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Autologous haematopoiesis stem cell transplantation (AHSCT) for treatment-refractory autoimmune diseases in children 自体造血干细胞移植(AHSCT)治疗儿童难治性自身免疫性疾病
IF 6.2 2区 医学 Q1 RHEUMATOLOGY Pub Date : 2024-07-01 DOI: 10.1136/rmdopen-2024-004381
Özlem Satirer, Joerg C Henes, Michaela Döring, Till Lesk, Susanne Benseler, Jasmin Beate Kuemmerle-Deschner
Objectives To evaluate the long-term effectiveness and safety of autologous haematopoiesis stem cell transplantation (AHSCT) for severe, refractory autoimmune diseases in paediatric patients. Methods A single-centre study of consecutive children and adolescents with refractory autoimmune diseases undergoing AHSCT was performed. Demographics, clinical, laboratory features, pre-AHSCT medications, disease activity and functional status were captured. The primary outcome was progression-free survival, secondary outcomes included overall survival, disease-specific treatment responses, disease activity at the last follow-up and AHSCT safety. Results The study included seven patients: two systemic sclerosis, one pansclerotic morphoea, one eosinophilic fasciitis, one juvenile dermatomyositis and two patients with systemic juvenile idiopathic arthritis; four women, three men median age at AHSCT of 10 years (7–19), median follow-up post-AHSCT of 17 years. Median progression-free survival and overall survival was 4.2 years (95% CI: 0.98 to 8.3) and 17 years (95% CI: 11.8 to 22.1), respectively. Progression-free survival rates at 1 and 2 years post-AHSCT were 100% and 77%, respectively. All children survived. All patients are in clinical remission, only four require ongoing immunotherapy. Safety: Three experienced infections, including HHV6, Candida and Ralstonia sepsis; one developed a systemic inflammatory response syndrome; two new onset secondary autoimmune diseases including autoimmune haemolytic anaemia, Graves’ disease and one was found to have a breast fibroadenoma. Treatment toxicity: one cyclophosphamide-associated transient renal failure and pericardial effusion, one patient with amenorrhoea/infertility. Conclusions AHSCT was an effective and safe approach for children and adolescents with treatment-refractory autoimmune diseases. The indication and timing of transplantation requires a careful consideration and a multidisciplinary approach. Data are available upon reasonable request.
目的 评估自体造血干细胞移植(AHSCT)治疗严重难治性自身免疫性疾病的长期有效性和安全性。方法 对连续接受自体造血干细胞移植的难治性自身免疫性疾病儿童和青少年进行单中心研究。研究记录了患者的人口统计学特征、临床和实验室特征、AHSCT 前的用药情况、疾病活动和功能状态。主要结果是无进展生存期,次要结果包括总生存期、疾病特异性治疗反应、最后一次随访时的疾病活动性和 AHSCT 的安全性。结果 该研究包括七名患者:两名系统性硬化症患者、一名泛硬化性变形症患者、一名嗜酸性粒细胞筋膜炎患者、一名幼年皮肌炎患者和两名系统性幼年特发性关节炎患者;其中四名女性,三名男性,AHSCT时的中位年龄为10岁(7-19岁),AHSCT后的中位随访时间为17年。无进展生存期和总生存期的中位数分别为4.2年(95% CI:0.98-8.3)和17年(95% CI:11.8-22.1)。AHSCT后1年和2年的无进展生存率分别为100%和77%。所有患儿均存活。所有患者均临床缓解,只有四名患者需要持续接受免疫治疗。安全性:三名患者出现感染,包括HHV6、白色念珠菌和拉氏菌败血症;一名患者出现全身炎症反应综合征;两名患者新发继发性自身免疫性疾病,包括自身免疫性溶血性贫血和巴塞杜氏病;一名患者被发现患有乳腺纤维腺瘤。治疗毒性:一名患者出现环磷酰胺相关的一过性肾衰竭和心包积液,一名患者闭经/不孕。结论 对于患有难治性自身免疫性疾病的儿童和青少年来说,AHSCT是一种有效而安全的方法。移植的适应症和时机需要仔细考虑,并采用多学科方法。如有合理要求,可提供相关数据。
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引用次数: 0
Early clinical response associates with long-term outcomes with ixekizumab in radiographic axial spondyloarthritis 早期临床反应与ixekizumab治疗放射性轴性脊柱关节炎的长期疗效有关
IF 6.2 2区 医学 Q1 RHEUMATOLOGY Pub Date : 2024-07-01 DOI: 10.1136/rmdopen-2024-004429
Sofia Ramiro, Cédric Lukas, Louis Bessette, Pendleton Wickersham, Tommaso Panni, Rebecca Bolce, Soyi Liu-Leage, Boris Janos, Michael J Nissen, James Cheng-­Chung Wei
Background The Assessment of SpondyloArthritis international Society-European Alliance of Associations for Rheumatology recommendations for axial spondyloarthritis (axSpA) management include patient assessment for biological disease-modifying antirheumatic drug (bDMARD) treatment response after at least 12 weeks of treatment. The current treat-to-target strategy for axSpA is to achieve inactive disease (ID; Axial Spondyloarthritis Disease Activity Score (ASDAS) <1.3) or at least low disease activity (LDA; 1.3≤ASDAS<2.1). To investigate the association between treatment response at week 12 and/or week 24 and attainment of the ASDAS<2.1 treat-to-target recommendation at week 52 in bDMARD-naïve patients with radiographic (r-)axSpA treated with ixekizumab (IXE). Methods This post hoc analysis included patients randomly assigned to IXE 80 mg every 4 weeks from COAST-V ([NCT02696785][1]), a phase 3 trial in bDMARD-naïve patients with r-axSpA. The proportion of patients who achieved ASDAS<2.1 at week 52 was measured among those who attained or not clinically important improvement (CII, ∆ASDAS≥1.1) response, and among those with ID, LDA and high or very high disease activity at week 12 and/or week 24. Non-response was assumed for missing data. Results Amongst 81 patients, 47 (58.0%) achieved ASDAS CII at week 12, with 70.2% (n=33) achieving ASDAS<2.1 at week 52. At week 24, 52 (64.2%) patients achieved ASDAS CII, with 71.2% (n=37) achieving ASDAS<2.1 at week 52. Of the 24 patients who did not achieve ASDAS CII at either week 12 or week 24, 5 (20.8%) achieved ASDAS<2.1 at week 52. Conclusion This analysis reinforces the current recommendation that continuing treatment in those achieving ASDAS CII at week 12 and/or week 24 increases the likelihood of obtaining ID/LDA at week 52. Trial registration number [NCT02696785][1]. Data are available on reasonable request. Lilly provides access to all individual participant data collected during the trial, after anonymisation, with the exception of pharmacokinetic or genetic data. Data are available to request 6 months after the indication studied has been approved in the USA and EU and after primary publication acceptance, whichever is later. No expiration date of data requests is currently set once data are made available. Access is provided after a proposal has been approved by an independent review committee identified for this purpose and after receipt of a signed data sharing agreement. Data and documents, including the study protocol, statistical analysis plan, clinical study report, blank or annotated case report forms, will be provided in a secure data sharing environment. For details on submitting a request, see the instructions provided at www.vivli.org. [1]: /lookup/external-ref?link_type=CLINTRIALGOV&access_num=NCT02696785&atom=%2Frmdopen%2F10%2F3%2Fe004429.atom
