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Response to Comment “Sex-specific exposures and sex-combined outcomes in two-sample Mendelian randomization may mislead the causal inference” on “Age at menarche, age at natural menopause, and risk of rheumatoid arthritis—a Mendelian randomization study” 对“月经初潮年龄、自然绝经年龄和类风湿关节炎风险——孟德尔随机化研究”中“两样本孟德尔随机化中性别特异性暴露和性别联合结果可能误导因果推断”的评论的回应
IF 4.9 2区 医学 Q1 RHEUMATOLOGY Pub Date : 2022-10-26 DOI: 10.1186/s13075-022-02923-6
Jingjing Zhu, Z. Niu, L. Alfredsson, Lars Klareskog, L. Padyukov, Xia Jiang
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引用次数: 0
Correction: The risk of newly diagnosed cancer in patients with rheumatoid arthritis by TNF inhibitor use: a nationwide cohort study 更正:使用TNF抑制剂对类风湿关节炎患者新诊断癌症的风险:一项全国性队列研究
IF 4.9 2区 医学 Q1 RHEUMATOLOGY Pub Date : 2022-10-25 DOI: 10.1186/s13075-022-02929-0
Boyoon Choi, H. Park, Yun-Kyoung Song, Yoon-Jeong Oh, In-Wha Kim, J. Oh
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引用次数: 0
Differences in trajectory of disease activity according to biologic and targeted synthetic disease-modifying anti-rheumatic drug treatment in patients with rheumatoid arthritis. 类风湿关节炎患者生物和靶向合成疾病改善抗风湿药物治疗的疾病活动轨迹差异
IF 4.9 2区 医学 Q1 RHEUMATOLOGY Pub Date : 2022-10-14 DOI: 10.1186/s13075-022-02918-3
Bon San Koo, Seongho Eun, Kichul Shin, Seokchan Hong, Yong-Gil Kim, Chang-Keun Lee, Bin Yoo, Ji Seon Oh

Background: The purpose of this study was to stratify patients with rheumatoid arthritis (RA) according to the trend of disease activity by trajectory-based clustering and to identify contributing factors for treatment response to biologic and targeted synthetic disease-modifying anti-rheumatic drugs (DMARDs) according to trajectory groups.

Methods: We analyzed the data from a nationwide RA cohort from the Korean College of Rheumatology Biologics and Targeted Therapy registry. Patients treated with second-line biologic and targeted synthetic DMARDs were included. Trajectory modeling for clustering was used to group the disease activity trend. The contributing factors using the machine learning model of SHAP (SHapley Additive exPlanations) values for each trajectory were investigated.

Results: The trends in the disease activity of 688 RA patients were clustered into 4 groups: rapid decrease and stable disease activity (group 1, n = 319), rapid decrease followed by an increase (group 2, n = 36), slow and continued decrease (group 3, n = 290), and no decrease in disease activity (group 4, n = 43). SHAP plots indicated that the most important features of group 2 compared to group 1 were the baseline erythrocyte sedimentation rate (ESR), prednisolone dose, and disease activity score with 28-joint assessment (DAS28) (SHAP value 0.308, 0.157, and 0.103, respectively). The most important features of group 3 compared to group 1 were the baseline ESR, DAS28, and estimated glomerular filtration rate (eGFR) (SHAP value 0.175, 0.164, 0.042, respectively). The most important features of group 4 compared to group 1 were the baseline DAS28, ESR, and blood urea nitrogen (BUN) (SHAP value 0.387, 0.153, 0.144, respectively).

Conclusions: The trajectory-based approach was useful for clustering the treatment response of biologic and targeted synthetic DMARDs in patients with RA. In addition, baseline DAS28, ESR, prednisolone dose, eGFR, and BUN were important contributing factors for 4-year trajectories.

