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Treatment of Lupus Retinopathy With the Combination of Telitacicept and Methylprednisolone: A Case Report 泰利他赛普联合甲泼尼龙治疗狼疮视网膜病变1例
IF 2 4区 医学 Q2 RHEUMATOLOGY Pub Date : 2025-12-12 DOI: 10.1111/1756-185x.70509
Shuo Cheng, Suo Zhang, Jiaming Huang, Xue Guo, Meiying Wang
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引用次数: 0
ANA-Positive Primary Immune Thrombocytopenia: An Independent Clinical Entity—Potential Connective Tissue Diseases? ana阳性原发性免疫性血小板减少症:一个独立的临床实体-潜在的结缔组织疾病?
IF 2 4区 医学 Q2 RHEUMATOLOGY Pub Date : 2025-12-12 DOI: 10.1111/1756-185x.70512
Yufeng Pan, Zhiyuan Qiu, Junjun Wang, Di Jin, Jingjing Ma
<p>Primary immune thrombocytopenia (ITP) is an acquired autoimmune disease (AID) marked by isolated thrombocytopenia. Its main clinical manifestation is an increased risk of skin and mucosal bleeding associated with platelet levels. The pathogenic mechanism is primarily attributed to immune abnormalities mediated by antiplatelet antibodies and disturbances in lymphocyte subsets. The antinuclear antibody (ANA) is a key serological marker for the diagnosis and evaluation of AID. There is a trend toward higher rates of ANA positivity in ITP patients. Humoral, cellular immunity, and epigenetic regulation constitute the unique immunophenotypic characteristics of ANA-positive ITP. In these patients, serum complement C3 levels are significantly reduced, and antiplatelet antibodies co-deposited with complement C1q to form immune complexes, leading to platelet damage through complement-dependent cytotoxicity mediated by autoantibodies [<span>1</span>]. The proportion of granular megakaryocytes is significantly higher in the ANA-positive group compared to the negative group. Overexpression of genes related to the TGF-β/Smad pathway and hypermethylation in the promoter region of the TET2 gene promote fibrosis of the bone marrow microenvironment, resulting in impaired platelet production [<span>2</span>]. ANA-positive ITP exhibits a more complex immunological profile than typical ITP, with a higher risk of progression to AID, more pronounced immune dysregulation, more severe clinical manifestations, and a poorer prognosis. This observation led us to investigate whether ANA-positive ITP constitutes a distinct clinical entity and warrants classification within the spectrum of rheumatic disorders.