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Questioning the role of lumbar BMD in vertebral fragility among children with chronic non-bacterial osteomyelitis. 质疑腰椎骨密度在慢性非细菌性骨髓炎儿童椎体脆弱性中的作用。
IF 4.1 2区 医学 Q2 RHEUMATOLOGY Pub Date : 2026-02-08 eCollection Date: 2026-01-01 DOI: 10.1177/1759720X261422363
Audai Abudayeh, Iakiv Fishchenko
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引用次数: 0
Age and onset timing of Raynaud's phenomenon and first non-Raynaud symptom as prognostic factors in systemic sclerosis: a retrospective analysis from the Italian national multicenter Systemic Sclerosis Progression INvestiGation registry of the Italian Society for Rheumatology (SPRING-SIR). 雷诺现象的年龄和发病时间以及首次非雷诺症状作为系统性硬化症的预后因素:来自意大利风湿病学会(SPRING-SIR)的意大利国家多中心系统性硬化症进展调查登记处的回顾性分析。
IF 4.1 2区 医学 Q2 RHEUMATOLOGY Pub Date : 2026-02-05 eCollection Date: 2026-01-01 DOI: 10.1177/1759720X251410243
Silvia Peretti, Cosimo Bruni, Francesco Bonomi, Rossella De Angelis, Gianluigi Bajocchi, Dilia Giuggioli, Martina Orlandi, Giovanni Zanframundo, Roberta Foti, Elisa Visalli, Giovanna Cuomo, Alarico Ariani, Edoardo Rosato, Gemma Lepri, Francesco Girelli, Valeria Riccieri, Elisabetta Zanatta, Silvia Laura Bosello, Ilaria Cavazzana, Francesca Ingegnoli, Maria De Santis, Fabio Cacciapaglia, Giuseppe Murdaca, Giuseppina Abignano, Giorgio Pettiti, Alessandra Della Rossa, Maurizio Caminiti, Annamaria Iuliano, Giovanni Ciano, Lorenzo Beretta, Gianluca Bagnato, Ennio Lubrano, Ilenia De Andres, Luca Idolazzi, Marta Saracco, Cecilia Agnes, Corrado Campochiaro, Giacomo De Luca, Edoardo Cipolletta, Marco Fornaro, Federica Lumetti, Amelia Spinella, Luca Magnani, Veronica Codullo, Carlo Iandoli, Antonietta Gigante, Greta Pellegrino, Erika Pigatto, Maria Grazia Lazzaroni, Enrico De Lorenzis, Gianna Angela Mennillo, Marco Di Battista, Giuseppa Pagano Mariano, Federica Furini, Licia Vultaggio, Simone Parisi, Clara Lisa Peroni, Gerolamo Bianchi, Enrico Fusaro, Gian Domenico Sebastiani, Marcello Govoni, Salvatore D'Angelo, Franco Cozzi, Franco Franceschini, Serena Guiducci, Lorenzo Dagna, Andrea Doria, Carlo Salvarani, Maria Antonietta D'Agostino, Florenzo Iannone, Marco Matucci-Cerinic, Clodoveo Ferri, Silvia Bellando Randone

Background: The sequence and temporal relationship between Raynaud's phenomenon (RP) and the first non-Raynaud's sign/symptom (NRP) in systemic sclerosis (SSc) have been partially investigated.

Objectives: To evaluate whether the mode and ages of clinical onset are associated with disease endotype and survival in SSc.

Design: We included SSc patients from the Systemic sclerosis Progression INvestiGation registry of the Italian Society of Rheumatology (SPRING-SIR) registry in a cohort study, with post hoc cross-sectional and longitudinal analysis.

Methods: Patients were grouped based on age-RP and age-NRP quartiles. Additionally, categories were defined based on mode of onset: RP group-RP onset at least 1 year before NRP; Simultaneous group-RP onset within the same year of NRP; NRP group-RP onset after at least 1 year after NRP. Comparisons were made using Chi-square and ANOVA tests. Logistic, linear, and multinomial regression models were applied to assess associations, while Kaplan-Meier curves and Cox regression were used to assess mortality.

Results: A total of 1748 patients were eligible: 682 (39.0%) in the RP group, 1026 (58.8%) in the simultaneous group, and 39 (2.2%) in the NRP group. A higher prevalence of anti-centromere antibodies was found In the RP group, while the simultaneous group had more diffuse cutaneous SSc (dcSSc), anti-topoisomerase-I antibodies, and higher Rodnan's skin score (mRSS). The NRP group presented higher prevalence of pulmonary arterial hypertension. On logistic regression, the simultaneous group was associated with a higher prevalence of dcSSc compared to the RP group (odds ratio, 1.491, 95% confidence interval (CI): 1.032-2.154). Younger age at RP onset was associated with lower systolic pulmonary artery pressure and mRSS. In 943 patients with available follow-up (median 24 months), the simultaneous group had higher mortality compared to the RP group (hazard ratio, 1.975, 95% CI: 1.002-3.893).

Conclusion: The timing of RP and NRP onset may help define SSc endotype and survival. Patients with simultaneous RP-NRP onset have more severe disease features and higher mortality risk, emphasizing the relevance of onset timing in disease stratification.