背景:本研究的目的是通过基于轨迹的聚类,根据疾病活动趋势对类风湿关节炎(RA)患者进行分层,并根据轨迹组确定生物和靶向合成疾病改善抗风湿药物(DMARDs)治疗反应的影响因素。方法:我们分析了来自韩国风湿病学院生物制剂和靶向治疗登记处的全国性RA队列数据。接受二线生物制剂和靶向合成dmard治疗的患者也包括在内。采用轨迹建模进行聚类,对疾病活动趋势进行分组。利用机器学习模型的SHAP (SHapley Additive explanation)值对每个轨迹进行了影响因素的研究。结果:688例RA患者的疾病活动性趋势可分为4组:疾病活动性快速下降并稳定(第1组,n = 319)、快速下降后上升(第2组,n = 36)、缓慢持续下降(第3组,n = 290)、疾病活动性未下降(第4组,n = 43)。SHAP图显示,与1组相比,2组最重要的特征是基线红细胞沉降率(ESR)、强的松龙剂量和28关节疾病活动性评分(DAS28) (SHAP值分别为0.308、0.157和0.103)。与1组相比,3组最重要的特征是基线ESR、DAS28和估计肾小球滤过率(eGFR) (SHAP值分别为0.175、0.164和0.042)。与1组相比,4组最重要的特征是基线DAS28、ESR和血尿素氮(BUN) (SHAP值分别为0.387、0.153、0.144)。结论:基于轨迹的方法可用于类风湿关节炎患者生物和靶向合成dmard治疗反应的聚类。此外,基线DAS28, ESR,泼尼松龙剂量,eGFR和BUN是4年轨迹的重要影响因素。
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引用次数: 4
Impact of cardiovascular risk on the diagnostic accuracy of the ultrasound Halo Score for giant cell arteritis. 心血管风险对巨细胞动脉炎超声Halo评分诊断准确性的影响。
IF 4.9 2区 医学 Q1 RHEUMATOLOGY Pub Date : 2022-10-13 DOI: 10.1186/s13075-022-02920-9
Juan Molina-Collada, Katerine López Gloria, Isabel Castrejón, Juan Carlos Nieto-González, Julia Martínez-Barrio, Ana M Anzola Alfaro, Javier Rivera, José María Álvaro-Gracia

Objective: To evaluate the impact of cardiovascular risk (CVR) on the diagnostic accuracy of the ultrasonographic (US) Halo Score in patients with suspected giant cell arteritis (GCA).

Methods: Retrospective observational study of patients referred to our US fast track clinic with suspected GCA for a 2-year period. The intima-media thickness (IMT) of cranial and extra-cranial arteries and the Halo Score was determined to assess the extent of vascular inflammation. The European Society of Cardiology Guidelines on CV Disease Prevention were used to define different categories of CVR and patients were classified according to the Systemic Coronary Risk Evaluation (SCORE). The gold standard for GCA diagnosis was clinical confirmation after a 6-month follow-up.

Results: Of the 157 patients included, 47 (29.9%) had GCA after a 6-month follow-up. Extra-cranial artery IMT was significantly higher in patients with high/very high CVR than in those with low/moderate CVR, but only among patients without GCA. Non-GCA patients with high/very high CVR had also a significantly higher Halo Score in contrast with low/moderate CVR [9.38 (5.93) vs 6.16 (5.22); p = 0.007]. The area under the ROC curve of the Halo Score to identify GCA was 0.835 (95% CI 0.756-0.914), slightly greater in patients with low/moderate CVR (0.965 [95% CI 0.911-1]) versus patients with high/very high CVR (0.798 [95% CI 0.702-0.895]). A statistically weak positive correlation was found between the Halo Score and the SCORE (r 0.245; c = 0.002).

Conclusions: Elevated CVR may influence the diagnostic accuracy of the US Halo Score for GCA. Thus, CVR should be taken into consideration in the US screening for GCA.

目的:探讨心血管危险(CVR)对疑似巨细胞性动脉炎(GCA)患者超声(US) Halo评分诊断准确性的影响。方法:回顾性观察研究转到我们美国快速通道诊所疑似GCA的患者,为期2年。测定颅内、颅外动脉内膜-中膜厚度(IMT)及Halo评分,评估血管炎症程度。采用欧洲心脏病学会心血管疾病预防指南定义不同类别的心血管疾病,并根据系统性冠状动脉风险评估(SCORE)对患者进行分类。GCA诊断的金标准是随访6个月后临床确诊。结果:在纳入的157例患者中,47例(29.9%)在随访6个月后发生GCA。高/非常高CVR患者的颅外动脉IMT明显高于低/中度CVR患者,但仅在没有GCA的患者中。与低/中度CVR相比,高/非常高CVR的非gca患者的Halo评分也显著更高[9.38 (5.93)vs 6.16 (5.22);p = 0.007]。Halo评分识别GCA的ROC曲线下面积为0.835 (95% CI 0.756-0.914),低/中度CVR患者(0.965 [95% CI 0.911-1])略大于高/极高CVR患者(0.798 [95% CI 0.702-0.895])。Halo评分与Score呈统计学弱正相关(r 0.245;c = 0.002)。结论:CVR升高可能影响US Halo评分对GCA的诊断准确性。因此,在美国筛查GCA时应考虑CVR。
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引用次数: 4
Absence of Epstein-Barr virus DNA in anti-citrullinated protein antibody-expressing B cells of patients with rheumatoid arthritis. 类风湿关节炎患者表达抗瓜氨酸化蛋白抗体的B细胞中缺乏eb病毒DNA。
IF 4.9 2区 医学 Q1 RHEUMATOLOGY Pub Date : 2022-10-13 DOI: 10.1186/s13075-022-02919-2
Sanne Kroos, Arieke S B Kampstra, René E M Toes, Linda M Slot, Hans U Scherer

Objective: Rheumatoid arthritis (RA) is characterized by the presence of disease-specific autoreactive B cell responses, in particular those generating anti-citrullinated protein antibodies (ACPA). For many years, Epstein-Barr virus (EBV) has been implicated in disease pathogenesis, possibly by facilitating the development and persistence of autoreactive B cells. To test this hypothesis, the presence of EBV episomes in ACPA-expressing B cells was analyzed.