</p><p>Current studies indicate that 17.5% to 33.3% of ITP patients are already ANA-positive. Women of childbearing age (20–40 years) constitute a high-risk group for developing ANA-positive ITP in adults [<span>3</span>]. This characteristic is closely associated with immune microenvironment dysregulation, sex hormone levels (estrogen and progesterone), and genetic polymorphisms. The latest study involving 360 patients with primary ITP showed that the incidence of AID (81.2% vs. 52.5%) and the risk of progression (a 16.8-fold increase) we significantly higher in the ANA-positive group than in the ANA-negative group. ANA positivity, anti-SSB antibodies, and high C3 levels were identified as independent predictors of disease progression in the ANA-positive group [<span>4</span>]. Furthermore, the 10-year CTD conversion risk exceeds 40% in individuals with both high-titer ANA and low complement levels. The treatment effect and prognosis of ANA-positive ITP patients were negatively correlated with titer values, and the risk of thrombotic events and bleeding was significantly higher than in the negative group.</p><p>The 2019 International ITP Working Group guidelines suggest that ANA may be considered as an early warning indicator of ITP translational risk, but ANA is stil
原发性免疫性血小板减少症(ITP)是一种以孤立性血小板减少为特征的获得性自身免疫性疾病(AID)。其主要临床表现是与血小板水平相关的皮肤和粘膜出血风险增加。致病机制主要归因于抗血小板抗体介导的免疫异常和淋巴细胞亚群紊乱。抗核抗体(ANA)是诊断和评价aids的关键血清学指标。在ITP患者中,ANA的阳性率有升高的趋势。体液免疫、细胞免疫和表观遗传调控构成了ana阳性ITP独特的免疫表型特征。在这些患者中,血清补体C3水平显著降低,抗血小板抗体与补体C1q共同沉积形成免疫复合物,通过自身抗体[1]介导的补体依赖性细胞毒性导致血小板损伤。ana阳性组颗粒状巨核细胞比例明显高于阴性组。TGF-β/Smad通路相关基因的过度表达和TET2基因启动子区域的高甲基化促进骨髓微环境纤维化,导致血小板生成受损[2]。与典型ITP相比,ana阳性ITP表现出更复杂的免疫学特征,进展为AID的风险更高,免疫失调更明显,临床表现更严重,预后更差。这一观察结果使我们研究ana阳性ITP是否构成一种独特的临床实体,并在风湿病谱中进行分类。目前的研究表明,17.5%至33.3%的ITP患者已经是ana阳性。育龄妇女(20-40岁)是成人患ana阳性ITP的高危人群。这一特征与免疫微环境失调、性激素水平(雌激素和黄体酮)和遗传多态性密切相关。最新一项涉及360例原发性ITP患者的研究显示,ana阳性组的AID发生率(81.2%比52.5%)和进展风险(16.8倍)显著高于ana阴性组。ANA阳性、抗ssb抗体和高C3水平被确定为ANA阳性组[4]疾病进展的独立预测因子。此外,在高滴度ANA和低补体水平的个体中,10年CTD转换风险超过40%。ana阳性ITP患者的治疗效果和预后与滴度值呈负相关,血栓形成事件和出血的风险明显高于阴性组。2019年国际ITP工作组指南建议,ANA可被视为ITP转化风险的早期预警指标,但ANA仍未被纳入核心诊断要素,并且缺乏独立亚型[5]的诊断途径。鉴于ANA在普通人群中的患病率,一些研究人员将ANA滴度≥1:80定义为进一步检测特异性自身抗体以确定艾滋病是否共存的阈值。ANA滴度≥1:160可能与ITP进展、慢性或疾病转化的风险增加有关。我们可以设置ANA滴度阈值(1:160、1:20 0)作为风险分层水平(低危、中危、高危)的指标,建立ANA阳性ITP的诊断和管理流程(图1)[1,4],建立动态生物标志物监测和血湿联合随访平台,实现早期干预。综上所述,研究这一特殊群体的ana阳性ITP患者具有重要的理论意义和临床价值。ana阳性ITP处于交叉维度诊断的矛盾状态。这是两种独立疾病的偶然重叠,还是一种具有独立病理本质的临床不同实体,有待进一步深入研究。未来的研究方向将集中在建立ana阳性ITP独立亚型的诊断途径,开发风湿病免疫引导疗法,降低疾病转化风险,创建血液学-风湿病联合诊疗模式的跨学科模型。潘玉峰:概念化,写稿,形象化。邱志远:构思、写作、审校。王俊军:构思、写作、审稿、编辑。迪进:写作-原稿,写作-审编,监督,管理。马晶晶:构思,写作-原稿,写作-审编,监督,管理。所有作者都参与了论文的研究设计和写作,并对提交发表的决定负有最终责任。 本研究由潍坊市卫生健康委员会科研计划资助(批准号:WFWSJK-2023-222和WFWSJK-2023-112);潍坊市青年医学人才提升项目、山东第二医科大学附属医院科研发展基金项目(批准号:2025FYQ023)。作者声明无利益冲突。支持本研究结果的数据可在合理要求下从通讯作者处获得。
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引用次数: 0
Systemic Lupus Erythematosus Severity Transitions and Related Impact on Health-Care Utilization and Costs 系统性红斑狼疮严重程度转变及其对医疗保健利用和成本的相关影响
IF 2 4区 医学 Q2 RHEUMATOLOGY Pub Date : 2025-12-12 DOI: 10.1111/1756-185x.70500
Yu-Sheng Chang, Jui-Hung Kao, Wen-Nan Huang