背景:系统性硬化症(SSc)中雷诺现象(RP)与第一个非雷诺体征/症状(NRP)之间的时序和时间关系已被部分研究。目的:评估SSc的临床发病方式和年龄是否与疾病的内分型和生存率相关。设计:我们将来自意大利风湿病学会系统性硬化症进展调查登记处(SPRING-SIR)的SSc患者纳入一项队列研究,并进行了事后横断面和纵向分析。方法:按年龄- rp和年龄- nrp四分位数分组。此外,根据发病方式进行分类:RP组-RP至少在NRP前1年发病;同时组rp在NRP的同一年发病;NRP组:NRP后至少1年发病。比较采用卡方检验和方差分析检验。Logistic、线性和多项回归模型用于评估相关性,Kaplan-Meier曲线和Cox回归用于评估死亡率。结果:共纳入1748例患者:RP组682例(39.0%),同期组1026例(58.8%),NRP组39例(2.2%)。RP组中抗着丝粒抗体的患病率较高,而同步组则有更多弥漫性皮肤SSc (dcSSc),抗拓扑异构酶i抗体和更高的罗德曼皮肤评分(mRSS)。NRP组肺动脉高压患病率较高。在逻辑回归中,与RP组相比,同步组的dcSSc患病率更高(优势比为1.491,95%可信区间(CI): 1.032-2.154)。RP发病年龄越小,肺动脉收缩压和mRSS越低。在943例可随访的患者中(中位24个月),同步组的死亡率高于RP组(风险比,1.975,95% CI: 1.002-3.893)。结论:RP和NRP发病时间可能有助于确定SSc的内型和生存期。同时发生RP-NRP的患者具有更严重的疾病特征和更高的死亡风险,强调了发病时间在疾病分层中的相关性。
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引用次数: 0
Association between immune-inflammation index and the risk of gout attack: a systematic review and meta-analysis. 免疫炎症指数与痛风发作风险之间的关系:一项系统综述和荟萃分析。
IF 4.1 2区 医学 Q2 RHEUMATOLOGY Pub Date : 2026-02-03 eCollection Date: 2026-01-01 DOI: 10.1177/1759720X251414413
Zhiwei Guan, Minjun Zhang, Ye Yuan

Background: Evidence shows that gout attack is closely related to immune and inflammatory levels. However, there are limited evidence-based results for immune-inflammatory indices to predict gout attacks.

Objectives: This study aimed to explore the predictive value of immune-inflammation index for acute gout.

Design: Systematic review and meta-analysis.

Data sources and methods: A systematic search was conducted based on PubMed, Web of Science, Embase, Cochrane, CNKI, and Wanfang. Literature screening and data extraction were performed independently by two investigators, and standardized mean difference (SMD) and 95% confidence interval (95% CI) were used to evaluate the differences in inflammatory indexes between gout patients and individuals in the healthy control group. A random-effects model was used to analyze the predictive value of different inflammatory indexes for acute gout patients. In addition, sensitivity analysis and subgroup analysis were also conducted to explore the sources of heterogeneity.

Results: A total of 8 articles involving 2655 participants were included in this meta-analysis. The findings showed that both neutrophil-to-lymphocyte ratio (NLR; SMD: 0.75; 95% CI: 0.48-1.03) and platelet-lymphocyte ratio (PLR; SMD: 0.52; 95% CI: 0.24-0.79) showed significant value in predicting acute gout attacks. The sensitivity analysis results showed that both NLR and PLR were significantly stable in predicting acute gout attacks. Meanwhile, subgroup analyses were performed based on region, sample size, and age. The results showed that the predictive value of NLR and PLR for acute gout was significant in all subgroups, and age and sample size were potential sources of heterogeneity in PLR. However, no sources of heterogeneity were found in NLR.

Conclusion: NLR and PLR are well-performed in predicting acute gout attacks. Given a lack of prospective studies, a limited number of related references, and significant heterogeneity, large-scale prospective studies are needed to verify the relationship between immune-inflammation index and gout attacks.

背景:证据表明痛风发作与免疫和炎症水平密切相关。然而,基于证据的免疫炎症指数预测痛风发作的结果有限。目的:探讨免疫炎症指数对急性痛风的预测价值。设计:系统回顾和荟萃分析。数据来源和方法:系统检索PubMed、Web of Science、Embase、Cochrane、CNKI、万方等数据库。由两名研究者独立进行文献筛选和资料提取,采用标准化平均差(SMD)和95%置信区间(95% CI)评价痛风患者与健康对照组个体炎症指标的差异。采用随机效应模型分析不同炎症指标对急性痛风患者的预测价值。此外,还进行敏感性分析和亚组分析,探讨异质性的来源。结果:本meta分析共纳入8篇文章,涉及2655名受试者。结果显示,中性粒细胞与淋巴细胞比值(NLR; SMD: 0.75; 95% CI: 0.48 ~ 1.03)和血小板与淋巴细胞比值(PLR; SMD: 0.52; 95% CI: 0.24 ~ 0.79)对预测急性痛风发作均有显著价值。敏感性分析结果显示,NLR和PLR在预测急性痛风发作方面均具有显著稳定性。同时,根据地区、样本量和年龄进行亚组分析。结果显示,NLR和PLR对急性痛风的预测价值在所有亚组中都是显著的,年龄和样本量是PLR异质性的潜在来源。然而,在NLR中没有发现异质性来源。结论:NLR和PLR对急性痛风发作有较好的预测作用。由于前瞻性研究缺乏,相关文献数量有限,且异质性显著,需要大规模的前瞻性研究来验证免疫炎症指数与痛风发作之间的关系。
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引用次数: 0
Ultrasound evaluation of finger joint cartilage damage progression in patients with rheumatoid arthritis. 类风湿关节炎患者手指关节软骨损伤进展的超声评价。
IF 4.1 2区 医学 Q2 RHEUMATOLOGY Pub Date : 2026-01-22 eCollection Date: 2026-01-01 DOI: 10.1177/1759720X251414604
Takehisa Ogura, Chihiro Imaizumi, Ayako Hirata, Yasuto Minegishi, Hideki Ito, Sayaka Takenaka, Takaharu Katagiri, Yuto Takakura, Reina Maezawa, Hideto Kameda