Methods: ACPA-expressing B cells derived from peripheral blood (PB) of seven EBV-seropositive RA patients, and synovial fluid (SF) of one additional EBV-seropositive RA patient, were isolated by flow cytometry. PB cells were expanded for 11-12 days, after which supernatant was harvested and analyzed for cyclic citrullinated-peptide (CCP)2 reactivity. SF cells were isolated directly in a lysis buffer. DNA was isolated and qPCR reactions were performed to determine the EBV status of the cells. EBV-immortalized B cell lymphoblastoid-cell lines (EBV blasts) served as standardized controls.

Results: Two hundred ninety-six PB and 60 SF ACPA-expressing B cells were isolated and divided over 16 and 3 pools containing 10-20 cells, respectively. Supernatants of all 16 cultured PB pools contained CCP2-Ig. DNA of all pools was used for qPCR analysis. While EBV-blast analysis showed sensitivity to detect EBV DNA in single B cells, no EBV DNA was detected in any of the ACPA-expressing B cell pools.

Conclusion: ACPA-expressing B cells are not enriched for EBV-DNA-containing clones. These results do not support the hypothesis that EBV infection of autoreactive B cells causes or maintains autoreactive B cell populations in RA. Instead, other mechanisms might explain the association between positive EBV serology and RA.

目的:类风湿关节炎(RA)的特点是存在疾病特异性的自身反应性B细胞反应,特别是产生抗瓜氨酸化蛋白抗体(ACPA)的B细胞反应。多年来,eb病毒(EBV)可能通过促进自身反应性B细胞的发育和持续存在而参与疾病的发病机制。为了验证这一假设,我们分析了表达acpa的B细胞中EBV发作的存在。方法:采用流式细胞术分离7例ebv血清阳性RA患者外周血(PB)和1例ebv血清阳性RA患者滑液(SF)中表达acpa的B细胞。PB细胞扩增11-12天后,收集上清,分析环瓜氨酸肽(CCP)2的反应性。SF细胞直接在裂解缓冲液中分离。分离DNA, qPCR检测细胞EBV状态。EBV永生化的B细胞淋巴母细胞样细胞系(EBV母细胞)作为标准对照。结果:分离到表达PB和acpa的B细胞226个,分别分为16个池和3个池,每池10-20个细胞。16个培养池的上清液均含有CCP2-Ig。所有池的DNA进行qPCR分析。虽然EBV-blast分析显示在单个B细胞中检测EBV DNA的敏感性,但在任何表达acpa的B细胞池中均未检测到EBV DNA。结论:表达acpa的B细胞在含有ebv - dna的克隆中不富集。这些结果不支持eb病毒感染自身反应性B细胞导致或维持RA自身反应性B细胞群的假设。相反,其他机制可能解释EBV阳性血清学与RA之间的关联。
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引用次数: 5
Polygenic risk score trend and new variants on chromosome 1 are associated with male gout in genome-wide association study. 多基因风险评分趋势及1号染色体新变异与男性痛风的全基因组关联研究
IF 4.9 2区 医学 Q1 RHEUMATOLOGY Pub Date : 2022-10-11 DOI: 10.1186/s13075-022-02917-4
Ya-Sian Chang, Chien-Yu Lin, Ting-Yuan Liu, Chung-Ming Huang, Chin-Chun Chung, Yu-Chia Chen, Fuu-Jen Tsai, Jan-Gowth Chang, Shun-Jen Chang

Background: Gout is a highly hereditary disease, but not all those carrying well-known risk variants have developing gout attack even in hyperuricemia status. We performed a genome-wide association study (GWAS) and polygenic risk score (PRS) analysis to illustrate the new genetic architectures of gout and asymptomatic hyperuricemia (AH).

Methods: GWAS was performed to identify variants associated with gout/AH compared with normouricemia. The participants were males, enrolled from the Taiwan Biobank and China Medical University, and divided into discovery (n=39,594) and replication (n=891) cohorts for GWAS. For PRS analysis, the discovery cohort was grouped as base (n=21,814) and target (n=17,780) cohorts, and the score was estimated by grouping the polymorphisms into protective or not for the phenotypes in the base cohort.

