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A retrospective observational study on characteristics, treatment patterns, and healthcare resource use of patients with myasthenia gravis in England. 一项关于英格兰肌无力患者特征、治疗模式和医疗资源使用情况的回顾性观察研究。
IF 5.9 2区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2024-04-16 eCollection Date: 2024-01-01 DOI: 10.1177/17562864241237495
Jordy van Enkhuizen, Jean Binns, April Betts, Fatemeh Saberi Hosnijeh, Myriam Alexander, Mark McCormack, Saiju Jacob

Background: There are limited data on the real-world healthcare resource use (HCRU) and management costs of myasthenia gravis (MG) in England.

Objective: This study aims to assess the burden of disease for patients with MG in England.

Design: A retrospective, observational cohort study of adult patients diagnosed with MG, using data from the Hospital Episode Statistics data warehouse.

Methods: Patients with a first-ever recorded diagnosis of MG between 30 June 2015 and 30 June 2020 were followed up until 30 June 2021 or death, whichever occurred first. Post-diagnosis patient characteristics, treatment patterns, HCRU, and costs were described. Costs were evaluated using National Health Service reference costs.

Results: A total of 9087 patients with a median follow-up time of 2.9 years (range, 1.7-4.3 years) were included. The mean age at diagnosis was 66.5 years and 53% of the patients were male. A large proportion of patients (72.8%) were admitted as inpatients during follow-up with a mean number of 1.3 admissions. Patients hospitalized for MG-related complications spent a mean of 9.7 days per patient-year in the hospital. During follow-up, 599 (6.6% of the total cohort) and 163 (1.8%) patients had a record of rescue therapy with intravenous immunoglobulin (IVIg) and plasma exchange (PLEX), respectively. Rituximab was administered to 81 (0.9%) patients and 268 (2.9%) patients underwent thymectomy. In those patients receiving rescue therapy or rituximab, >10% received at least three cycles of the same treatment. The average annual cost of hospital admissions across all patients treated with IVIg, PLEX, and rituximab were £907,072, £689,979, and £146,726, respectively.

Conclusion: A majority of MG patients required hospitalization or accident and emergency attendance, resulting in high HCRU and costs. A subset of patients required rescue therapy (including IVIg and PLEX), rituximab administration, ventilation, or thymectomy.

背景:英国有关重症肌无力的实际医疗资源使用(HCRU)和管理成本的数据十分有限:有关英格兰肌无力症(MG)实际医疗资源使用(HCRU)和管理成本的数据十分有限:本研究旨在评估英格兰重症肌无力患者的疾病负担:设计:对确诊为肌萎缩症的成年患者进行回顾性、观察性队列研究,研究数据来自医院病历统计数据仓库:对 2015 年 6 月 30 日至 2020 年 6 月 30 日期间首次记录诊断为 MG 的患者进行随访,直至 2021 年 6 月 30 日或死亡(以先发生者为准)。对诊断后的患者特征、治疗模式、HCRU 和费用进行了描述。成本使用国民健康服务参考成本进行评估:共纳入 9087 名患者,中位随访时间为 2.9 年(范围为 1.7-4.3 年)。确诊时的平均年龄为 66.5 岁,53% 的患者为男性。大部分患者(72.8%)在随访期间住院治疗,平均住院次数为 1.3 次。因 MG 相关并发症住院的患者平均每人每年住院 9.7 天。在随访期间,分别有599名(占总数的6.6%)和163名(1.8%)患者接受过静脉注射免疫球蛋白(IVIg)和血浆置换(PLEX)的抢救治疗。81名(0.9%)患者使用了利妥昔单抗,268名(2.9%)患者接受了胸腺切除术。在接受抢救治疗或利妥昔单抗的患者中,超过10%的患者接受了至少三个周期的相同治疗。所有接受IVIg、PLEX和利妥昔单抗治疗的患者平均每年住院费用分别为907,072英镑、689,979英镑和146,726英镑:大多数 MG 患者需要住院治疗或急诊就医,导致 HCRU 和费用居高不下。一部分患者需要接受抢救治疗(包括IVIg和PLEX)、利妥昔单抗治疗、通气或胸腺切除术。
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引用次数: 0
Treatment algorithms of relapsing multiple sclerosis: an exploration based on the available disease-modifying therapies in China. 复发性多发性硬化症的治疗算法:基于中国现有疾病改变疗法的探索。
IF 5.9 2区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2024-04-13 eCollection Date: 2024-01-01 DOI: 10.1177/17562864241239117
Jun Guo, Jiayong Wu, Lihua Wang, Hongbo Liu, Xiaomu Wu, Huan Yang, Wenyu Li, Honghao Wang, Bitao Bu, Chunsheng Yang, Hongyu Zhou, Shougang Guo, Yinan Zhao, Zhanhang Wang, Chunyang Li, De-Cai Tian, Sheng Chen, Huiru Xue, Yanlin Zhang, Yongfeng Xu, Hui Liang, Zhe Wu, Yu Zhang, Qiang Dong, Jiawei Wang, Chao Quan