Background: Cartilage damage in rheumatoid arthritis (RA) is commonly evaluated by joint space narrowing (JSN) on conventional radiograph (CR). Cross-sectional studies suggest that ultrasound (US) can directly assess finger-joint cartilage damage; however, whether it can sufficiently evaluate cartilage changes over time remains unclear.

Objectives: This study aimed to investigate temporal changes in cartilage damage in patients with RA using US.

Design: A single-center, retrospective observational study.

Methods: Fifty-three patients with RA underwent US scans of finger joints and CR of both hands at baseline and 1 year later. Cartilage thickness was measured at the bilateral second to fifth metacarpophalangeal and proximal interphalangeal joints, and cartilage damage was semiquantitatively scored using recorded US images. JSN was scored on CR using the van der Heijde-modified Sharp method. Patients were grouped by disease activity over 1 year, assessed by Disease Activity Score of 28 joints with C-reactive protein. Continuous variables were analyzed using the Mann-Whitney U or Wilcoxon signed-rank test. Correlations were assessed using Spearman's rank correlation coefficients.

Results: Median patient age and disease duration were 68 and 6.3 years, respectively. Baseline total cartilage thicknesses of 16 joints ranged from 3.1 to 9.1 mm (median, 6.5 mm). Total semiquantitative scores were 0-22 (median, 5). Cartilage thickness (rho, -0.63; p < 0.001) and semiquantitative (rho, 0.67; p < 0.001) scores were significantly correlated with JSN scores. Patients with sustained moderate-to-high disease activity showed greater cartilage thickness reduction (median, -6.2%) than others (median, -1.2%; p = 0.004), although semiquantitative (21.6% vs 16.7%, p = 0.74) and JSN (0% vs 0%, p = 0.68) scores remained unchanged. The two groups differed significantly in the amount of change (-0.4 vs -0.1 mm, p = 0.006).

Conclusion: US detected cartilage damage progression in RA over 1 year, supporting its usefulness for longitudinal assessment.

背景:类风湿性关节炎(RA)的软骨损伤通常通过常规x线片(CR)上的关节间隙变窄(JSN)来评估。横断面研究表明,超声(US)可以直接评估手指关节软骨损伤;然而,它是否能充分评估软骨随时间的变化仍不清楚。目的:本研究旨在利用US研究RA患者软骨损伤的颞叶变化。设计:单中心回顾性观察性研究。方法:53例RA患者在基线和1年后进行了双手手指关节和CR的US扫描。测量双侧第二至第五掌指关节和近端指间关节的软骨厚度,并使用记录的US图像对软骨损伤进行半定量评分。采用van der Heijde-modified Sharp法对JSN进行CR评分。根据患者1年内的疾病活动度进行分组,通过28个c反应蛋白关节的疾病活动度评分进行评估。使用Mann-Whitney U或Wilcoxon符号秩检验对连续变量进行分析。使用Spearman等级相关系数评估相关性。结果:患者中位年龄和病程分别为68岁和6.3岁。16个关节的基线总软骨厚度从3.1到9.1 mm不等(中位数为6.5 mm)。总半定量评分为0-22分(中位数为5分)。软骨厚度(rho, -0.63; p p p = 0.004),尽管半定量评分(21.6% vs 16.7%, p = 0.74)和JSN评分(0% vs 0%, p = 0.68)保持不变。两组在变化量上有显著差异(-0.4 vs -0.1 mm, p = 0.006)。结论:US检测RA软骨损伤进展超过1年,支持其纵向评估的有效性。
{"title":"Ultrasound evaluation of finger joint cartilage damage progression in patients with rheumatoid arthritis.","authors":"Takehisa Ogura, Chihiro Imaizumi, Ayako Hirata, Yasuto Minegishi, Hideki Ito, Sayaka Takenaka, Takaharu Katagiri, Yuto Takakura, Reina Maezawa, Hideto Kameda","doi":"10.1177/1759720X251414604","DOIUrl":"10.1177/1759720X251414604","url":null,"abstract":"<p><strong>Background: </strong>Cartilage damage in rheumatoid arthritis (RA) is commonly evaluated by joint space narrowing (JSN) on conventional radiograph (CR). Cross-sectional studies suggest that ultrasound (US) can directly assess finger-joint cartilage damage; however, whether it can sufficiently evaluate cartilage changes over time remains unclear.</p><p><strong>Objectives: </strong>This study aimed to investigate temporal changes in cartilage damage in patients with RA using US.</p><p><strong>Design: </strong>A single-center, retrospective observational study.</p><p><strong>Methods: </strong>Fifty-three patients with RA underwent US scans of finger joints and CR of both hands at baseline and 1 year later. Cartilage thickness was measured at the bilateral second to fifth metacarpophalangeal and proximal interphalangeal joints, and cartilage damage was semiquantitatively scored using recorded US images. JSN was scored on CR using the van der Heijde-modified Sharp method. Patients were grouped by disease activity over 1 year, assessed by Disease Activity Score of 28 joints with C-reactive protein. Continuous variables were analyzed using the Mann-Whitney <i>U</i> or Wilcoxon signed-rank test. Correlations were assessed using Spearman's rank correlation coefficients.</p><p><strong>Results: </strong>Median patient age and disease duration were 68 and 6.3 years, respectively. Baseline total cartilage thicknesses of 16 joints ranged from 3.1 to 9.1 mm (median, 6.5 mm). Total semiquantitative scores were 0-22 (median, 5). Cartilage thickness (rho, -0.63; <i>p</i> < 0.001) and semiquantitative (rho, 0.67; <i>p</i> < 0.001) scores were significantly correlated with JSN scores. Patients with sustained moderate-to-high disease activity showed greater cartilage thickness reduction (median, -6.2%) than others (median, -1.2%; <i>p</i> = 0.004), although semiquantitative (21.6% vs 16.7%, <i>p</i> = 0.74) and JSN (0% vs 0%, <i>p</i> = 0.68) scores remained unchanged. The two groups differed significantly in the amount of change (-0.4 vs -0.1 mm, <i>p</i> = 0.006).</p><p><strong>Conclusion: </strong>US detected cartilage damage progression in RA over 1 year, supporting its usefulness for longitudinal assessment.</p>","PeriodicalId":23056,"journal":{"name":"Therapeutic Advances in Musculoskeletal Disease","volume":"18 ","pages":"1759720X251414604"},"PeriodicalIF":4.1,"publicationDate":"2026-01-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12833195/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146067232","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
A transfer learning-based approach for automated bone fracture classification in X-ray imaging. 基于迁移学习的x射线成像骨折自动分类方法。
IF 4.1 2区 医学 Q2 RHEUMATOLOGY Pub Date : 2026-01-21 eCollection Date: 2026-01-01 DOI: 10.1177/1759720X251405099
Ruchika Bhuria, Sheifali Gupta, Rania M Ghoniem, Jaibir Singh, Suman Rani, Belayneh Matebie Taye, Salil Bharany