Results: The genes ABCG2 and SLC2A9 were found as the major genetic factors governing gouty and AH, and even in those carrying the rs2231142 (ABCG2) wild-genotype. Surprisingly, variants on chromosome 1, such as rs7546668 (DNAJC16), rs10927807 (AGMAT), rs9286836 (NUDT17), rs4971100 (TRIM46), rs4072037 (MUC1), and rs2974935 (MTX1), showed significant associations with gout in both discovery and replication cohorts (all p-values < 1e-8). Concerning the PRS, the rates of gout and AH increased with increased quartile PRS in those SNPs having risk effects on the phenotypes; on the contrary, gout/AH rates decreased with increased quartile PRS in those protective SNPs.

Conclusions: We found new variants on chromosome 1 significantly relating to gout, and PRS predicts the risk of developing gout/AH more robustly based on the SNPs' effect types on the trait.

背景:痛风是一种高度遗传性疾病,但并非所有携带已知风险变异的患者,即使在高尿酸血症状态下也会发生痛风发作。我们进行了一项全基因组关联研究(GWAS)和多基因风险评分(PRS)分析,以阐明痛风和无症状高尿酸血症(AH)的新遗传结构。方法:与正常尿酸血症相比,采用GWAS方法鉴定与痛风/AH相关的变异。参与者为男性,来自台湾生物库和中国医科大学,并被分为GWAS的发现组(n=39,594)和复制组(n=891)。对于PRS分析,发现队列被分为基础队列(n=21,814)和目标队列(n=17,780),并通过将多态性分组为基础队列中表型的保护性或非保护性来估计得分。结果:ABCG2和SLC2A9基因是控制痛风和AH的主要遗传因素,甚至在携带rs2231142 (ABCG2)野生基因型的人群中也是如此。令人惊讶的是,1号染色体上的变异,如rs7546668 (DNAJC16)、rs10927807 (AGMAT)、rs9286836 (NUDT17)、rs4971100 (TRIM46)、rs4072037 (MUC1)和rs2974935 (MTX1),在发现和复制队列中都显示出与痛风的显著关联(所有p值<1 e-8)。在对表型有风险影响的snp中,痛风和AH的发生率随着四分位数PRS的增加而增加;相反,在这些保护性snp中,痛风/AH发生率随着四分位数PRS的增加而下降。结论:我们在1号染色体上发现了与痛风显著相关的新变异,基于snp对该性状的影响类型,PRS更可靠地预测了发生痛风/AH的风险。
{"title":"Polygenic risk score trend and new variants on chromosome 1 are associated with male gout in genome-wide association study.","authors":"Ya-Sian Chang,&nbsp;Chien-Yu Lin,&nbsp;Ting-Yuan Liu,&nbsp;Chung-Ming Huang,&nbsp;Chin-Chun Chung,&nbsp;Yu-Chia Chen,&nbsp;Fuu-Jen Tsai,&nbsp;Jan-Gowth Chang,&nbsp;Shun-Jen Chang","doi":"10.1186/s13075-022-02917-4","DOIUrl":"https://doi.org/10.1186/s13075-022-02917-4","url":null,"abstract":"<p><strong>Background: </strong>Gout is a highly hereditary disease, but not all those carrying well-known risk variants have developing gout attack even in hyperuricemia status. We performed a genome-wide association study (GWAS) and polygenic risk score (PRS) analysis to illustrate the new genetic architectures of gout and asymptomatic hyperuricemia (AH).</p><p><strong>Methods: </strong>GWAS was performed to identify variants associated with gout/AH compared with normouricemia. The participants were males, enrolled from the Taiwan Biobank and China Medical University, and divided into discovery (n=39,594) and replication (n=891) cohorts for GWAS. For PRS analysis, the discovery cohort was grouped as base (n=21,814) and target (n=17,780) cohorts, and the score was estimated by grouping the polymorphisms into protective or not for the phenotypes in the base cohort.</p><p><strong>Results: </strong>The genes ABCG2 and SLC2A9 were found as the major genetic factors governing gouty and AH, and even in those carrying the rs2231142 (ABCG2) wild-genotype. Surprisingly, variants on chromosome 1, such as rs7546668 (DNAJC16), rs10927807 (AGMAT), rs9286836 (NUDT17), rs4971100 (TRIM46), rs4072037 (MUC1), and rs2974935 (MTX1), showed significant associations with gout in both discovery and replication cohorts (all p-values &lt; 1e-8). Concerning the PRS, the rates of gout and AH increased with increased quartile PRS in those SNPs having risk effects on the phenotypes; on the contrary, gout/AH rates decreased with increased quartile PRS in those protective SNPs.</p><p><strong>Conclusions: </strong>We found new variants on chromosome 1 significantly relating to gout, and PRS predicts the risk of developing gout/AH more robustly based on the SNPs' effect types on the trait.</p>","PeriodicalId":51225,"journal":{"name":"Arthritis Research & Therapy","volume":"24 1","pages":"229"},"PeriodicalIF":4.9,"publicationDate":"2022-10-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9552457/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"33499715","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: 1
Therapeutic effects of adipose-derived mesenchymal stem/stromal cells with enhanced migration ability and hepatocyte growth factor secretion by low-molecular-weight heparin treatment in bleomycin-induced mouse models of systemic sclerosis. 低分子肝素对博莱霉素诱导的系统性硬化症小鼠模型中具有增强迁移能力和肝细胞生长因子分泌的脂肪源性间充质干细胞/基质细胞的治疗作用
IF 4.9 2区 医学 Q1 RHEUMATOLOGY Pub Date : 2022-10-07 DOI: 10.1186/s13075-022-02915-6
Takayasu Suzuka, Takuya Kotani, Takashi Saito, Shogo Matsuda, Takako Sato, Tohru Takeuchi