Aim

This study investigated the distribution of disease severity in patients with systemic lupus erythematosus (SLE), explored its impact on health-care resource utilization and costs, and evaluated SLE severity transitions over time.

Methods

SLE patients between 2015 and 2017 in Taiwan's National Health Insurance Research Database were retrospectively analyzed, and classified into the mild, moderate, or severe SLE groups. Annual health-care resource utilization, associated costs, lupus flare events, and severity transitions were analyzed.

Results

A total of 20 181 patients with SLE were included, 29.3% of whom had mild, 60.7% had moderate, and 9.9% had severe SLE. Severity was correlated with health-care utilization and related costs, as well as the frequency and severity of flares. Patients with severe and moderate SLE incurred 2.18 and 1.42 times greater annual medical costs than those with mild SLE, respectively. Over the 2-year follow-up, the severe group experienced 13.23 flares, including 1.2 severe flares, significantly higher than those experienced by the moderate (9.38 flares, 0.34 severe flares) and mild (3.61 flares, 0.04 severe flares) SLE groups. Despite consistent severity distribution over 2 years, severity transitions occurred. Approximately 60% of severe patients improved within 1 year, 13% becoming mild. Conversely, fewer mild (2.8%–3.4%) and moderate (4.5%–5.4%) patients progressed to severe status annually.

Conclusion

This study offers insights into the distribution and transition patterns of SLE severity, and the correlation with health-care utilization, costs, and flare severity/frequency within a nationwide cohort. These findings highlight the importance of targeted interventions for controlling disease severity in SLE management.

目的研究系统性红斑狼疮(SLE)患者疾病严重程度的分布,探讨其对医疗资源利用和成本的影响,并评估SLE严重程度随时间的变化。方法回顾性分析台湾健保研究数据库2015 - 2017年SLE患者,并将其分为轻度、中度和重度SLE组。分析了年度卫生保健资源利用率、相关成本、狼疮爆发事件和严重程度转变。结果共纳入20 181例SLE患者,其中轻度占29.3%,中度占60.7%,重度占9.9%。严重程度与医疗保健利用和相关费用以及发作频率和严重程度相关。重度和中度SLE患者的年医疗费用分别是轻度SLE患者的2.18倍和1.42倍。在2年的随访中,重度组出现13.23次发作,其中重度发作1.2次,显著高于中度(9.38次,重度发作0.34次)和轻度(3.61次,重度发作0.04次)SLE组。尽管在2年内出现了一致的严重程度分布,但严重程度发生了转变。大约60%的重症患者在1年内得到改善,13%转为轻度。相反,每年进展为重度的轻度(2.8%-3.4%)和中度(4.5%-5.4%)患者较少。结论:本研究提供了全国性队列中SLE严重程度的分布和转变模式,以及与医疗保健利用、成本和发作严重程度/频率的相关性。这些发现强调了有针对性的干预措施在SLE管理中控制疾病严重程度的重要性。
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引用次数: 0
Eosinophilic Granulomatosis With Polyangiitis Presenting With Syphilitic-Like Palmar Erythema 嗜酸性肉芽肿病伴多血管炎,表现为梅毒样手掌红斑
IF 2 4区 医学 Q2 RHEUMATOLOGY Pub Date : 2025-12-12 DOI: 10.1111/1756-185x.70505
Nakako Tanaka-Mabuchi, Shunichiro Hanai, Daiki Nakagomi
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引用次数: 0
Dupilumab Treatment Is Associated With Clinical Improvement and a Shift Toward a Health-Associated Nasal Passage Microbiota in Diffuse Type 2 Chronic Rhinosinusitis Dupilumab治疗与弥漫性2型慢性鼻窦炎的临床改善和向健康相关的鼻道微生物群转移相关
IF 2 4区 医学 Q2 RHEUMATOLOGY Pub Date : 2025-12-10 DOI: 10.1111/1756-185x.70468
Ming-Ju Wu, Heng-Ju Hsu, Su-Boon Yong, Chin-Yuan Yii, Chia-Jung Li
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引用次数: 0
Maternal Autoimmune Disease and the Risk of Childhood Cancer Among the Offspring: A Population-Based Cohort Study in Taiwan 台湾母亲自身免疫疾病与子代儿童癌症风险:一项基于人群的队列研究。
IF 2 4区 医学 Q2 RHEUMATOLOGY Pub Date : 2025-12-10 DOI: 10.1111/1756-185x.70457
Ya-Chun Huang, Ya-Hui Hu, Julia E. Heck, Meng-Yu Weng, Pei-Chen Lee

Objectives

Autoimmune diseases (ADs) are characterized by a loss of immune tolerance to self-antigens. Maternal ADs are associated with pregnancy complications and are related to various diseases among their offspring. Existing studies have reported that maternal ADs increase the risk of certain types of malignancies in children. We aimed to investigate the association between maternal ADs and childhood cancer in Taiwan.