背景 国际脊柱关节炎学会-欧洲风湿病学协会联盟关于轴性脊柱关节炎(axSpA)治疗的评估建议包括在至少治疗 12 周后对患者进行生物改变病情抗风湿药(bDMARD)治疗反应评估。轴性关节炎(axSpA)目前的靶向治疗策略是达到非活动性疾病(ID;轴性脊柱关节炎疾病活动度评分(ASDAS)<1.3)或至少达到低疾病活动度(LDA;1.3≤ASDAS<2.1)。目的 研究接受ixekizumab (IXE)治疗的bDMARD无效放射学(r-)axSpA患者第12周和/或第24周的治疗反应与第52周达到ASDAS<2.1治疗目标推荐值之间的关系。方法 这项事后分析纳入了COAST-V([NCT02696785][1])中随机分配到IXE 80 mg、每4周一次的患者,COAST-V是一项针对bDMARD无效的r-axSpA患者的3期试验。第52周达到ASDAS<2.1的患者比例是在第12周和/或第24周达到或未达到临床重要改善(CII,∆ASDAS≥1.1)反应的患者中,以及在第12周和/或第24周有ID、LDA和高度或极高度疾病活动的患者中进行测量的。缺失数据假定为无应答。结果 81例患者中,47例(58.0%)在第12周达到ASDAS CII,70.2%(33例)在第52周达到ASDAS<2.1。在第 24 周,52 名患者(64.2%)达到了 ASDAS CII,其中 71.2%(37 人)在第 52 周达到了 ASDAS<2.1 的水平。在第 12 周或第 24 周均未达到 ASDAS CII 的 24 名患者中,有 5 人(20.8%)在第 52 周达到了 ASDAS<2.1 的水平。结论 该分析加强了目前的建议,即在第12周和/或第24周达到ASDAS CII的患者继续治疗可增加在第52周获得ID/LDA的可能性。试验注册号[NCT02696785][1]。如有合理要求,可提供数据。除了药代动力学或遗传学数据外,礼来公司提供试验期间收集的所有匿名参与者个人数据。在所研究的适应症在美国和欧盟获得批准后 6 个月或主要出版物被接受后(以较晚者为准),可申请获取数据。数据提供后,目前没有规定数据申请的截止日期。在收到签署的数据共享协议后,经为此目的确定的独立审查委员会批准后,即可提供数据。数据和文件(包括研究方案、统计分析计划、临床研究报告、空白或带注释的病例报告表)将在安全的数据共享环境中提供。有关提交申请的详细信息,请参阅 www.vivli.org 上提供的说明。[1]:/lookup/external-ref?link_type=CLINTRIALGOV&access_num=NCT02696785&atom=%2Frmdopen%2F10%2F3%2Fe004429.atom
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引用次数: 0
Course of paediatric ANCA-associated glomerulonephritis: advocating for an age-inclusive approach 小儿 ANCA 相关性肾小球肾炎的病程:倡导年龄包容性方法
IF 6.2 2区 医学 Q1 RHEUMATOLOGY Pub Date : 2024-07-01 DOI: 10.1136/rmdopen-2024-004481
Cecilia Barnini, Louise Oni, Andreas Kronbichler
Antineutrophil cytoplasmic antibody (ANCA)-associated vasculitis (AAV) is a group of diseases characterised by systemic involvement of small-to-medium vessels with necrotising inflammation that, by virtue, can affect all organs. Even though the underlying pathophysiology is still not fully understood, a central role is devoted to autoantibodies against two major neutrophil proteins, either proteinase 3 (PR3-ANCA) or myeloperoxidase (MPO-ANCA), in granulomatosis with polyangiitis (GPA) and microscopic polyangiitis (MPA). These autoantibodies are able to prime and activate neutrophils that, together with other inflammatory cells such as macrophages, monocytes and the complement system, lead to the observed endothelial injury. Both diseases, GPA and MPA, have a predilection for pulmonary and kidney involvement, with 58.6% and 82.2%1 of adults with AAV presenting with ANCA-glomerulonephritis (GN). The incidence of PR3-ANCA is highest in countries with higher latitudes, and PR3-ANCA vasculitis rarely occurs in Japan and China.2 A significant proportion of patients with ANCA-GN remain negative for ANCA but show signs of kidney disease, which is characterised by the absence or only a faint staining for immunoglobulins or complement. In children, the disease is ultra-rare, meaning precise estimates related to epidemiology are missing; however, the underlying disease pathophysiology is believed to be sufficiently similar to that of adults, with subtle differences reported in the frequency of organ involvement. For example, ANCA-GN in GPA seems to be more common in children than in adults, while a comparable frequency is reported in MPA (figure 1). The largest cohort studies reported from Northern America (40 centres), Europe (three centres) and Asia (two centres) revealed that GPA is almost four times as common as MPA.3 In children enrolled on the A Registry for Children with Vasculitis (ARChiVE) registry from 2004 to 2015, initial treatment among 231 children consisted of corticosteroids (96.5%), cyclophosphamide (75.8%), rituximab (12.1%) and plasma exchange …
抗中性粒细胞胞浆抗体(ANCA)相关性血管炎(AAV)是一组以全身中小血管受累并伴有坏死性炎症为特征的疾病,可累及所有器官。尽管其潜在的病理生理学仍未完全清楚,但在肉芽肿性多血管炎(GPA)和显微镜下多血管炎(MPA)中,针对两种主要中性粒细胞蛋白(蛋白酶 3(PR3-ANCA)或髓过氧化物酶(MPO-ANCA))的自身抗体发挥着核心作用。这些自身抗体能够激发和激活中性粒细胞,而中性粒细胞与巨噬细胞、单核细胞和补体系统等其他炎症细胞一起,会导致观察到的内皮损伤。GPA和MPA这两种疾病都有肺部和肾脏受累的倾向,分别有58.6%和82.2%1 的成人AAV患者出现ANCA-肾小球肾炎(GN)。PR3-ANCA 的发病率在纬度较高的国家最高,PR3-ANCA 脉管炎很少发生在日本和中国。2 相当一部分 ANCA-GN 患者的 ANCA 仍为阴性,但有肾脏疾病的表现,其特征是没有或仅有微弱的免疫球蛋白或补体染色。在儿童中,这种疾病极为罕见,这意味着缺乏与流行病学相关的精确估计;不过,据信其潜在的疾病病理生理学与成人的病理生理学十分相似,只是在器官受累的频率上有细微差别。例如,GPA 中的 ANCA-GN 似乎在儿童中比在成人中更常见,而据报道在 MPA 中的发病频率与之相当(图 1)。来自北美(40 个中心)、欧洲(3 个中心)和亚洲(2 个中心)的最大规模队列研究显示,GPA 的发病率几乎是 MPA 的 4 倍。3 2004 年至 2015 年期间,在血管炎患儿登记处(ARChiVE)登记的患儿中,231 名患儿的初始治疗包括皮质类固醇(96.5%)、环磷酰胺(75.8%)、利妥昔单抗(12.1%)和血浆置换...
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引用次数: 0
What role do socioeconomic and clinical factors play in disease activity states in rheumatoid arthritis? Data from a large UK early inflammatory arthritis audit 社会经济因素和临床因素在类风湿关节炎的疾病活动状态中扮演什么角色?来自英国大型早期炎症性关节炎审计的数据
IF 6.2 2区 医学 Q1 RHEUMATOLOGY Pub Date : 2024-07-01 DOI: 10.1136/rmdopen-2024-004180
Maryam Adas, Mrinalini Dey, Sam Norton, Heidi Lempp, Maya H Buch, Andrew Cope, James Galloway, Elena Nikiphorou
Background Persistently active rheumatoid arthritis (pactiveRA) may be due to the interplay between biological and non-biological factors. The role of socioeconomic factors remains unclear. Objectives To explore which biological and non-biological factors associate with pactiveRA. Methods Adults with early RA in the National Early Inflammatory Arthritis Audit, recruited from May 2018 to October 2022, were included if having pactiveRA or persistently low RA (plowRA). The pactiveRA was defined as three consecutive Disease Activity Score-28 joints (DAS28) of >3.2 at baseline, 3 and 12 months. The plowRA was defined as DAS28 ≤3.2 at 3 and 12 months. Stepwise forward logistic regression was used to explore associations with pactiveRA (outcome). Age and gender were included a priori, with socioeconomic factors and comorbidities as exposure variables. Results 682 patients with pactiveRA and 1026 plowRA were included. Compared with plowRA, patients with pactiveRA were younger (58, IQR: 49–67) versus (62, IQR: 52–72), and included more women (69% vs 59%). The