Background: Bone fractures present a significant diagnostic challenge in medical imaging, necessitating accurate and automated classification methods. Recent advancements in deep learning have greatly enhanced the diagnostic precision while reducing human error.

Objectives: This study proposes an ensemble deep learning model, EnsembleAttenBoneNet, that integrates fine-tuned ResNet50 and EfficientNetB3 models augmented with a Squeeze-and-Excitation (SE) attention mechanism, for robust classification of bone fractures in X-ray images.

Design: The dataset consists of ten distinct fracture categories, such as avulsion, comminuted, greenstick, and pathological fractures.

Methods: Preprocessing techniques, including resizing, normalization, and augmentation, have been applied to improve generalization. Features extracted from both networks were concatenated and refined using the SE attention module to enhance feature representation.

Results: The proposed model achieved a classification accuracy of 99.48%, outperforming the individual models (EfficientNetB3: 98.56%, ResNet50: 97.86%).

Conclusion: Experimental results affirm that integrating deep learning models with attention mechanisms significantly improve diagnostic accuracy, rendering the model a valuable tool for clinical fracture detection. Future research will investigate dataset extension and conduct real-world validation to enhance its usability in medical imaging.

背景:骨折是医学影像学诊断的重要挑战,需要准确和自动化的分类方法。深度学习的最新进展大大提高了诊断精度,同时减少了人为错误。目的:本研究提出了一个集成深度学习模型EnsembleAttenBoneNet,该模型集成了微调的ResNet50和EfficientNetB3模型,增强了挤压和激励(SE)注意机制,用于x射线图像中骨折的稳健分类。设计:数据集包括十种不同的骨折类别,如撕脱骨折、粉碎性骨折、绿枝骨折和病理性骨折。方法:预处理技术,包括调整大小、归一化和增强,已被应用于提高泛化。从两个网络中提取的特征使用SE注意力模块进行连接和细化,以增强特征表示。结果:所提模型的分类准确率达到99.48%,优于单个模型(EfficientNetB3: 98.56%, ResNet50: 97.86%)。结论:实验结果证实,将深度学习模型与注意机制相结合可显著提高诊断准确率,使该模型成为临床骨折检测的重要工具。未来的研究将研究数据集扩展并进行实际验证,以增强其在医学成像中的可用性。
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引用次数: 0
Forced vital capacity as a survival predictor in systemic sclerosis-associated pulmonary hypertension. 强制肺活量作为系统性硬化症相关性肺动脉高压的生存预测因子。
IF 4.1 2区 医学 Q2 RHEUMATOLOGY Pub Date : 2026-01-19 eCollection Date: 2026-01-01 DOI: 10.1177/1759720X251410681
Claudia Iannone, Stefano Stano, Maria Rosa Pellico, Andrea Cito, Marco Capodiferro, Roberto Caporali, Fabio Cacciapaglia, Nicoletta Del Papa

Background: Pulmonary hypertension associated with systemic sclerosis (SSc-PH) carries a significant risk of mortality. Although interstitial lung disease (ILD) often coexists with SSc-PH, its impact on prognosis varies considerably depending on disease extension. The prognostic implications of different degrees of functional impairment secondary to ILD in patients with SSc-PH remain poorly understood.