Methods

We established a population-based cohort study using the Taiwan Maternal and Child Health Database, which links parents to their children, and connected it to the Taiwan Cancer Registry to identify cases of childhood cancer. Cox proportional hazard modeling was used to examine the association between maternal ADs and childhood cancer. Further analysis of exposure to overall maternal ADs and incident individual childhood cancer types was performed and stratified by child sex.

Results

From 2004 to 2015, there were a total of 2 385 071 live births in Taiwan; 97 138 were exposed to maternal ADs. Certain types of organ-specific maternal ADs, including gastrointestinal and skin ADs, were weakly associated with overall childhood cancers. Compared to their counterparts, offspring exposed to maternal ADs were at risk of developing CNS tumors and neuroblastoma. Exposed female offspring had a higher risk of medulloblastoma and hepatoblastoma.

Conclusion

Our study implicates the association between maternal ADs and childhood cancer. Future research is required to elucidate the pathogenesis of the increased risk of childhood cancer among exposed offspring.

目的:自身免疫性疾病(ADs)的特点是丧失对自身抗原的免疫耐受性。母体ad与妊娠并发症有关,并与后代的各种疾病有关。已有研究表明,母体ad会增加儿童罹患某些类型恶性肿瘤的风险。本研究旨在探讨台湾地区母亲ad与儿童癌症的关系。方法:我们利用台湾妇幼健康数据库建立了一项基于人群的队列研究,该数据库将父母与其子女联系起来,并将其与台湾癌症登记处联系起来,以确定儿童癌症病例。Cox比例风险模型用于检验母体ad与儿童癌症之间的关系。进一步分析了母体总体ad暴露和个别儿童癌症类型的发生率,并按儿童性别分层。结果:2004 - 2015年,台湾省共有2 385 071例活产;97,138例暴露于母体ad。某些类型的器官特异性母体ad,包括胃肠道和皮肤ad,与总体儿童癌症的相关性较弱。与对照组相比,暴露于母体ADs的后代患中枢神经系统肿瘤和神经母细胞瘤的风险更高。暴露的雌性后代患成神经管细胞瘤和肝母细胞瘤的风险更高。结论:本研究提示母体ad与儿童癌症之间存在关联。未来的研究需要阐明暴露的后代中儿童癌症风险增加的发病机制。
{"title":"Maternal Autoimmune Disease and the Risk of Childhood Cancer Among the Offspring: A Population-Based Cohort Study in Taiwan","authors":"Ya-Chun Huang,&nbsp;Ya-Hui Hu,&nbsp;Julia E. Heck,&nbsp;Meng-Yu Weng,&nbsp;Pei-Chen Lee","doi":"10.1111/1756-185x.70457","DOIUrl":"10.1111/1756-185x.70457","url":null,"abstract":"<div>\u0000 \u0000 \u0000 <section>\u0000 \u0000 <h3> Objectives</h3>\u0000 \u0000 <p>Autoimmune diseases (ADs) are characterized by a loss of immune tolerance to self-antigens. Maternal ADs are associated with pregnancy complications and are related to various diseases among their offspring. Existing studies have reported that maternal ADs increase the risk of certain types of malignancies in children. We aimed to investigate the association between maternal ADs and childhood cancer in Taiwan.</p>\u0000 </section>\u0000 \u0000 <section>\u0000 \u0000 <h3> Methods</h3>\u0000 \u0000 <p>We established a population-based cohort study using the Taiwan Maternal and Child Health Database, which links parents to their children, and connected it to the Taiwan Cancer Registry to identify cases of childhood cancer. Cox proportional hazard modeling was used to examine the association between maternal ADs and childhood cancer. Further analysis of exposure to overall maternal ADs and incident individual childhood cancer types was performed and stratified by child sex.</p>\u0000 </section>\u0000 \u0000 <section>\u0000 \u0000 <h3> Results</h3>\u0000 \u0000 <p>From 2004 to 2015, there were a total of 2 385 071 live births in Taiwan; 97 138 were exposed to maternal ADs. Certain types of organ-specific maternal ADs, including gastrointestinal and skin ADs, were weakly associated with overall childhood cancers. Compared to their counterparts, offspring exposed to maternal ADs were at risk of developing CNS tumors and neuroblastoma. Exposed female offspring had a higher risk of medulloblastoma and hepatoblastoma.</p>\u0000 </section>\u0000 \u0000 <section>\u0000 \u0000 <h3> Conclusion</h3>\u0000 \u0000 <p>Our study implicates the association between maternal ADs and childhood cancer. Future research is required to elucidate the pathogenesis of the increased risk of childhood cancer among exposed offspring.</p>\u0000 </section>\u0000 </div>","PeriodicalId":14330,"journal":{"name":"International Journal of Rheumatic Diseases","volume":"28 12","pages":""},"PeriodicalIF":2.0,"publicationDate":"2025-12-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145723365","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
Correction to “APLAR Young Rheumatology's Vision for Holistic Professional Development in Rheumatology” 更正“美国风湿病学会青年风湿病学对风湿病学整体专业发展的愿景”。
IF 2 4区 医学 Q2 RHEUMATOLOGY Pub Date : 2025-12-09 DOI: 10.1111/1756-185x.70504