Background: Adipose-derived mesenchymal stem cells (ASCs) have gained attention as a new treatment for systemic sclerosis (SSc). Low-molecular-weight heparin (LMWH) enhances cell function and stimulates the production of hepatocyte growth factor (HGF) in a variety of cells. This study investigated the effects of LMWH on the functions of mouse ASCs (mASCs), and the therapeutic effects of mASCs activated with LMWH (hep-mASCs) in mouse models of SSc.

Methods: The cellular functions of mASCs cultured with different concentrations of LMWH were determined. Mice were divided into four groups: bleomycin (BLM)-induced SSc (BLM-alone), BLM-induced SSc administered with mASCs (BLM-mASC), and BLM-induced SSc administered with mASCs activated with 10 or 100 μg/mL LMWH (BLM-hep-mASC); there were 9 mice per group (n = 9). Skin inflammation and fibrosis were evaluated using histological and biochemical examinations and gene expression levels.

Results: In vitro assays showed that migration ability and HGF production were significantly higher in hep-mASCs than in mASCs alone. The mRNA expression levels of cell migration factors were significantly upregulated in hep-mASCs compared to those in mASCs alone. The hep-mASCs accumulated in the skin tissues more than mASCs alone. The thickness of skin and hydroxyproline content in BLM-hep-mASC groups were significantly decreased, and the skin mRNA expression levels of interleukin-2, α-smooth muscle actin, transforming growth factor β1, collagen type 1 alpha 1, and tissue inhibitor of metalloproteinase 2 were significantly downregulated compared to those in the BLM-alone group.

Conclusions: hep-mASCs showed higher anti-inflammatory and anti-fibrotic effects than mASCs alone and may be a promising candidate for SSc treatment.

背景:脂肪源性间充质干细胞(ASCs)作为一种治疗系统性硬化症(SSc)的新方法受到关注。低分子肝素(LMWH)增强细胞功能,刺激多种细胞产生肝细胞生长因子(HGF)。本研究探讨了低分子肝素对小鼠ASCs (mASCs)功能的影响,以及低分子肝素激活的mASCs (hep-mASCs)对小鼠SSc模型的治疗作用。方法:测定不同浓度低分子肝素培养的mASCs的细胞功能。将小鼠分为四组:博来霉素(BLM)诱导的SSc(单独BLM), BLM诱导的SSc与masc (BLM- masc), BLM诱导的SSc与10或100 μg/mL低分子肝素(BLM-hep- masc)激活的masc (BLM-hep- masc);每组9只(n = 9)。采用组织学、生化检查和基因表达水平评估皮肤炎症和纤维化。结果:体外实验显示,hep-mASCs的迁移能力和HGF的产生明显高于单独的mASCs。与单独的mASCs相比,hep-mASCs中细胞迁移因子的mRNA表达水平显著上调。hep-mASCs在皮肤组织中的积累多于单独的mASCs。与单用blm组相比,BLM-hep-mASC组皮肤厚度和羟脯氨酸含量显著降低,皮肤中白细胞介素-2、α-平滑肌肌动蛋白、转化生长因子β1、1型胶原α 1和金属蛋白酶组织抑制剂2 mRNA表达水平显著下调。结论:hep-mASCs比单独的mASCs具有更高的抗炎和抗纤维化作用,可能是治疗SSc的有希望的候选药物。
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引用次数: 4
Deep learning-based automatic-bone-destruction-evaluation system using contextual information from other joints. 基于深度学习的骨骼破坏自动评估系统,使用来自其他关节的上下文信息。
IF 4.4 2区 医学 Q1 RHEUMATOLOGY Pub Date : 2022-10-03 DOI: 10.1186/s13075-022-02914-7
Kazuki Miyama, Ryoma Bise, Satoshi Ikemura, Kazuhiro Kai, Masaya Kanahori, Shinkichi Arisumi, Taisuke Uchida, Yasuharu Nakashima, Seiichi Uchida

Background: X-ray images are commonly used to assess the bone destruction of rheumatoid arthritis. The purpose of this study is to propose an automatic-bone-destruction-evaluation system fully utilizing deep neural networks (DNN). This system detects all target joints of the modified Sharp/van der Heijde score (SHS) from a hand X-ray image. It then classifies every target joint as intact (SHS = 0) or non-intact (SHS ≥ 1).