Objectives: This study aimed to stratify patients with SSc-PH according to their functional parameters and to identify potential prognostic factors in different patterns of ILD extension.

Design: A retrospective study was conducted on consecutive patients with SSc-PH diagnosed according to the European Society of Cardiology/European Respiratory Society guidelines for PH since 2015, from two Italian Scleroderma Centers.

Methods: Patients were classified according to high-resolution computed tomography (HRCT) findings and forced vital capacity (FVC) values as pulmonary arterial hypertension (PAH) without ILD, PH-ILD with FVC ⩾70%, or FVC <70%. Survival analysis, clinical outcomes, and prognostic factors were assessed by Kaplan-Meier curves, multivariate logistic regression, and receiver operating characteristic (ROC) analysis.

Results: Fifty-three patients with SSc-PH were enrolled, and their 5-year overall survival rate was 66.7%. The 29 patients with PH-ILD demonstrated significantly lower survival than the 24 patients with PAH (48% vs 87%, p = 0.005). FVC <70% was associated with markedly reduced survival (29% vs 80% for FVC ⩾70%, p = 0.003). ROC analysis confirmed FVC as a significant prognostic marker (area under the curve = 0.713, p = 0.005). Multivariate analysis identified the FVC <70% at PH diagnosis as the only significant predictor of mortality. Moreover, PH-ILD patients with FVC <70% showed the most significant functional deterioration during follow-up, with a 19% decline in FVC and a greater deterioration in World Health Organization functional class.

Conclusion: An FVC <70% at baseline represents an important negative prognostic factor in patients with SSc-PH, independently of the extension of ILD on HRCT scan. Functional assessment may complement radiological evaluation and emphasize the importance of routine monitoring of lung function for risk stratification in patients with SSc-PH.

背景:肺动脉高压合并系统性硬化症(SSc-PH)具有显著的死亡风险。虽然间质性肺疾病(ILD)常与SSc-PH共存,但其对预后的影响因疾病扩展而有很大差异。SSc-PH患者继发于ILD的不同程度的功能损害对预后的影响尚不清楚。目的:本研究旨在根据其功能参数对SSc-PH患者进行分层,并确定不同类型ILD扩展的潜在预后因素。设计:对自2015年以来根据欧洲心脏病学会/欧洲呼吸学会PH指南诊断的SSc-PH连续患者进行回顾性研究,这些患者来自两个意大利硬皮病中心。方法:根据高分辨率计算机断层扫描(HRCT)结果和强制肺活量(FVC)值对患者进行分类,如无ILD的肺动脉高压(PAH), FVC大于或等于70%的PH-ILD,或FVC结果:53名SSc-PH患者入组,他们的5年总生存率为66.7%。29例PH-ILD患者的生存率明显低于24例PAH患者(48% vs 87%, p = 0.005)。FVC p = 0.003)。ROC分析证实FVC是显著的预后指标(曲线下面积= 0.713,p = 0.005)。多因素分析证实了FVC的存在
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引用次数: 0
Implementation of clinical decision support tools for treatment selection in knee osteoarthritis: a scoping review. 实施临床决策支持工具的治疗选择在膝骨关节炎:范围审查。
IF 4.1 2区 医学 Q2 RHEUMATOLOGY Pub Date : 2026-01-18 eCollection Date: 2026-01-01 DOI: 10.1177/1759720X251407070
Jodie A Cochrane, Oliver Roberts, Karen Ribbons, Ross Clark, Yong Hao Pua, Tong Leng Tan, Lynn Thwin, Ying Ying Leung, Ming Han Lincoln Liow, Bryan Yijia Tan, Michael Nilsson

Knee osteoarthritis (KOA) presents heterogeneous phenotypes, motivating a need for clinicians to deliver targeted therapies. There is a plethora of options that can be encompassed in KOA treatment regimes. Clinical decision support (CDS) tools that incorporate individual patient data have the capacity to tailor treatments to meet a patient's individual needs and assist with clinical decision-making. We aim to identify and evaluate CDS tools for individuals with KOA that use individualised prediction models to guide intervention decisions. A scoping review of the literature. A systematic search of six electronic databases, including Ovid Embase, Ovid Medline, Cochrane, CHINAL Ultimate, Scopus and Web of Science, was conducted for articles published between January 1, 2010 and May 17, 2024. Two reviewers independently screened articles and extracted data on study design, tool implementation and underlying prediction models. Eligible studies implemented personalised decision aids, designed to support clinical decisions regarding KOA interventions. The search yielded 5376 publications, of which 2445 were duplicates, leaving 2931 for screening. After title/abstract and full-text reviews, 14 studies were included in the final analysis, with one added through citation searching. Ten distinct decision aids were identified across the included studies. Most studies originated from the United States. Fewer than half of the decision aids included personalised information about non-surgical alternatives. Outcomes such as knee pain and physical function were the most commonly addressed, while psychosocial and financial impacts were rarely reported. Limited details were provided about the development and functionality of the underlying prediction models. Personalised decision aids for KOA show promise in supporting patient-centred decision-making. However, their clinical utility is constrained by limited transparency in model development and implementation. Future studies should emphasise the inclusion of non-surgical treatment options, early-stage KOA patients and personalised outcomes beyond pain and function to enhance their relevance and impact in clinical practice.