L. Gupta, K. Ansa Ashari, and G. Harifi, “APLAR Young Rheumatology's Vision for Holistic Professional Development in Rheumatology,” International Journal of Rheumatic Diseases 28, no. 11 (2025): e70454. https://doi.org/10.1111/1756-185x.70454.

An abstract was added to the above article in error. We have removed the abstract in the online article.

We apologize for this error.

L. Gupta, K. Ansa Ashari,和G. Harifi,“美国风湿病学会青年风湿病学整体专业发展的愿景”,《国际风湿病杂志》28,no。11 (2025): e70454。https://doi.org/10.1111/1756-185x.70454.An摘要被错误地添加到上述文章中。我们删除了网上文章的摘要。我们为这个错误道歉。
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引用次数: 0
Cancer Development in Sjögren's Syndrome: Prognostic Factors and Clinical Implications Sjögren综合征的癌症发展:预后因素和临床意义。
IF 2 4区 医学 Q2 RHEUMATOLOGY Pub Date : 2025-12-09 DOI: 10.1111/1756-185x.70485
Gianluca Pagnoni, Francesca Coppi
{"title":"Cancer Development in Sjögren's Syndrome: Prognostic Factors and Clinical Implications","authors":"Gianluca Pagnoni,&nbsp;Francesca Coppi","doi":"10.1111/1756-185x.70485","DOIUrl":"10.1111/1756-185x.70485","url":null,"abstract":"","PeriodicalId":14330,"journal":{"name":"International Journal of Rheumatic Diseases","volume":"28 12","pages":""},"PeriodicalIF":2.0,"publicationDate":"2025-12-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145708040","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
Case Report: An Unusual Mimicker of Osteoarthritis 病例报告:一个不寻常的骨关节炎模仿者。
IF 2 4区 医学 Q2 RHEUMATOLOGY Pub Date : 2025-12-07 DOI: 10.1111/1756-185x.70499
Sidar Çöpür, Mahmut Altındal, Nilüfer Alpay Kanıtez
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引用次数: 0
Artificial Intelligence in Action: A Comprehensive Review on Machine and Deep Learning Methods in Sjögren's Syndrome Diagnosis 人工智能在行动:机器和深度学习方法在Sjögren综合征诊断中的综合综述。
IF 2 4区 医学 Q2 RHEUMATOLOGY Pub Date : 2025-12-07 DOI: 10.1111/1756-185x.70495
Saumya Rawat, Ved Prakash Chaturvedi, Hemalatha Shanmugam, Lavanya Airen