Methods: We used 226 hand X-ray images of 40 rheumatoid arthritis patients. As for detection, we used a DNN model called DeepLabCut. As for classification, we built four classification models that classify the detected joint as intact or non-intact. The first model classifies each joint independently, whereas the second model does it while comparing the same contralateral joint. The third model compares the same joint group (e.g., the proximal interphalangeal joints) of one hand and the fourth model compares the same joint group of both hands. We evaluated DeepLabCut's detection performance and classification models' performances. The classification models' performances were compared to three orthopedic surgeons.

Results: Detection rates for all the target joints were 98.0% and 97.3% for erosion and joint space narrowing (JSN). Among the four classification models, the model that compares the same contralateral joint showed the best F-measure (0.70, 0.81) and area under the curve of the precision-recall curve (PR-AUC) (0.73, 0.85) regarding erosion and JSN. As for erosion, the F-measure and PR-AUC of this model were better than the best of the orthopedic surgeons.

Conclusions: The proposed system was useful. All the target joints were detected with high accuracy. The classification model that compared the same contralateral joint showed better performance than the orthopedic surgeons regarding erosion.

背景:X 射线图像通常用于评估类风湿性关节炎的骨质破坏情况。本研究旨在提出一种完全利用深度神经网络(DNN)的自动骨质破坏评估系统。该系统可从手部 X 射线图像中检测出改良夏普/范德海德评分(SHS)的所有目标关节。然后,它将每个目标关节分类为完好(SHS = 0)或非完好(SHS ≥ 1):我们使用了 40 名类风湿性关节炎患者的 226 张手部 X 光图像。在检测方面,我们使用了名为 DeepLabCut 的 DNN 模型。在分类方面,我们建立了四个分类模型,将检测到的关节分为完好或不完好。第一个模型对每个关节进行独立分类,第二个模型则在对同一对侧关节进行比较的同时进行分类。第三个模型比较一只手的同一关节组(如近端指间关节),第四个模型比较两只手的同一关节组。我们评估了 DeepLabCut 的检测性能和分类模型的性能。我们将分类模型的性能与三位骨科医生进行了比较:所有目标关节的检测率为 98.0%,侵蚀和关节间隙狭窄(JSN)的检测率为 97.3%。在四种分类模型中,对同一对侧关节进行比较的模型在侵蚀和关节间隙狭窄方面显示出最佳的F-measure(0.70,0.81)和精确度-召回曲线下面积(PR-AUC)(0.73,0.85)。在侵蚀方面,该模型的 F 测量值和 PR-AUC 均优于骨科医生的最佳值:结论:提议的系统非常有用。所有目标关节的检测准确率都很高。比较同一对侧关节的分类模型在侵蚀方面的表现优于骨科医生。
{"title":"Deep learning-based automatic-bone-destruction-evaluation system using contextual information from other joints.","authors":"Kazuki Miyama, Ryoma Bise, Satoshi Ikemura, Kazuhiro Kai, Masaya Kanahori, Shinkichi Arisumi, Taisuke Uchida, Yasuharu Nakashima, Seiichi Uchida","doi":"10.1186/s13075-022-02914-7","DOIUrl":"10.1186/s13075-022-02914-7","url":null,"abstract":"<p><strong>Background: </strong>X-ray images are commonly used to assess the bone destruction of rheumatoid arthritis. The purpose of this study is to propose an automatic-bone-destruction-evaluation system fully utilizing deep neural networks (DNN). This system detects all target joints of the modified Sharp/van der Heijde score (SHS) from a hand X-ray image. It then classifies every target joint as intact (SHS = 0) or non-intact (SHS ≥ 1).</p><p><strong>Methods: </strong>We used 226 hand X-ray images of 40 rheumatoid arthritis patients. As for detection, we used a DNN model called DeepLabCut. As for classification, we built four classification models that classify the detected joint as intact or non-intact. The first model classifies each joint independently, whereas the second model does it while comparing the same contralateral joint. The third model compares the same joint group (e.g., the proximal interphalangeal joints) of one hand and the fourth model compares the same joint group of both hands. We evaluated DeepLabCut's detection performance and classification models' performances. The classification models' performances were compared to three orthopedic surgeons.</p><p><strong>Results: </strong>Detection rates for all the target joints were 98.0% and 97.3% for erosion and joint space narrowing (JSN). Among the four classification models, the model that compares the same contralateral joint showed the best F-measure (0.70, 0.81) and area under the curve of the precision-recall curve (PR-AUC) (0.73, 0.85) regarding erosion and JSN. As for erosion, the F-measure and PR-AUC of this model were better than the best of the orthopedic surgeons.</p><p><strong>Conclusions: </strong>The proposed system was useful. All the target joints were detected with high accuracy. The classification model that compared the same contralateral joint showed better performance than the orthopedic surgeons regarding erosion.</p>","PeriodicalId":51225,"journal":{"name":"Arthritis Research & Therapy","volume":"24 1","pages":"227"},"PeriodicalIF":4.4,"publicationDate":"2022-10-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9528108/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"33486321","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
Correction: CD34+THY1+ synovial fibroblast subset in arthritic joints has high osteoblastic and chondrogenic potentials in vitro. 纠正:关节炎关节中CD34+THY1+滑膜成纤维细胞亚群在体外具有高成骨和成软骨潜能。
IF 4.9 2区 医学 Q1 RHEUMATOLOGY Pub Date : 2022-09-24 DOI: 10.1186/s13075-022-02910-x
Seiji Noda, Tadashi Hosoya, Yoji Komiya, Yasuhiro Tagawa, Kentaro Endo, Keiichiro Komori, Hideyuki Koga, Yasuhiro Takahara, Kazutaka Sugimoto, Ichiro Sekiya, Tetsuya Saito, Fumitaka Mizoguchi, Shinsuke Yasuda
{"title":"Correction: CD34<sup>+</sup>THY1<sup>+</sup> synovial fibroblast subset in arthritic joints has high osteoblastic and chondrogenic potentials in vitro.","authors":"Seiji Noda,&nbsp;Tadashi Hosoya,&nbsp;Yoji Komiya,&nbsp;Yasuhiro Tagawa,&nbsp;Kentaro Endo,&nbsp;Keiichiro Komori,&nbsp;Hideyuki Koga,&nbsp;Yasuhiro Takahara,&nbsp;Kazutaka Sugimoto,&nbsp;Ichiro Sekiya,&nbsp;Tetsuya Saito,&nbsp;Fumitaka Mizoguchi,&nbsp;Shinsuke Yasuda","doi":"10.1186/s13075-022-02910-x","DOIUrl":"https://doi.org/10.1186/s13075-022-02910-x","url":null,"abstract":"","PeriodicalId":51225,"journal":{"name":"Arthritis Research & Therapy","volume":"24 1","pages":"224"},"PeriodicalIF":4.9,"publicationDate":"2022-09-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9508775/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"33481332","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
Synoviocytes and skin fibroblasts show opposite effects on IL-23 production and IL-23 receptor expression during cell interactions with immune cells. 在与免疫细胞相互作用过程中,滑膜细胞和皮肤成纤维细胞对IL-23的产生和IL-23受体的表达表现出相反的影响。
IF 4.9 2区 医学 Q1 RHEUMATOLOGY Pub Date : 2022-09-10 DOI: 10.1186/s13075-022-02904-9
Mélissa Noack, Pierre Miossec