Multiple sclerosis (MS) was defined as a rare disease in China due to its low prevalence. For a long time, interferon β was the only approved disease-modifying therapy (DMT). Since the first oral DMT was approved in 2018, DMT approval accelerated, and seven DMTs were approved within 5 years. With an increasing number of DMTs being prescribed in clinical practice, it is necessary to discuss the standardized MS treatment algorithms depending on the disease activity and DMT availability. In this review paper, more than 20 Chinese experts in MS have reviewed the therapeutic progress of MS in China and worldwide and discussed algorithms for treating relapsing MS (RMS) based on the available DMTs in China, providing insights for establishing the standardized RMS treatment algorithms in this country.

多发性硬化症(MS)由于发病率低,在中国被定义为罕见病。长期以来,干扰素β是唯一获批的疾病修饰疗法(DMT)。自2018年首个口服DMT获批以来,DMT获批速度加快,5年内已有7种DMT获批。随着临床实践中处方的 DMT 越来越多,有必要讨论根据疾病活动性和 DMT 可用性的标准化 MS 治疗算法。在这篇综述论文中,20多位中国多发性硬化专家回顾了中国和世界范围内多发性硬化的治疗进展,并根据中国现有的DMTs探讨了治疗复发性多发性硬化(RMS)的算法,为中国建立标准化的RMS治疗算法提供了启示。
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引用次数: 0
Real-world evidence and patient preference for subcutaneous versus intravenous natalizumab in the treatment of relapsing-remitting multiple sclerosis - initial results from the observational SISTER study. 皮下注射与静脉注射纳他珠单抗治疗复发缓解型多发性硬化症的现实证据和患者偏好--观察性 SISTER 研究的初步结果。
IF 5.9 2区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2024-04-13 eCollection Date: 2024-01-01 DOI: 10.1177/17562864241241382
Ralf Gold, Stephan Schmidt, Florian Deisenhammer, Jeremias Motte, Nils Richter, Kirsi Taipale, Hans Christian Salmen, Christian Bohland, Ksenija Schirduan

Background: The consideration of patient preference for a certain drug route of administration (RoA) plays an important role in promoting patient adherence in chronic diseases. Natalizumab is an established treatment for relapsing-remitting multiple sclerosis (RRMS) and can be administered as intravenous (IV) infusion or subcutaneous (SC) injection developed to enable a shorter and easier administration versus IV RoA.

Study objectives: Primary objective is to compare patients' preference for RoA and satisfaction with SC versus IV natalizumab at baseline and subsequent visits up to 12 months. Secondary objectives include drug utilization, clinical outcomes, safety, and treatment satisfaction in a usual care setting.