pactiveRA was associated with worse scores in patient-reported outcomes at baseline, and anxiety and depression screens. Overall, there was clear social patterning in pactiveRA, with age-by-gender interaction. Logistic regression indicated age, gender, social deprivation and previous or current smoking, were independently associated with pactiveRA, after controlling for disease severity markers (seropositivity). Depression, lung disease, gastric ulcers and baseline corticosteroid use, were also associated with pactiveRA (p<0.05 for all). Conclusion Socioeconomic factors and deprivation were associated with pactiveRA, independent of clinical and disease characteristics. Identifying ‘adverse’ socioeconomic drivers of pactiveRA can help tailor interventions according to individual need. Data are available upon reasonable request. Data used in this study were collected for the National Early Inflammatory Arthritis Audit and are available on request to the data controllers (the Healthcare Quality Improvement Partnership). Data are available upon reasonable request by any qualified researchers who engage in rigorous, independent scientific research, and will be provided following review and approval of a research proposal and Statistical Analysis Plan and execution of a Data Sharing Agreement. All data relevant to the study are included in the article. All figures and tables included in this article are original.
背景持续活动性类风湿性关节炎(pactiveRA)可能是生物和非生物因素相互作用的结果。社会经济因素的作用尚不明确。目的 探讨哪些生物和非生物因素与持续活动性类风湿关节炎有关。方法 在2018年5月至2022年10月期间招募的全国早期炎症性关节炎审计中,如果患有pactiveRA或持续低RA(plowRA),则纳入患有早期RA的成人。pactiveRA的定义是在基线、3个月和12个月时连续三次疾病活动度评分-28关节(DAS28)>3.2。犁式RA的定义是在3个月和12个月时DAS28≤3.2。采用逐步前向逻辑回归法探讨与pactiveRA(结果)的关联。年龄和性别为先验变量,社会经济因素和合并症为暴露变量。结果 纳入了 682 名 pactiveRA 患者和 1026 名 plowRA 患者。与犁式 RA 相比,pactiveRA 患者更年轻(58 岁,IQR:49-67),犁式 RA 患者更年轻(62 岁,IQR:52-72),女性患者更多(69% 对 59%)。pactiveRA 与患者报告的基线结果、焦虑和抑郁筛查得分较低有关。总体而言,pactiveRA 存在明显的社会模式,年龄与性别之间存在交互作用。逻辑回归结果表明,在控制了疾病严重程度指标(血清阳性)后,年龄、性别、社会贫困程度、以前或现在吸烟与 pactiveRA 有独立的相关性。抑郁、肺部疾病、胃溃疡和基线皮质类固醇的使用也与 pactiveRA 有关(均 p<0.05)。结论 社会经济因素和贫困与 pactiveRA 有关,与临床和疾病特征无关。找出导致 pactiveRA 的 "不利 "社会经济因素有助于根据个人需求制定干预措施。如有合理要求,可提供相关数据。本研究中使用的数据是为全国早期炎症性关节炎审计收集的,可向数据控制者(医疗质量改进合作组织)索取。任何从事严谨、独立科学研究的合格研究人员在提出合理要求后均可获得数据,并将在审查和批准研究提案和统计分析计划以及签署数据共享协议后提供数据。所有与研究相关的数据都包含在文章中。本文中的所有图表均为原创。
{"title":"What role do socioeconomic and clinical factors play in disease activity states in rheumatoid arthritis? Data from a large UK early inflammatory arthritis audit","authors":"Maryam Adas, Mrinalini Dey, Sam Norton, Heidi Lempp, Maya H Buch, Andrew Cope, James Galloway, Elena Nikiphorou","doi":"10.1136/rmdopen-2024-004180","DOIUrl":"https://doi.org/10.1136/rmdopen-2024-004180","url":null,"abstract":"Background Persistently active rheumatoid arthritis (pactiveRA) may be due to the interplay between biological and non-biological factors. The role of socioeconomic factors remains unclear. Objectives To explore which biological and non-biological factors associate with pactiveRA. Methods Adults with early RA in the National Early Inflammatory Arthritis Audit, recruited from May 2018 to October 2022, were included if having pactiveRA or persistently low RA (plowRA). The pactiveRA was defined as three consecutive Disease Activity Score-28 joints (DAS28) of >3.2 at baseline, 3 and 12 months. The plowRA was defined as DAS28 ≤3.2 at 3 and 12 months. Stepwise forward logistic regression was used to explore associations with pactiveRA (outcome). Age and gender were included a priori, with socioeconomic factors and comorbidities as exposure variables. Results 682 patients with pactiveRA and 1026 plowRA were included. Compared with plowRA, patients with pactiveRA were younger (58, IQR: 49–67) versus (62, IQR: 52–72), and included more women (69% vs 59%). The pactiveRA was associated with worse scores in patient-reported outcomes at baseline, and anxiety and depression screens. Overall, there was clear social patterning in pactiveRA, with age-by-gender interaction. Logistic regression indicated age, gender, social deprivation and previous or current smoking, were independently associated with pactiveRA, after controlling for disease severity markers (seropositivity). Depression, lung disease, gastric ulcers and baseline corticosteroid use, were also associated with pactiveRA (p<0.05 for all). Conclusion Socioeconomic factors and deprivation were associated with pactiveRA, independent of clinical and disease characteristics. Identifying ‘adverse’ socioeconomic drivers of pactiveRA can help tailor interventions according to individual need. Data are available upon reasonable request. Data used in this study were collected for the National Early Inflammatory Arthritis Audit and are available on request to the data controllers (the Healthcare Quality Improvement Partnership). Data are available upon reasonable request by any qualified researchers who engage in rigorous, independent scientific research, and will be provided following review and approval of a research proposal and Statistical Analysis Plan and execution of a Data Sharing Agreement. All data relevant to the study are included in the article. All figures and tables included in this article are original.","PeriodicalId":21396,"journal":{"name":"RMD Open","volume":null,"pages":null},"PeriodicalIF":6.2,"publicationDate":"2024-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141609160","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
Nipocalimab, an anti-FcRn monoclonal antibody, in participants with moderate to severe active rheumatoid arthritis and inadequate response or intolerance to anti-TNF therapy: results from the phase 2a IRIS-RA study. 抗 FcRn 单克隆抗体尼泊卡利单抗用于中度至重度活动性类风湿关节炎患者及对抗肿瘤坏死因子疗法反应不充分或不耐受者:IRIS-RA 2a 期研究结果。
IF 5.1 2区 医学 Q1 RHEUMATOLOGY Pub Date : 2024-06-28 DOI: 10.1136/rmdopen-2024-004278
Peter C Taylor, Georg Schett, Tom Wj Huizinga, Qingmin Wang, Fowzia Ibrahim, Bei Zhou, Sophia G Liva, Jafar Sadik B Shaik, Yuan Xiong, Jocelyn H Leu, Rohit A Panchakshari, Matthew J Loza, Keying Ma, Harman Dhatt, Ricardo Rojo Cella, Chetan S Karyekar, Carolyn A Cuff, Sheng Gao, Kaiyin Fei