Sjögren's syndrome (SS) is a chronic autoimmune disorder characterized by heterogeneous manifestations and often delayed diagnosis due to its nonspecific symptoms and reliance on invasive tests. This review highlights the transformative role of artificial intelligence (AI), particularly machine learning (ML), and deep learning (DL), in enhancing SS diagnostic accuracy across diverse clinical settings. Artificial intelligence–driven models have demonstrated remarkable performance in histopathological analysis, automating the evaluation of salivary gland biopsies and minimizing observer variability. Imaging diagnostics, such as salivary gland ultrasonography and computed tomography (CT), have benefited from DL models that outperform inexperienced radiologists in detecting glandular abnormalities. When paired with ML classifiers, noninvasive approaches using Raman spectroscopy and tongue imaging offer promising alternatives to traditional diagnostics. Moreover, AI applications in genomic and metabolomic profiling have unveiled novel biomarkers and molecular signatures for SS. In primary-care, ML models trained on electronic health records (EHRs) show potential in early case identification and reducing referral delays. These innovations collectively illustrate AI's capability to unify disparate data sources from visual and molecular to clinical and support timely, personalized diagnostics. The inference drawn from this review is that AI integration across multiple diagnostic modalities can bridge existing gaps in SS detection, making diagnosis faster, more objective, and accessible even in resource-limited settings.

Sjögren综合征(SS)是一种慢性自身免疫性疾病,其特征是异质性表现,由于其非特异性症状和依赖侵入性检查而常常延误诊断。这篇综述强调了人工智能(AI),特别是机器学习(ML)和深度学习(DL)在提高不同临床环境下SS诊断准确性方面的变革作用。人工智能驱动的模型在组织病理学分析、唾液腺活检的自动化评估和最小化观察者变异方面表现出色。成像诊断,如唾液腺超声检查和计算机断层扫描(CT),受益于DL模型,在检测腺体异常方面优于经验不足的放射科医生。当与ML分类器配对时,使用拉曼光谱和舌头成像的无创方法为传统诊断提供了有希望的替代方法。此外,人工智能在基因组和代谢组学分析中的应用揭示了SS的新型生物标志物和分子特征。在初级保健中,电子健康记录(EHRs)训练的ML模型显示出早期病例识别和减少转诊延误的潜力。这些创新共同说明了人工智能将从视觉和分子到临床的不同数据源统一起来的能力,并支持及时、个性化的诊断。从这篇综述中得出的结论是,跨多种诊断模式的人工智能集成可以弥合SS检测中的现有差距,使诊断更快、更客观,即使在资源有限的情况下也可以获得。
{"title":"Artificial Intelligence in Action: A Comprehensive Review on Machine and Deep Learning Methods in Sjögren's Syndrome Diagnosis","authors":"Saumya Rawat,&nbsp;Ved Prakash Chaturvedi,&nbsp;Hemalatha Shanmugam,&nbsp;Lavanya Airen","doi":"10.1111/1756-185x.70495","DOIUrl":"10.1111/1756-185x.70495","url":null,"abstract":"<div>\u0000 \u0000 <p>Sjögren's syndrome (SS) is a chronic autoimmune disorder characterized by heterogeneous manifestations and often delayed diagnosis due to its nonspecific symptoms and reliance on invasive tests. This review highlights the transformative role of artificial intelligence (AI), particularly machine learning (ML), and deep learning (DL), in enhancing SS diagnostic accuracy across diverse clinical settings. Artificial intelligence–driven models have demonstrated remarkable performance in histopathological analysis, automating the evaluation of salivary gland biopsies and minimizing observer variability. Imaging diagnostics, such as salivary gland ultrasonography and computed tomography (CT), have benefited from DL models that outperform inexperienced radiologists in detecting glandular abnormalities. When paired with ML classifiers, noninvasive approaches using Raman spectroscopy and tongue imaging offer promising alternatives to traditional diagnostics. Moreover, AI applications in genomic and metabolomic profiling have unveiled novel biomarkers and molecular signatures for SS. In primary-care, ML models trained on electronic health records (EHRs) show potential in early case identification and reducing referral delays. These innovations collectively illustrate AI's capability to unify disparate data sources from visual and molecular to clinical and support timely, personalized diagnostics. The inference drawn from this review is that AI integration across multiple diagnostic modalities can bridge existing gaps in SS detection, making diagnosis faster, more objective, and accessible even in resource-limited settings.</p>\u0000 </div>","PeriodicalId":14330,"journal":{"name":"International Journal of Rheumatic Diseases","volume":"28 12","pages":""},"PeriodicalIF":2.0,"publicationDate":"2025-12-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145700872","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
期刊
International Journal of Rheumatic Diseases
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