Design and methods: SISTER (Subcutaneous: Non-Interventional Study for Tysabri Patient Preference - Experience from Real World) is an ongoing, prospective, observational study where natalizumab is utilized according to local label. RRMS patients are included in three natalizumab cohorts: Patients switching from current IV to SC administration (switcher) and patients newly starting natalizumab on either SC or IV route (starter SC/IV). This interim analysis includes 262 patients (184 switchers, 39 SC starters, and 39 IV starters), median observation period was 9 months.

Results: 80.8% IV starters and 93.9% SC starters reported at baseline that they prefer the assigned RoA. Although initial satisfaction with chosen RoA was maintained over time from baseline through Month 12 in all three cohorts, the wish for change of the current RoA after 6 and 12 months was more frequently expressed among IV starters than in either SC cohort. Consistently, six patients (23.1%) starting with IV changed their RoA from IV to SC route.Mean global treatment satisfaction according to TSQM-II score at baseline remained high in the switcher group and increased through Month 12 in both IV and SC starter cohorts.

Conclusion: Based on current data, there is a trend toward patients' preference for the natalizumab SC route over the IV route, which provides valuable insights into patients' preference for natalizumab RoA in routine care and complements available data from clinical studies with real-world data on SC natalizumab.

Trial registration: This observational (non-interventional) study was registered in the local German PEI register for non-interventional studies (NIS-No. 611) and in the international CTgov register (NCT05304520).

背景:考虑患者对某种给药途径(RoA)的偏好在促进慢性病患者坚持用药方面发挥着重要作用。纳他珠单抗是治疗复发缓解型多发性硬化症(RRMS)的一种成熟疗法,可通过静脉输注或皮下注射给药,与静脉给药相比,皮下注射给药时间更短、更方便:研究的主要目的是比较患者在基线期和随后 12 个月的随访中对皮下注射和静脉注射纳他珠单抗的偏好和满意度。次要目标包括在常规护理环境下的药物使用情况、临床结果、安全性和治疗满意度:设计:SISTER(皮下注射设计:SISTER(皮下注射:泰萨布里患者偏好的非干预性研究--来自真实世界的经验)是一项正在进行的前瞻性观察研究,纳他珠单抗根据当地标签使用。RRMS 患者被纳入三个纳他珠单抗队列:从目前的静脉注射转为皮下注射的患者(转换者)和新开始使用纳他珠单抗的患者(皮下注射/静脉注射起始者)。本次中期分析包括 262 名患者(184 名转换者、39 名皮下注射起始者和 39 名静脉注射起始者),中位观察期为 9 个月:结果:80.8% 的静脉注射起始者和 93.9% 的皮下注射起始者在基线时表示他们更喜欢指定的 RoA。虽然从基线到第 12 个月,所有三个组群都保持了最初对所选 RoA 的满意度,但在 6 个月和 12 个月后,静脉注射起始者表示希望更换当前 RoA 的次数比 SC 组群都多。根据基线时的 TSQM-II 评分,转换者组的总体治疗满意度平均值仍然很高,而且在静脉注射和静脉注射起始组中,直到第 12 个月,转换者组的满意度均有所上升:根据目前的数据,患者对纳他珠单抗SC途径的偏好有超过静脉注射途径的趋势,这为了解患者在常规治疗中对纳他珠单抗RoA的偏好提供了有价值的信息,并通过纳他珠单抗SC的真实世界数据对现有的临床研究数据进行了补充:这项观察性(非介入性)研究已在德国当地的 PEI 非介入性研究注册中心(NIS-611 号)和国际 CTgov 注册中心(NCT05304520)注册。
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引用次数: 0
Development of an algorithm for identifying paraneoplastic ischemic stroke in association with lung, pancreatic, and colorectal cancer. 开发一种算法,用于识别与肺癌、胰腺癌和结直肠癌相关的副肿瘤性缺血性中风。
IF 5.9 2区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2024-04-08 eCollection Date: 2024-01-01 DOI: 10.1177/17562864241239123
Rebecca Kassubek, Marc-Andre G R Winter, Jens Dreyhaupt, Mona Laible, Jan Kassubek, Albert C Ludolph, Jan Lewerenz

Background: Paraneoplastic ischemic stroke has a poor prognosis. We have recently reported an algorithm based on the number of ischemic territories, C-reactive protein (CRP), lactate dehydrogenase (LDH), and granulocytosis to predict the underlying active cancer in a case-control setting. However, co-occurrence of cancer and stroke might also be merely incidental.