Objectives: To investigate the efficacy, safety, pharmacokinetics and pharmacodynamics of nipocalimab in participants with moderate to severe active rheumatoid arthritis (RA) and inadequate response or intolerance to ≥1 antitumour necrosis factor agent.

Methods: In this phase 2a study, participants with RA seropositive for anticitrullinated protein antibodies (ACPA) or rheumatoid factors were randomised 3:2 to nipocalimab (15 mg/kg intravenously every 2 weeks) or placebo from Weeks 0 to 10. Efficacy endpoints (primary endpoint: change from baseline in Disease Activity Score 28 using C reactive protein (DAS28-CRP) at Week 12) and patient-reported outcomes (PROs) were assessed through Week 12. Safety, pharmacokinetics and pharmacodynamics were assessed through Week 18.

Results: 53 participants were enrolled (nipocalimab/placebo, n=33/20). Although the primary endpoint did not reach statistical significance for nipocalimab versus placebo, a numerically higher change from baseline in DAS28-CRP at Week 12 was observed (least squares mean (95% CI): -1.03 (-1.66 to -0.40) vs -0.58 (-1.24 to 0.07)), with numerically higher improvements in all secondary efficacy outcomes and PROs. Serious adverse events were reported in three participants (burn infection, infusion-related reaction and deep vein thrombosis). Nipocalimab significantly and reversibly reduced serum immunoglobulin G, ACPA and circulating immune complex levels but not serum inflammatory markers, including CRP. ACPA reduction was associated with DAS28-CRP remission and 50% response rate in American College of Rheumatology (ACR) criteria; participants with a higher baseline ACPA had greater clinical improvement.

Conclusions: Despite not achieving statistical significance in the primary endpoint, nipocalimab showed consistent, numerical efficacy benefits in participants with moderate to severe active RA, with greater benefit observed for participants with a higher baseline ACPA.