膝关节骨关节炎(KOA)呈现异质性表型,促使临床医生需要提供靶向治疗。KOA治疗方案中可包含多种选择。纳入个体患者数据的临床决策支持(CDS)工具有能力定制治疗以满足患者的个体需求并协助临床决策。我们的目标是识别和评估针对KOA患者的CDS工具,这些工具使用个性化预测模型来指导干预决策。对文献的范围综述。系统检索了2010年1月1日至2024年5月17日期间发表的论文,检索对象包括Ovid Embase、Ovid Medline、Cochrane、CHINAL Ultimate、Scopus和Web of Science等6个电子数据库。两位审稿人独立筛选文章并提取研究设计、工具实施和潜在预测模型的数据。符合条件的研究实施了个性化决策辅助,旨在支持有关KOA干预措施的临床决策。检索结果为5376篇,其中重复2445篇,剩下2931篇进行筛选。经过标题/摘要和全文审阅,最终分析纳入了14项研究,其中1项通过引文检索增加。在纳入的研究中确定了十种不同的决策辅助工具。大多数研究起源于美国。不到一半的决策辅助包括非手术替代方案的个性化信息。膝关节疼痛和身体功能等结果是最常见的,而心理社会和经济影响则很少报道。有限的细节提供了发展和功能的基础预测模型。KOA的个性化决策辅助工具有望支持以患者为中心的决策。然而,它们的临床应用受到模型开发和实施透明度有限的限制。未来的研究应强调包括非手术治疗方案,早期KOA患者和个性化的结果,而不是疼痛和功能,以提高其在临床实践中的相关性和影响。
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引用次数: 0
Associations of blood cell indices with the severity of rheumatoid arthritis: a retrospective case-control and machine learning modeling study. 血细胞指数与类风湿关节炎严重程度的关联:回顾性病例对照和机器学习建模研究。
IF 4.1 2区 医学 Q2 RHEUMATOLOGY Pub Date : 2026-01-17 eCollection Date: 2026-01-01 DOI: 10.1177/1759720X251407065
Rongqing He, Boli Qin, Xiaopeng Qin, Jiarui Chen, Jiang Xue, Tianyou Chen, Songze Wu, Zhuo Chen, Xinli Zhan, Chong Liu

Background: Immune cells are involved in rheumatoid arthritis (RA), but the link between other blood cell indices and the disease activity of RA, along with the underlying mechanisms, is unclear.

Objective: This study aimed to develop an interpretable machine learning model based on blood cell parameters to assess RA disease severity and assist in personalized treatment decisions.

Methods: A retrospective case-control study was conducted with blood routine and biochemical detection data from 4401 patients at the First Affiliated Hospital of Guangxi Medical University, spanning from January 1, 2018, to January 1, 2024. The primary outcome was disease severity stratification. Recursive feature elimination was applied to identify key variables, and 10 machine learning algorithms were benchmarked on 55 clinical features with internal validation. Model interpretability was assessed with SHAP, while logistic regression and restricted cubic spline models were used to examine associations between blood cell indices and disease severity. In addition, Mendelian randomization analysis was performed to explore potential causal relationships.

Design: This was a retrospective case-control study.

Results: Blood cell indices were identified as the primary factors associated with RA severity. In model evaluation, the Random Forest achieved the best performance, with test set AUCs of 0.870 and 0.874. Mendelian randomization supported a causal relationship between blood cell indices and RA risk.

Conclusion: These results reinforce the associations between blood cell indices and RA severity. The machine learning model demonstrates good predictive capabilities for RA severity and may assist clinicians in developing personalized treatment strategies.