Objective: To detect cancer-associated ischemic stroke in a large, unselected cohort of consecutive stroke patients by detailed analysis of ischemic stroke associated with specific cancer subtypes and comparison to patients with bacterial endocarditis.

Methods: Retrospective single-center cohort study of consecutive 1612 ischemic strokes with magnetic resonance imaging, CRP, LDH, and relative granulocytosis data was performed, including identification of active cancers, history of now inactive cancers, and the diagnosis of endocarditis. The previously developed algorithm to detect paraneoplastic cancer was applied. Tumor types associated with paraneoplastic stroke were used to optimize the diagnostic algorithm.

Results: Ischemic strokes associated with active cancer, but also endocarditis, were associated with more ischemic territories as well as higher CRP and LDH levels. Our previous algorithm identified active cancer-associated strokes with a specificity of 83% and sensitivity of 52%. Ischemic strokes associated with lung, pancreatic, and colorectal (LPC) cancers but not with breast and prostate cancers showed more frequent and prominent characteristics of paraneoplastic stroke. A multiple logistic regression model optimized to identify LPC cancers detected active cancer with a sensitivity of 77.8% and specificity of 81.4%. The positive predictive value (PPV) for all active cancers was 13.1%.

Conclusion: Standard clinical examinations can be employed to identify suspect paraneoplastic stroke with an adequate sensitivity, specificity, and PPV when it is considered that the association of ischemic stroke with breast and prostate cancers in the stroke-prone elderly population might be largely incidental.