Trial registration number: NCT04991753.

研究目的研究尼泊卡利单抗对中度至重度活动性类风湿性关节炎(RA)患者的疗效、安全性、药代动力学和药效学,以及对≥1种抗肿瘤坏死因子药物反应不足或不耐受的患者的疗效、安全性、药代动力学和药效学:在这项2a期研究中,对抗坏血酸蛋白抗体(ACPA)或类风湿因子血清阳性的类风湿性关节炎患者进行3:2随机分组,在第0周至第10周期间接受尼泊卡单抗(每2周静脉注射15毫克/千克)或安慰剂治疗。疗效终点(主要终点:第12周时使用C反应蛋白的疾病活动评分28(DAS28-CRP)与基线相比的变化)和患者报告结果(PROs)将在第12周时进行评估。安全性、药代动力学和药效学评估持续到第18周:53名参与者参加了研究(尼泊卡单抗/安慰剂,n=33/20)。尽管尼泊卡单抗与安慰剂的主要终点未达到统计学显著性,但观察到第12周时DAS28-CRP与基线相比的变化在数量上有所增加(最小二乘法均值(95% CI):-1.03(-1.66至-0.40)vs -0.58(-1.24至0.07)),所有次要疗效结果和PROs的改善在数量上也有所增加。有三位参与者报告了严重不良事件(烧伤感染、输液相关反应和深静脉血栓)。尼泊卡利单抗能明显、可逆地降低血清免疫球蛋白G、ACPA和循环免疫复合物水平,但不能降低血清炎症指标,包括CRP。ACPA的降低与DAS28-CRP缓解和美国风湿病学会(ACR)标准中50%的应答率有关;基线ACPA较高的参与者临床改善程度更大:尽管主要终点未达到统计学意义,但尼泊卡利单抗对中度至重度活动性RA患者的疗效显示出一致的数字优势,基线ACPA较高的患者获益更大:NCT04991753。
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引用次数: 0
Large language model-driven sentiment analysis for facilitating fibromyalgia diagnosis. 大语言模型驱动的情感分析促进纤维肌痛的诊断。
IF 5.1 2区 医学 Q1 RHEUMATOLOGY Pub Date : 2024-06-28 DOI: 10.1136/rmdopen-2024-004367
Vincenzo Venerito, Florenzo Iannone

Background: Fibromyalgia (FM) is a complex disorder with widespread pain and emotional distress, posing diagnostic challenges. FM patients show altered cognitive and emotional processing, with a preferential allocation of attention to pain-related information. This attentional bias towards pain cues can impair cognitive functions such as inhibitory control, affecting patients' ability to manage and express emotions. Sentiment analysis using large language models (LLMs) can provide insights by detecting nuances in pain expression. This study investigated whether open-source LLM-driven sentiment analysis could aid FM diagnosis.

Methods: 40 patients with FM, according to the 2016 American College of Rheumatology Criteria and 40 non-FM chronic pain controls referred to rheumatology clinics, were enrolled. Transcribed responses to questions on pain and sleep were machine translated to English and analysed by the LLM Mistral-7B-Instruct-v0.2 using prompt engineering targeting FM-associated language nuances for pain expression ('prompt-engineered') or an approach without this targeting ('ablated'). Accuracy, precision, recall, specificity and area under the receiver operating characteristic curve (AUROC) were calculated using rheumatologist diagnosis as ground truth.

Results: The prompt-engineered approach demonstrated accuracy of 0.87, precision of 0.92, recall of 0.84, specificity of 0.82 and AUROC of 0.86 for distinguishing FM. In comparison, the ablated approach had an accuracy of 0.76, precision of 0.75, recall of 0.77, specificity of 0.75 and AUROC of 0.76. The accuracy was superior to the ablated approach (McNemar's test p<0.001).

Conclusion: This proof-of-concept study suggests LLM-driven sentiment analysis, especially with prompt engineering, may facilitate FM diagnosis by detecting subtle differences in pain expression. Further validation is warranted, particularly the inclusion of secondary FM patients.

背景:纤维肌痛(FM)是一种复杂的疾病,具有广泛的疼痛和情绪困扰,给诊断带来了挑战。纤维肌痛患者的认知和情绪处理发生了改变,注意力优先分配给与疼痛相关的信息。这种对疼痛线索的注意偏向会损害抑制控制等认知功能,影响患者管理和表达情绪的能力。使用大型语言模型(LLM)进行情感分析可以通过检测疼痛表达中的细微差别来提供见解。本研究调查了开源 LLM 驱动的情感分析是否有助于 FM 诊断。方法:根据 2016 年美国风湿病学会标准,40 名 FM 患者和 40 名转诊到风湿病诊所的非 FM 慢性疼痛对照组患者被纳入研究。针对疼痛表达的 FM 相关语言细微差别("prompt-engineered")或不针对该细微差别的方法("ablated"),对有关疼痛和睡眠问题的转录回答进行机器翻译成英语,并由 LLM Mistral-7B-Instruct-v0.2 进行分析。以风湿病学家的诊断为基本事实,计算了准确度、精确度、召回率、特异性和接收者操作特征曲线下面积(AUROC):结果:在鉴别 FM 方面,提示工程方法的准确度为 0.87,精确度为 0.92,召回率为 0.84,特异性为 0.82,接收者操作特征曲线下面积为 0.86。相比之下,消融方法的准确度为 0.76,精确度为 0.75,召回率为 0.77,特异性为 0.75,AUROC 为 0.76。准确性优于消融方法(McNemar 检验 pConclusion):这项概念验证研究表明,LLM 驱动的情感分析,尤其是与即时工程相结合的情感分析,可以通过检测疼痛表达的细微差别来促进调频诊断。还需要进一步验证,尤其是纳入继发性 FM 患者。
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引用次数: 0
Sex-specific impact of inflammation on traditional cardiovascular risk factors and atherosclerosis in axial spondyloarthritis. A multicentre study of 913 patients. 炎症对轴向脊柱关节炎患者传统心血管风险因素和动脉粥样硬化的性别特异性影响。一项针对913名患者的多中心研究。
IF 5.1 2区 医学 Q1 RHEUMATOLOGY Pub Date : 2024-06-28 DOI: 10.1136/rmdopen-2024-004187
Ivan Ferraz-Amaro, Fernanda Genre, Ricardo Blanco, Vanesa Calvo-Rio, Cristina Corrales-Selaya, Virginia Portilla, Elena Aurrecoechea, Ricardo Batanero, Vanesa Hernández-Hernández, Juan Carlos Quevedo-Abeledo, Carlos Rodríguez-Lozano, Clementina López-Medina, Lourdes Ladehesa-Pineda, Santos Castañeda, Esther F Vicente-Rabaneda, Cristina Fernández-Carballido, María Paz Martínez Vidal, David Castro Corredor, Joaquín Anino Fernández, Diana Peiteado, Chamaida Plasencia-Rodriguez, Rosa Expósito, Maria Luz Garcia Vivar, Eva Galíndez-Agirregoikoa, Nuria Vegas, Irati Urionagüena, Esther Montes-Perez, Miguel A Gonzalez-Gay, Javier Rueda-Gotor