背景:免疫细胞参与类风湿关节炎(RA),但其他血细胞指标与RA疾病活动性之间的联系及其潜在机制尚不清楚。目的:本研究旨在开发一种基于血细胞参数的可解释机器学习模型,以评估RA疾病的严重程度并协助个性化治疗决策。方法:对广西医科大学第一附属医院2018年1月1日至2024年1月1日4401例患者的血常规及生化检测数据进行回顾性病例对照研究。主要结局是疾病严重程度分层。应用递归特征消去识别关键变量,并对55个临床特征进行内部验证,对10种机器学习算法进行基准测试。使用SHAP评估模型的可解释性,而使用逻辑回归和限制三次样条模型来检查血细胞指数与疾病严重程度之间的关联。此外,还进行了孟德尔随机化分析,以探索潜在的因果关系。设计:这是一项回顾性病例对照研究。结果:血细胞指标被确定为与RA严重程度相关的主要因素。在模型评价中,随机森林的性能最好,测试集auc分别为0.870和0.874。孟德尔随机化支持血细胞指数和类风湿关节炎风险之间的因果关系。结论:这些结果加强了血细胞指标与RA严重程度的相关性。机器学习模型显示了对RA严重程度的良好预测能力,可以帮助临床医生制定个性化的治疗策略。
{"title":"Associations of blood cell indices with the severity of rheumatoid arthritis: a retrospective case-control and machine learning modeling study.","authors":"Rongqing He, Boli Qin, Xiaopeng Qin, Jiarui Chen, Jiang Xue, Tianyou Chen, Songze Wu, Zhuo Chen, Xinli Zhan, Chong Liu","doi":"10.1177/1759720X251407065","DOIUrl":"10.1177/1759720X251407065","url":null,"abstract":"<p><strong>Background: </strong>Immune cells are involved in rheumatoid arthritis (RA), but the link between other blood cell indices and the disease activity of RA, along with the underlying mechanisms, is unclear.</p><p><strong>Objective: </strong>This study aimed to develop an interpretable machine learning model based on blood cell parameters to assess RA disease severity and assist in personalized treatment decisions.</p><p><strong>Methods: </strong>A retrospective case-control study was conducted with blood routine and biochemical detection data from 4401 patients at the First Affiliated Hospital of Guangxi Medical University, spanning from January 1, 2018, to January 1, 2024. The primary outcome was disease severity stratification. Recursive feature elimination was applied to identify key variables, and 10 machine learning algorithms were benchmarked on 55 clinical features with internal validation. Model interpretability was assessed with SHAP, while logistic regression and restricted cubic spline models were used to examine associations between blood cell indices and disease severity. In addition, Mendelian randomization analysis was performed to explore potential causal relationships.</p><p><strong>Design: </strong>This was a retrospective case-control study.</p><p><strong>Results: </strong>Blood cell indices were identified as the primary factors associated with RA severity. In model evaluation, the Random Forest achieved the best performance, with test set AUCs of 0.870 and 0.874. Mendelian randomization supported a causal relationship between blood cell indices and RA risk.</p><p><strong>Conclusion: </strong>These results reinforce the associations between blood cell indices and RA severity. The machine learning model demonstrates good predictive capabilities for RA severity and may assist clinicians in developing personalized treatment strategies.</p>","PeriodicalId":23056,"journal":{"name":"Therapeutic Advances in Musculoskeletal Disease","volume":"18 ","pages":"1759720X251407065"},"PeriodicalIF":4.1,"publicationDate":"2026-01-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12812206/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146003519","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
Imaging-guided stratification in giant cell arteritis: prognostic and therapeutic implications. 影像引导下的巨细胞动脉炎分层:预后和治疗意义。
IF 4.1 2区 医学 Q2 RHEUMATOLOGY Pub Date : 2026-01-07 eCollection Date: 2026-01-01 DOI: 10.1177/1759720X251414122
Juan Molina-Collada, Cristina Ponte, Valentin Sebastian Schäfer, Eugenio de Miguel

Imaging has become a cornerstone in the clinical management of giant cell arteritis (GCA), with its role extending beyond diagnosis to include disease monitoring, risk stratification of relapse, and therapeutic decision-making. While imaging modalities have been well-established for diagnostic purposes, growing evidence supports their utility in tracking disease activity and stratifying the risk of relapse. In this narrative review, we discuss the available evidence on the prognostic and therapeutic implications of imaging-guided stratification in GCA, and highlight areas that require further research. Ultrasound assessment of intima-media thickness shows measurable improvement following treatment. While this response is relatively rapid in the cranial arteries, it occurs slowly or very slowly in extracranial vessels. Moreover, ultrasound signs and quantitative indices may be useful for distinguishing remission from relapse. Similarly, arterial inflammation assessed by 18F-fluorodeoxyglucose positron emission tomography (18F-FDG PET) also improves with treatment. However, persistent large vessel vascular uptake is often observed in patients deemed to be in clinical remission. The clinical relevance of such subclinical imaging abnormalities remains unclear, underscoring the need for further research before imaging can be routinely employed for disease monitoring. Imaging may also provide valuable prognostic information. Evidence remains conflicting as to whether patients with large-vessel involvement detected by imaging may relapse more frequently, require glucocorticoid-sparing agents more often, and have an increased risk of cardiovascular events compared to those with isolated cranial GCA. However, quantifying vascular inflammation by ultrasound at diagnosis could support risk stratification and inform individualized treatment decisions. Moreover, elevated arterial uptake on 18F-FDG PET at baseline has been associated with a higher likelihood of late vascular complications, such as aneurysm formation.

影像学已成为巨细胞动脉炎(GCA)临床管理的基石,其作用已超越诊断,包括疾病监测、复发风险分层和治疗决策。虽然成像方式已被公认为诊断目的,但越来越多的证据支持它们在跟踪疾病活动和区分复发风险方面的效用。在这篇叙述性综述中,我们讨论了成像引导分层对GCA预后和治疗意义的现有证据,并强调了需要进一步研究的领域。超声检查显示治疗后内膜-中膜厚度明显改善。虽然这种反应在颅动脉中相对较快,但在颅外血管中发生缓慢或非常缓慢。此外,超声征象和定量指标可能有助于区分缓解和复发。同样,18f -氟脱氧葡萄糖正电子发射断层扫描(18F-FDG PET)评估的动脉炎症也随着治疗而改善。然而,在临床缓解的患者中,经常观察到持续的大血管摄取。这种亚临床影像学异常的临床相关性尚不清楚,强调在影像学常规用于疾病监测之前需要进一步研究。影像也可提供有价值的预后信息。与孤立性颅脑GCA患者相比,影像学检测到大血管受累的患者是否更容易复发,更频繁地需要糖皮质激素保留剂,以及心血管事件的风险是否增加,证据仍然相互矛盾。然而,在诊断时通过超声量化血管炎症可以支持风险分层,并为个性化治疗决策提供信息。此外,基线时18F-FDG PET的动脉摄取升高与晚期血管并发症(如动脉瘤形成)的可能性增加有关。
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引用次数: 0
The causal relationship between cathepsins and ankylosing spondylitis: a two-sample Mendelian randomization study. 组织蛋白酶与强直性脊柱炎的因果关系:一项双样本孟德尔随机化研究。
IF 4.1 2区 医学 Q2 RHEUMATOLOGY Pub Date : 2026-01-02 eCollection Date: 2026-01-01 DOI: 10.1177/1759720X251408873
Baofeng Wu, Ru Li, Jian Li, Qin An, Shuqing Jin, Qinhao Liu, Yi Zhang, Yunfeng Liu

Background: Cathepsins are pivotal regulators of critical physiological processes implicated in cancer, rheumatic disorders, and inflammatory conditions.