背景:副肿瘤性缺血性卒中预后较差。我们最近报道了一种基于缺血区数量、C 反应蛋白(CRP)、乳酸脱氢酶(LDH)和粒细胞减少的算法,可在病例对照中预测潜在的活动性癌症。然而,癌症与中风同时发生也可能只是偶然现象:目的:通过详细分析与特定癌症亚型相关的缺血性卒中,并与细菌性心内膜炎患者进行比较,在一个大型、未选择的连续卒中患者队列中检测癌症相关的缺血性卒中:方法: 对连续 1612 例缺血性脑卒中患者进行了回顾性单中心队列研究,这些患者均有磁共振成像、CRP、LDH 和相对粒细胞增多数据,包括活动性癌症、目前非活动性癌症病史和心内膜炎诊断。采用了之前开发的副肿瘤性癌症检测算法。与副肿瘤性中风相关的肿瘤类型被用于优化诊断算法:结果:与活动性癌症和心内膜炎相关的缺血性脑卒中缺血区域更多,CRP 和 LDH 水平更高。我们之前的算法能识别出活动性癌症相关脑卒中,特异性为 83%,灵敏度为 52%。与肺癌、胰腺癌和结肠直肠癌(LPC)相关的缺血性脑卒中,而与乳腺癌和前列腺癌无关的缺血性脑卒中显示出更频繁和更突出的副肿瘤性脑卒中特征。为识别 LPC 癌症而优化的多元逻辑回归模型检测到活动性癌症的敏感性为 77.8%,特异性为 81.4%。所有活动性癌症的阳性预测值(PPV)为13.1%:结论:如果考虑到易发中风的老年人群中缺血性中风与乳腺癌和前列腺癌的关联可能主要是偶然的,那么可以采用标准的临床检查来识别可疑的副肿瘤性中风,并具有足够的灵敏度、特异性和 PPV。
{"title":"Development of an algorithm for identifying paraneoplastic ischemic stroke in association with lung, pancreatic, and colorectal cancer.","authors":"Rebecca Kassubek, Marc-Andre G R Winter, Jens Dreyhaupt, Mona Laible, Jan Kassubek, Albert C Ludolph, Jan Lewerenz","doi":"10.1177/17562864241239123","DOIUrl":"https://doi.org/10.1177/17562864241239123","url":null,"abstract":"<p><strong>Background: </strong>Paraneoplastic ischemic stroke has a poor prognosis. We have recently reported an algorithm based on the number of ischemic territories, C-reactive protein (CRP), lactate dehydrogenase (LDH), and granulocytosis to predict the underlying active cancer in a case-control setting. However, co-occurrence of cancer and stroke might also be merely incidental.</p><p><strong>Objective: </strong>To detect cancer-associated ischemic stroke in a large, unselected cohort of consecutive stroke patients by detailed analysis of ischemic stroke associated with specific cancer subtypes and comparison to patients with bacterial endocarditis.</p><p><strong>Methods: </strong>Retrospective single-center cohort study of consecutive 1612 ischemic strokes with magnetic resonance imaging, CRP, LDH, and relative granulocytosis data was performed, including identification of active cancers, history of now inactive cancers, and the diagnosis of endocarditis. The previously developed algorithm to detect paraneoplastic cancer was applied. Tumor types associated with paraneoplastic stroke were used to optimize the diagnostic algorithm.</p><p><strong>Results: </strong>Ischemic strokes associated with active cancer, but also endocarditis, were associated with more ischemic territories as well as higher CRP and LDH levels. Our previous algorithm identified active cancer-associated strokes with a specificity of 83% and sensitivity of 52%. Ischemic strokes associated with lung, pancreatic, and colorectal (LPC) cancers but not with breast and prostate cancers showed more frequent and prominent characteristics of paraneoplastic stroke. A multiple logistic regression model optimized to identify LPC cancers detected active cancer with a sensitivity of 77.8% and specificity of 81.4%. The positive predictive value (PPV) for all active cancers was 13.1%.</p><p><strong>Conclusion: </strong>Standard clinical examinations can be employed to identify suspect paraneoplastic stroke with an adequate sensitivity, specificity, and PPV when it is considered that the association of ischemic stroke with breast and prostate cancers in the stroke-prone elderly population might be largely incidental.</p>","PeriodicalId":22980,"journal":{"name":"Therapeutic Advances in Neurological Disorders","volume":"17 ","pages":"17562864241239123"},"PeriodicalIF":5.9,"publicationDate":"2024-04-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11003337/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140852123","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
Cladribine tablets after treatment with natalizumab (CLADRINA) - rationale and design. 纳他珠单抗治疗后的克拉利宾片(CLADRINA)--原理与设计。
IF 5.9 2区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2024-04-04 eCollection Date: 2024-01-01 DOI: 10.1177/17562864241233858
Peter V Sguigna, Rehana Z Hussain, Annette Okai, Kyle M Blackburn, Lauren Tardo, Mariam Madinawala, Julie Korich, Lori A Lebson, Jeffrey Kaplan, Amber Salter, Navid Manouchehri, Olaf Stuve

Background: Individual disease modifying therapies approved for multiple sclerosis (MS) have limited effectiveness and potentially serious side effects, especially when administered over long periods. Sequential combination therapy is a plausible alternative approach. Natalizumab is a monoclonal therapeutic antibody that reduces leukocyte access to the central nervous system that is associated with an increased risk of progressive multifocal leukoencephalopathy and disease reactivation after its discontinuation. Cladribine tablets act as a synthetic adenosine analog, disrupting DNA synthesis and repair, thereby reducing the number of lymphocytes. The generation of prospective, rigorous safety, and efficacy data in transitioning from natalizumab to cladribine is an unmet clinical need.

Objectives: To test the feasibility of transitioning patients with relapsing forms of MS natalizumab to cladribine tablets.