Introduction: The nature of the relationship between inflammation, cardiovascular (CV) risk factors and atherosclerosis in axial spondyloarthritis (axSpA) remains largely unknown and sex differences in this regard are yet to be assessed.

Methods: Study including 611 men and 302 women from the Spanish multicentre AtheSpAin cohort to assess CV disease in axSpA. Data on CV disease risk factors were collected both at disease diagnosis and at enrolment, and data on disease activity, functional indices and carotid ultrasonography only at enrolment.

Results: After a median disease duration of 9 years, patients of both sexes who at disease diagnosis had elevated acute phase reactants (APRs), more frequently had hypertension and obesity. The same occurred with dyslipidaemia in men and with diabetes mellitus in women. At enrolment, CV risk factors were independently associated with APR and with activity and functional indices, with various sex differences. C reactive protein (CRP) values were inversely associated with HDL-cholesterol in men (β coefficient: -1.2 (95% CI: -0.3 to -0.07) mg/dL, p=0.001), while erythrocyte sedimentation rate values were positively associated with triglycerides in women (β coefficient: 0.6 (95% CI: 0.04 to 1) mg/dL, p=0.035). Furthermore, only women showed an independent relationship between insulin resistance parameters and APR or disease activity. Both men and women with high-very high CV risk according to the Systematic Assessment of Coronary Risk Evaluation 2 and CRP levels higher than 3 mg/L at diagnosis of the disease presented carotid plaques significantly more frequently than those with normal CRP levels at disease diagnosis.

Conclusion: Inflammation is associated with atherosclerosis and CV disease in axSpA. A gender-driven effect is observed in this relationship.

导言:轴性脊柱关节炎(axSpA)患者的炎症、心血管(CV)风险因素和动脉粥样硬化之间的关系在很大程度上仍然未知,这方面的性别差异也有待评估:这项研究包括西班牙多中心 AtheSpAin 队列中的 611 名男性和 302 名女性,目的是评估 axSpA 中的心血管疾病。在疾病诊断和入组时均收集了有关心血管疾病风险因素的数据,仅在入组时收集了有关疾病活动性、功能指数和颈动脉超声的数据:中位病程为 9 年的男女患者在确诊时都有急性时相反应物(APRs)升高,更常见的是高血压和肥胖。同样的情况也发生在男性血脂异常和女性糖尿病患者身上。入学时,心血管疾病风险因素与急性时相反应蛋白、活动和功能指数独立相关,并存在不同的性别差异。男性的 C 反应蛋白(CRP)值与高密度脂蛋白胆固醇成反比(β 系数:-1.2 (95% CI: -0.3 to -0.07) mg/dL,p=0.001),而女性的红细胞沉降率值与甘油三酯成正比(β 系数:0.6 (95% CI: 0.04 to 1) mg/dL,p=0.035)。此外,只有女性的胰岛素抵抗参数与 APR 或疾病活动性之间存在独立关系。根据《冠状动脉风险系统评估 2》(Systematic Assessment of Coronary Risk Evaluation 2),冠状动脉风险极高且确诊时 CRP 水平高于 3 毫克/升的男性和女性出现颈动脉斑块的频率明显高于确诊时 CRP 水平正常的男性和女性:炎症与动脉粥样硬化和心血管疾病有关。结论:炎症与 axSpA 患者的动脉粥样硬化和心血管疾病有关,在这种关系中可以观察到性别驱动效应。
{"title":"Sex-specific impact of inflammation on traditional cardiovascular risk factors and atherosclerosis in axial spondyloarthritis. A multicentre study of 913 patients.","authors":"Ivan Ferraz-Amaro, Fernanda Genre, Ricardo Blanco, Vanesa Calvo-Rio, Cristina Corrales-Selaya, Virginia Portilla, Elena Aurrecoechea, Ricardo Batanero, Vanesa Hernández-Hernández, Juan Carlos Quevedo-Abeledo, Carlos Rodríguez-Lozano, Clementina López-Medina, Lourdes Ladehesa-Pineda, Santos Castañeda, Esther F Vicente-Rabaneda, Cristina Fernández-Carballido, María Paz Martínez Vidal, David Castro Corredor, Joaquín Anino Fernández, Diana Peiteado, Chamaida Plasencia-Rodriguez, Rosa Expósito, Maria Luz Garcia Vivar, Eva Galíndez-Agirregoikoa, Nuria Vegas, Irati Urionagüena, Esther Montes-Perez, Miguel A Gonzalez-Gay, Javier Rueda-Gotor","doi":"10.1136/rmdopen-2024-004187","DOIUrl":"10.1136/rmdopen-2024-004187","url":null,"abstract":"<p><strong>Introduction: </strong>The nature of the relationship between inflammation, cardiovascular (CV) risk factors and atherosclerosis in axial spondyloarthritis (axSpA) remains largely unknown and sex differences in this regard are yet to be assessed.</p><p><strong>Methods: </strong>Study including 611 men and 302 women from the Spanish multicentre AtheSpAin cohort to assess CV disease in axSpA. Data on CV disease risk factors were collected both at disease diagnosis and at enrolment, and data on disease activity, functional indices and carotid ultrasonography only at enrolment.</p><p><strong>Results: </strong>After a median disease duration of 9 years, patients of both sexes who at disease diagnosis had elevated acute phase reactants (APRs), more frequently had hypertension and obesity. The same occurred with dyslipidaemia in men and with diabetes mellitus in women. At enrolment, CV risk factors were independently associated with APR and with activity and functional indices, with various sex differences. C reactive protein (CRP) values were inversely associated with HDL-cholesterol in men (β coefficient: -1.2 (95% CI: -0.3 to -0.07) mg/dL, p=0.001), while erythrocyte sedimentation rate values were positively associated with triglycerides in women (β coefficient: 0.6 (95% CI: 0.04 to 1) mg/dL, p=0.035). Furthermore, only women showed an independent relationship between insulin resistance parameters and APR or disease activity. Both men and women with high-very high CV risk according to the Systematic Assessment of Coronary Risk Evaluation 2 and CRP levels higher than 3 mg/L at diagnosis of the disease presented carotid plaques significantly more frequently than those with normal CRP levels at disease diagnosis.</p><p><strong>Conclusion: </strong>Inflammation is associated with atherosclerosis and CV disease in axSpA. A gender-driven effect is observed in this relationship.</p>","PeriodicalId":21396,"journal":{"name":"RMD Open","volume":null,"pages":null},"PeriodicalIF":5.1,"publicationDate":"2024-06-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11227836/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141470586","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Anti-dsDNA IgE: a potential non-invasive test for prediction of lupus nephritis relapse. 抗dsDNA IgE:预测狼疮肾炎复发的潜在非侵入性检测方法。
IF 5.1 2区 医学 Q1 RHEUMATOLOGY Pub Date : 2024-06-28 DOI: 10.1136/rmdopen-2024-004255
Marie Himbert, Noémie Jourde-Chiche, Léa Chapart, Nicolas Charles, Karine Baumstarck, Eric Daugas