Objectives: This study employed Mendelian randomization (MR) to evaluate causal relationships between cathepsins and ankylosing spondylitis (AS).

Design: A retrospective study.

Methods: Single nucleotide polymorphism data of cathepsins were obtained from the INTERVAL study, and AS data were obtained from the FinnGen database. Inverse variance weighting was used as the primary method to assess the causal relationship described above. Cochran's Q test, MR Egger intercept test, MR-PRESSO, and leave-one-out method were used to analyze study sensitivity, heterogeneity, and pleiotropy.

Results: In the forward MR analysis, inverse variance weighted results indicated that higher cathepsin S might be associated with an increased risk of AS (inverse-variance weighting, odds ratio = 1.08, 95% confidence interval = 1.00-1.16, p = 0.047). MR-Egger intercept test and Cochran's Q test did not detect significant heterogeneity or horizontal pleiotropy of instrumental variables. The leave-one-out method confirmed the reliability of causality. The reverse MR analysis found no significant causal relationship between cathepsins and AS.

Conclusion: Our MR analysis results suggest a potential causal relationship between cathepsin S and AS. Further studies on the pathogenesis of cathepsin-mediated AS may provide new insights into the prevention and treatment of AS.

背景:组织蛋白酶是与癌症、风湿性疾病和炎症有关的关键生理过程的关键调节因子。目的:本研究采用孟德尔随机化(MR)来评估组织蛋白酶与强直性脊柱炎(AS)之间的因果关系。设计:回顾性研究。方法:组织蛋白酶的单核苷酸多态性数据来源于INTERVAL研究,AS数据来源于FinnGen数据库。采用方差逆加权作为评价上述因果关系的主要方法。采用Cochran’s Q检验、MR Egger截距检验、MR- presso和留一法分析研究的敏感性、异质性和多效性。结果:在正向MR分析中,方差反加权结果显示,较高的组织蛋白酶S可能与AS风险增加相关(方差反加权,优势比= 1.08,95%置信区间= 1.00-1.16,p = 0.047)。MR-Egger截距检验和科克伦Q检验未发现工具变量的显著异质性或水平多效性。留一法证实了因果关系的可靠性。反向MR分析发现组织蛋白酶和AS之间没有显著的因果关系。结论:我们的MR分析结果表明组织蛋白酶S和AS之间存在潜在的因果关系。进一步研究组织蛋白酶介导的AS发病机制可能为AS的预防和治疗提供新的思路。
{"title":"The causal relationship between cathepsins and ankylosing spondylitis: a two-sample Mendelian randomization study.","authors":"Baofeng Wu, Ru Li, Jian Li, Qin An, Shuqing Jin, Qinhao Liu, Yi Zhang, Yunfeng Liu","doi":"10.1177/1759720X251408873","DOIUrl":"10.1177/1759720X251408873","url":null,"abstract":"<p><strong>Background: </strong>Cathepsins are pivotal regulators of critical physiological processes implicated in cancer, rheumatic disorders, and inflammatory conditions.</p><p><strong>Objectives: </strong>This study employed Mendelian randomization (MR) to evaluate causal relationships between cathepsins and ankylosing spondylitis (AS).</p><p><strong>Design: </strong>A retrospective study.</p><p><strong>Methods: </strong>Single nucleotide polymorphism data of cathepsins were obtained from the INTERVAL study, and AS data were obtained from the FinnGen database. Inverse variance weighting was used as the primary method to assess the causal relationship described above. Cochran's <i>Q</i> test, MR Egger intercept test, MR-PRESSO, and leave-one-out method were used to analyze study sensitivity, heterogeneity, and pleiotropy.</p><p><strong>Results: </strong>In the forward MR analysis, inverse variance weighted results indicated that higher cathepsin S might be associated with an increased risk of AS (inverse-variance weighting, odds ratio = 1.08, 95% confidence interval = 1.00-1.16, <i>p</i> = 0.047). MR-Egger intercept test and Cochran's <i>Q</i> test did not detect significant heterogeneity or horizontal pleiotropy of instrumental variables. The leave-one-out method confirmed the reliability of causality. The reverse MR analysis found no significant causal relationship between cathepsins and AS.</p><p><strong>Conclusion: </strong>Our MR analysis results suggest a potential causal relationship between cathepsin S and AS. Further studies on the pathogenesis of cathepsin-mediated AS may provide new insights into the prevention and treatment of AS.</p>","PeriodicalId":23056,"journal":{"name":"Therapeutic Advances in Musculoskeletal Disease","volume":"18 ","pages":"1759720X251408873"},"PeriodicalIF":4.1,"publicationDate":"2026-01-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12759128/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145900893","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
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Therapeutic Advances in Musculoskeletal Disease
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