Background: The IL-23/IL-17 axis is involved in inflammatory diseases including arthritis and psoriasis. However, the response to IL-23 or IL-17 inhibitors is different depending on the disease. The aim was to compare the effects of interactions between immune and stromal cells on the IL-23 axis to understand these differences.

Methods: Peripheral blood mononuclear cells were co-cultured with RA synoviocytes or Pso skin fibroblasts, with or without phytohemagglutinin, IL-23, or anti-IL-23 antibody. Production of IL-6, IL-1β, IL-23, IL-17, IL-12, and IFNγ was measured by ELISA. IL-23 and cytokine receptor gene expression (IL-17RA, IL-17RC, IL-12Rβ1, IL-12Rβ2, and IL-23R) was analyzed by RT-qPCR. IL-12Rβ1 and IL-23R subunits were analyzed by flow cytometry.

Results: The production of IL-6, IL-1β, IL-17, IL-12, and IFNγ with synoviocytes or skin fibroblasts was rather similar, and cell interactions with immune cells increased their production, specifically that of IL-17. A major difference was observed for IL-23. Interactions with synoviocytes but not with skin fibroblasts decreased IL-23 secretion while mRNA level was increased, mainly with synoviocytes, reflecting a major consumption difference. IL-23 addition had only one effect, the increase of IL-17 secretion. Cell activation induced similar effects on cytokine receptor gene expression in co-cultures with synoviocytes or skin fibroblasts. The key difference was the cell interaction effects depending on the stromal cell origin. Interactions with synoviocytes increased the expression of both IL-23 receptor subunits at mRNA levels and IL-23R at the surface expression level while interactions with skin fibroblasts decreased their expression at the mRNA level and had no effect at the surface expression level.