Objectives: Discontinuation or continuation of maintenance immunosuppressive therapy (MIST) after a severe lupus nephritis (LN) requires measuring the risk of relapse but reliable clinical and biological markers are lacking. The WIN-IgE study assesses the value of serum anti-dsDNA IgE autoantibodies as a biomarker for the prediction of relapse in severe LN.

Methods: WIN-IgE is an ancillary study of the WIN-Lupus study (NCT01284725), a prospective controlled clinical trial which evaluated the discontinuation of MIST after 2-3 years in class III or IV±V LN with active lesions. WIN-IgE included all patients with available serum collected at randomisation for continuation or discontinuation of MIST. In these sera, anti-dsDNA antibodies, IgE and IgG, were quantified by ELISA and compared between patients who experienced LN relapse and those who did not during the 24 months of follow-up.

Results: 52 patients were included, 25 in the MIST continuation group and 27 in the MIST discontinuation group, 12 experienced a biopsy-proven relapse of LN. Initial anti-dsDNA IgE antibodies levels were higher in patients with subsequent LN relapse. Anti-dsDNA IgG was not associated with relapse. Survival without LN relapse was lower in patients with anti-dsDNA IgE levels above vs below a threshold of 1.9 arbitrary units (p=0.019), particularly in the subgroup of patients randomised to discontinue MIST (p=0.002). In all patients, anti-dsDNA IgE above 1.9 arbitrary units had a positive predictive value of 0.8 for severe LN relapse.

Conclusions: These results suggest blood anti-dsDNA IgE as a non-invasive predictive marker of LN relapse.

目的:严重狼疮性肾炎(LN)后停止或继续维持性免疫抑制疗法(MIST)需要测量复发风险,但目前缺乏可靠的临床和生物学标志物。WIN-IgE研究评估了血清抗dsDNA IgE自身抗体作为预测重症狼疮肾炎复发的生物标志物的价值:WIN-IgE是WIN-狼疮研究(NCT01284725)的一项辅助研究,该研究是一项前瞻性对照临床试验,评估了有活动性病变的III级或IV±V级LN患者在2-3年后停用MIST的情况。WIN-IgE 纳入了所有在随机化时收集到血清的患者,以继续或终止 MIST。在这些血清中,抗dsDNA抗体、IgE和IgG被ELISA定量,并在24个月的随访期间对LN复发和未复发的患者进行比较:共纳入 52 例患者,其中 25 例为继续 MIST 组,27 例为停止 MIST 组,12 例经活检证实为 LN 复发。LN复发患者的初始抗dsDNA IgE抗体水平较高。抗dsDNA IgG与复发无关。抗dsDNA IgE水平高于1.9任意单位阈值与低于1.9任意单位阈值的患者无LN复发的存活率较低(p=0.019),尤其是在随机停用MIST的患者亚组中(p=0.002)。在所有患者中,抗dsDNA IgE高于1.9任意单位对严重LN复发的阳性预测值为0.8:这些结果表明,血液抗dsDNA IgE是LN复发的非侵入性预测指标。
{"title":"Anti-dsDNA IgE: a potential non-invasive test for prediction of lupus nephritis relapse.","authors":"Marie Himbert, Noémie Jourde-Chiche, Léa Chapart, Nicolas Charles, Karine Baumstarck, Eric Daugas","doi":"10.1136/rmdopen-2024-004255","DOIUrl":"10.1136/rmdopen-2024-004255","url":null,"abstract":"<p><strong>Objectives: </strong>Discontinuation or continuation of maintenance immunosuppressive therapy (MIST) after a severe lupus nephritis (LN) requires measuring the risk of relapse but reliable clinical and biological markers are lacking. The WIN-IgE study assesses the value of serum anti-dsDNA IgE autoantibodies as a biomarker for the prediction of relapse in severe LN.</p><p><strong>Methods: </strong>WIN-IgE is an ancillary study of the WIN-Lupus study (NCT01284725), a prospective controlled clinical trial which evaluated the discontinuation of MIST after 2-3 years in class III or IV±V LN with active lesions. WIN-IgE included all patients with available serum collected at randomisation for continuation or discontinuation of MIST. In these sera, anti-dsDNA antibodies, IgE and IgG, were quantified by ELISA and compared between patients who experienced LN relapse and those who did not during the 24 months of follow-up.</p><p><strong>Results: </strong>52 patients were included, 25 in the MIST continuation group and 27 in the MIST discontinuation group, 12 experienced a biopsy-proven relapse of LN. Initial anti-dsDNA IgE antibodies levels were higher in patients with subsequent LN relapse. Anti-dsDNA IgG was not associated with relapse. Survival without LN relapse was lower in patients with anti-dsDNA IgE levels above vs below a threshold of 1.9 arbitrary units (p=0.019), particularly in the subgroup of patients randomised to discontinue MIST (p=0.002). In all patients, anti-dsDNA IgE above 1.9 arbitrary units had a positive predictive value of 0.8 for severe LN relapse.</p><p><strong>Conclusions: </strong>These results suggest blood anti-dsDNA IgE as a non-invasive predictive marker of LN relapse.</p>","PeriodicalId":21396,"journal":{"name":"RMD Open","volume":null,"pages":null},"PeriodicalIF":5.1,"publicationDate":"2024-06-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11227839/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141470583","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Are poor prognostic factors a realistic basis for treatment decisions in patients with rheumatoid arthritis? Lessons from the IMPROVED study. 不良预后因素是类风湿关节炎患者治疗决策的现实基础吗?IMPROVED研究的启示。
IF 5.1 2区 医学 Q1 Medicine Pub Date : 2024-06-21 DOI: 10.1136/rmdopen-2024-004382
Joy Ardjuna van der Pol, Cornelia F Allaart, Tom W J Huizinga, Sytske Anne Bergstra
{"title":"Are poor prognostic factors a realistic basis for treatment decisions in patients with rheumatoid arthritis? Lessons from the IMPROVED study.","authors":"Joy Ardjuna van der Pol, Cornelia F Allaart, Tom W J Huizinga, Sytske Anne Bergstra","doi":"10.1136/rmdopen-2024-004382","DOIUrl":"10.1136/rmdopen-2024-004382","url":null,"abstract":"","PeriodicalId":21396,"journal":{"name":"RMD Open","volume":null,"pages":null},"PeriodicalIF":5.1,"publicationDate":"2024-06-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11191757/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141437436","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Deep learning-based classification of erosion, synovitis and osteitis in hand MRI of patients with inflammatory arthritis. 基于深度学习的炎症性关节炎患者手部核磁共振成像中侵蚀、滑膜炎和骨炎的分类。
IF 6.2 2区 医学 Q1 Medicine Pub Date : 2024-06-17 DOI: 10.1136/rmdopen-2024-004273
Maja Schlereth, Melek Yalcin Mutlu, Jonas Utz, Sara Bayat, Tobias Heimann, Jingna Qiu, Chris Ehring, Chang Liu, Michael Uder, Arnd Kleyer, David Simon, Frank Roemer, Georg Schett, Katharina Breininger, Filippo Fagni

