chatzis, Katerina Malagari, Andreas V Goules, Athanasios G Tzioufas

Objectives: To investigate the effect of treatment in a series of patients with Sjögren's disease (SjD) associated interstitial lung disease (ILD).

Methods: Twenty-four primary SjD-ILD patients, followed-up from October 2022 to June 2025 were included in the study. Based on clinical judgement, 12 received treatment for ILD, while 12 did not, following a "watch-and-wait" policy. Participants were evaluated in 2 time points with an interval of 24±6 months. ILD was diagnosed by HRCT according to Fleischner Society definitions, performed at baseline due to respiratory symptoms and/or abnormal pulmonary function tests. Spirometry and diffusing capacity for carbon monoxide (DLCO) were performed at both visits. Progression of ILD was defined as absolute decline of predicted forced vital capacity (FVC) ≥5%.

Results: The treatment regimens of 12 SjD-ILD patients who received treatment included rituximab, mycophenolate mofetil, azathioprine and tocilizumab. The treated group displayed higher extent of ILD on HRCT at baseline visit (median: 20% vs. 10%, p=0.006), more frequently findings of small airways disease on HRCT (58% vs. 8%, p=0.027) and tended to present lower FVC (mean: 81.3% vs. 96.7%, p=0.086) compared to the untreated. FVC and DLCO remained stable between baseline and follow-up visit in both groups. However, the change in DLCO between the two visits was worse in the treated than untreated patients (mean: -11.2% vs. 4.8%, p=0.003). The number of SjD-ILD patients presenting progression of ILD did not differ between the two groups (25% vs. 33%, p=0.999).

Conclusions: SjD-ILD clinical course is variable, with the most aggressive form to be controlled by immunosuppressive treatment.

目的:探讨治疗一系列Sjögren病(SjD)相关间质性肺疾病(ILD)患者的效果。方法:从2022年10月至2025年6月随访的24例原发性sdd - ild患者纳入研究。根据临床判断,12人接受了ILD治疗,而12人没有接受治疗,遵循“观察和等待”政策。随访时间为2个时间点,间隔时间为24±6个月。根据Fleischner学会的定义,通过HRCT诊断ILD,在基线时进行呼吸症状和/或肺功能检查异常。两次就诊均行肺量测定和一氧化碳弥散量(DLCO)测定。ILD的进展定义为预测用力肺活量(FVC)绝对下降≥5%。结果:12例接受治疗的SjD-ILD患者的治疗方案包括利妥昔单抗、霉酚酸酯、硫唑嘌呤和托珠单抗。治疗组在基线随访时HRCT显示出更高程度的ILD(中位数:20% vs. 10%, p=0.006), HRCT上更频繁地发现小气道疾病(58% vs. 8%, p=0.027),与未治疗组相比,FVC倾向于较低(平均:81.3% vs. 96.7%, p=0.086)。两组FVC和DLCO在基线和随访期间保持稳定。然而,两次就诊之间DLCO的变化在治疗组比未治疗组更差(平均:-11.2% vs. 4.8%, p=0.003)。两组间表现为ILD进展的sdd -ILD患者数量无差异(25% vs. 33%, p=0.999)。结论:sdd - ild的临床病程是多变的,最具侵袭性的形式可通过免疫抑制治疗加以控制。
{"title":"Treatment and follow-up of patients with Sjögren's disease associated interstitial lung disease: a case series.","authors":"Panagiotis K Panagopoulos, Loukas G Chatzis, Katerina Malagari, Andreas V Goules, Athanasios G Tzioufas","doi":"10.55563/clinexprheumatol/k9tqpm","DOIUrl":"https://doi.org/10.55563/clinexprheumatol/k9tqpm","url":null,"abstract":"<p><strong>Objectives: </strong>To investigate the effect of treatment in a series of patients with Sjögren's disease (SjD) associated interstitial lung disease (ILD).</p><p><strong>Methods: </strong>Twenty-four primary SjD-ILD patients, followed-up from October 2022 to June 2025 were included in the study. Based on clinical judgement, 12 received treatment for ILD, while 12 did not, following a \"watch-and-wait\" policy. Participants were evaluated in 2 time points with an interval of 24±6 months. ILD was diagnosed by HRCT according to Fleischner Society definitions, performed at baseline due to respiratory symptoms and/or abnormal pulmonary function tests. Spirometry and diffusing capacity for carbon monoxide (DLCO) were performed at both visits. Progression of ILD was defined as absolute decline of predicted forced vital capacity (FVC) ≥5%.</p><p><strong>Results: </strong>The treatment regimens of 12 SjD-ILD patients who received treatment included rituximab, mycophenolate mofetil, azathioprine and tocilizumab. The treated group displayed higher extent of ILD on HRCT at baseline visit (median: 20% vs. 10%, p=0.006), more frequently findings of small airways disease on HRCT (58% vs. 8%, p=0.027) and tended to present lower FVC (mean: 81.3% vs. 96.7%, p=0.086) compared to the untreated. FVC and DLCO remained stable between baseline and follow-up visit in both groups. However, the change in DLCO between the two visits was worse in the treated than untreated patients (mean: -11.2% vs. 4.8%, p=0.003). The number of SjD-ILD patients presenting progression of ILD did not differ between the two groups (25% vs. 33%, p=0.999).</p><p><strong>Conclusions: </strong>SjD-ILD clinical course is variable, with the most aggressive form to be controlled by immunosuppressive treatment.</p>","PeriodicalId":10274,"journal":{"name":"Clinical and experimental rheumatology","volume":"43 12","pages":"2197-2201"},"PeriodicalIF":3.4,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145773622","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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Clinical and experimental rheumatology
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