Conclusion: Interactions between immune and stromal cells are crucial in cytokine production and their receptor expression. The origin of stromal cells had a major influence on the production of IL-23 and its receptor expression. Such differences may explain part of the heterogeneity in treatment response.

背景:IL-23/IL-17轴参与炎症性疾病,包括关节炎和牛皮癣。然而,对IL-23或IL-17抑制剂的反应因疾病而异。目的是比较免疫细胞和基质细胞在IL-23轴上相互作用的影响,以了解这些差异。方法:外周血单个核细胞与RA滑膜细胞或Pso皮肤成纤维细胞共培养,含或不含植物血凝素、IL-23或抗IL-23抗体。ELISA法检测IL-6、IL-1β、IL-23、IL-17、IL-12和IFNγ的产生。RT-qPCR检测IL-23及细胞因子受体基因(IL-17RA、IL-17RC、IL-12Rβ1、IL-12Rβ2、IL-23R)的表达。流式细胞术分析IL-12Rβ1和IL-23R亚基。结果:滑膜细胞或皮肤成纤维细胞产生IL-6、IL-1β、IL-17、IL-12和IFNγ非常相似,细胞与免疫细胞的相互作用增加了它们的产生,特别是IL-17的产生。观察到IL-23的主要差异。与滑膜细胞而非皮肤成纤维细胞的相互作用降低了IL-23的分泌,而mRNA水平升高,主要是滑膜细胞,反映了主要的消耗差异。添加IL-23只增加IL-17的分泌。细胞活化对滑膜细胞或皮肤成纤维细胞共培养的细胞因子受体基因表达有类似的影响。关键的区别是细胞相互作用的影响取决于基质细胞的来源。与滑膜细胞的相互作用在mRNA水平上增加了IL-23受体亚基的表达,在表面表达水平上增加了IL-23R的表达,而与皮肤成纤维细胞的相互作用在mRNA水平上降低了它们的表达,在表面表达水平上没有影响。结论:免疫细胞与基质细胞的相互作用对细胞因子的产生及其受体的表达至关重要。基质细胞的来源对IL-23的产生及其受体的表达有重要影响。这种差异可以部分解释治疗反应的异质性。
{"title":"Synoviocytes and skin fibroblasts show opposite effects on IL-23 production and IL-23 receptor expression during cell interactions with immune cells.","authors":"Mélissa Noack,&nbsp;Pierre Miossec","doi":"10.1186/s13075-022-02904-9","DOIUrl":"https://doi.org/10.1186/s13075-022-02904-9","url":null,"abstract":"<p><strong>Background: </strong>The IL-23/IL-17 axis is involved in inflammatory diseases including arthritis and psoriasis. However, the response to IL-23 or IL-17 inhibitors is different depending on the disease. The aim was to compare the effects of interactions between immune and stromal cells on the IL-23 axis to understand these differences.</p><p><strong>Methods: </strong>Peripheral blood mononuclear cells were co-cultured with RA synoviocytes or Pso skin fibroblasts, with or without phytohemagglutinin, IL-23, or anti-IL-23 antibody. Production of IL-6, IL-1β, IL-23, IL-17, IL-12, and IFNγ was measured by ELISA. IL-23 and cytokine receptor gene expression (IL-17RA, IL-17RC, IL-12Rβ1, IL-12Rβ2, and IL-23R) was analyzed by RT-qPCR. IL-12Rβ1 and IL-23R subunits were analyzed by flow cytometry.</p><p><strong>Results: </strong>The production of IL-6, IL-1β, IL-17, IL-12, and IFNγ with synoviocytes or skin fibroblasts was rather similar, and cell interactions with immune cells increased their production, specifically that of IL-17. A major difference was observed for IL-23. Interactions with synoviocytes but not with skin fibroblasts decreased IL-23 secretion while mRNA level was increased, mainly with synoviocytes, reflecting a major consumption difference. IL-23 addition had only one effect, the increase of IL-17 secretion. Cell activation induced similar effects on cytokine receptor gene expression in co-cultures with synoviocytes or skin fibroblasts. The key difference was the cell interaction effects depending on the stromal cell origin. Interactions with synoviocytes increased the expression of both IL-23 receptor subunits at mRNA levels and IL-23R at the surface expression level while interactions with skin fibroblasts decreased their expression at the mRNA level and had no effect at the surface expression level.</p><p><strong>Conclusion: </strong>Interactions between immune and stromal cells are crucial in cytokine production and their receptor expression. The origin of stromal cells had a major influence on the production of IL-23 and its receptor expression. Such differences may explain part of the heterogeneity in treatment response.</p>","PeriodicalId":51225,"journal":{"name":"Arthritis Research & Therapy","volume":"24 1","pages":"220"},"PeriodicalIF":4.9,"publicationDate":"2022-09-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9463863/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"33463212","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: 2
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Arthritis Research & Therapy
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