Objectives: To train, test and validate the performance of a convolutional neural network (CNN)-based approach for the automated assessment of bone erosions, osteitis and synovitis in hand MRI of patients with inflammatory arthritis.

Methods: Hand MRIs (coronal T1-weighted, T2-weighted fat-suppressed, T1-weighted fat-suppressed contrast-enhanced) of rheumatoid arthritis (RA) and psoriatic arthritis (PsA) patients from the rheumatology department of the Erlangen University Hospital were assessed by two expert rheumatologists using the Outcome Measures in Rheumatology-validated RA MRI Scoring System and PsA MRI Scoring System scores and were used to train, validate and test CNNs to automatically score erosions, osteitis and synovitis. Scoring performance was compared with human annotations in terms of macro-area under the receiver operating characteristic curve (AUC) and balanced accuracy using fivefold cross-validation. Validation was performed on an independent dataset of MRIs from a second patient cohort.

Results: In total, 211 MRIs from 112 patients (14 906 region of interests (ROIs)) were included for training/internal validation using cross-validation and 220 MRIs from 75 patients (11 040 ROIs) for external validation of the networks. The networks achieved high mean (SD) macro-AUC of 92%±1% for erosions, 91%±2% for osteitis and 85%±2% for synovitis. Compared with human annotation, CNNs achieved a high mean Spearman correlation for erosions (90±2%), osteitis (78±8%) and synovitis (69±7%), which remained consistent in the validation dataset.

Conclusions: We developed a CNN-based automated scoring system that allowed a rapid grading of erosions, osteitis and synovitis with good diagnostic accuracy and using less MRI sequences compared with conventional scoring. This CNN-based approach may help develop standardised cost-efficient and time-efficient assessments of hand MRIs for patients with arthritis.

目的训练、测试和验证基于卷积神经网络(CNN)的方法的性能,以自动评估炎症性关节炎患者手部核磁共振成像中的骨侵蚀、骨炎和滑膜炎。方法埃尔兰根大学医院风湿病科的两名风湿病专家使用经风湿病学结果衡量标准(Outcome Measures in Rheumatology)验证的 RA MRI 评分系统和 PsA MRI 评分系统对类风湿性关节炎(RA)和银屑病关节炎(PsA)患者的手部 MRI(冠状 T1 加权、T2 加权脂肪抑制、T1 加权脂肪抑制对比增强)进行了评估,并用于训练、验证和测试 CNN、验证和测试 CNN,以自动对侵蚀、骨炎和滑膜炎进行评分。使用五倍交叉验证法,在接收器工作特征曲线下的宏观面积(AUC)和平衡准确性方面,将评分性能与人类注释进行了比较。在来自第二个患者群的独立磁共振成像数据集上进行了验证:共有 112 名患者的 211 个 MRI(14 906 个感兴趣区 (ROI))通过交叉验证进行了训练/内部验证,75 名患者的 220 个 MRI(11 040 个感兴趣区 (ROI))通过外部验证进行了网络验证。网络的平均(标度)宏观AUC较高,侵蚀为92%±1%,骨炎为91%±2%,滑膜炎为85%±2%。与人类注释相比,CNN 在侵蚀(90±2%)、骨炎(78±8%)和滑膜炎(69±7%)方面实现了较高的平均斯皮尔曼相关性,这在验证数据集中保持一致:我们开发了一种基于 CNN 的自动评分系统,与传统评分系统相比,该系统能快速对糜烂、骨炎和滑膜炎进行分级,且诊断准确性高,使用的 MRI 序列更少。这种基于 CNN 的方法可能有助于为关节炎患者开发具有成本效益和时间效率的标准化手部 MRI 评估。
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引用次数: 0
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