Design: Cladribine tablets after treatment with natalizumab (CLADRINA) is an open-label, single-arm, multicenter, collaborative phase IV, research study that will generate hypothesis regarding the safety, efficacy, and immunological impact of transition from natalizumab to cladribine tablets in patients with relapsing forms of MS.

Methods and analysis: Participants will be recruited from three different sites. The primary endpoint is the absolute and percent change from baseline of lymphocytes and myeloid cell subsets, as well as blood neurofilament light levels. The secondary endpoint is the annualized relapse rate over the 12- and 24-month trial periods. Exploratory endpoints include the expanded disability status scale, and magnetic resonance imaging outcomes.

Discussion: The CLADRINA trial will generate data regarding the safety, efficacy, and immunological impact of the transition from natalizumab to cladribine. As the pace of immunological knowledge of MS continues, insight into disease modifying therapy transition strategies is needed.

背景:获准用于多发性硬化症(MS)的单个疾病调节疗法疗效有限,而且可能会产生严重的副作用,尤其是在长期用药的情况下。序贯联合疗法是一种可行的替代方法。纳他珠单抗是一种单克隆治疗抗体,可减少白细胞进入中枢神经系统,但停药后发生进行性多灶性白质脑病和疾病再激活的风险增加。克拉利宾片作为一种合成的腺苷类似物,会破坏 DNA 的合成和修复,从而减少淋巴细胞的数量。从纳他珠单抗过渡到克拉利宾的过程中,前瞻性、严格的安全性和有效性数据的产生是一项尚未满足的临床需求:目的:测试复发性多发性硬化症患者从纳他珠单抗过渡到克拉利宾片治疗的可行性:设计:纳他珠单抗治疗后服用克拉地宾片(CLADRINA)是一项开放标签、单臂、多中心、IV期合作研究,该研究将就复发性多发性硬化症患者从纳他珠单抗过渡到克拉地宾片的安全性、有效性和免疫学影响提出假设:将从三个不同地点招募参与者。主要终点是淋巴细胞和骨髓细胞亚群以及血液神经丝光水平与基线相比的绝对值和百分比变化。次要终点是 12 个月和 24 个月试验期间的年复发率。探索性终点包括扩展残疾状况量表和磁共振成像结果:CLADRINA试验将产生有关从纳他珠单抗向克拉德里滨过渡的安全性、有效性和免疫学影响的数据。随着对多发性硬化症免疫学知识了解的不断深入,我们需要深入了解疾病修饰疗法的过渡策略。
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引用次数: 0
Machine Learning-Based Prediction of Stroke in Emergency Departments. 基于机器学习的急诊室中风预测。
IF 5.9 2区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2024-04-01 eCollection Date: 2024-01-01 DOI: 10.1177/17562864241239108
Vida Abedi, Debdipto Misra, Durgesh Chaudhary, Venkatesh Avula, Clemens M Schirmer, Jiang Li, Ramin Zand

Background: Stroke misdiagnosis, associated with poor outcomes, is estimated to occur in 9% of all stroke patients.

Objectives: We hypothesized that machine learning (ML) could assist in the diagnosis of ischemic stroke in emergency departments (EDs).

Design: The study was conducted and reported according to the Transparent Reporting of a multivariable prediction model for Individual Prognosis Or Diagnosis guidelines. We performed model development and prospective temporal validation, using data from pre- and post-COVID periods; we also performed a case study on a small cohort of previously misdiagnosed stroke patients.

Methods: We used structured and unstructured electronic health records (EHRs) of 56,452 patient encounters from 13 hospitals in Pennsylvania, from September 2003 to January 2021. ML pipelines, including natural language processing, were created using pre-event clinical data and provider notes in the EDs.

Results: Using pre-event information, our model's area under the receiver operating characteristics curve (AUROC) ranged from 0.88 to 0.92 with a similar range accuracy (0.87-0.90). Using provider notes, we identified five models that reached a balanced performance in terms of AUROC, sensitivity, and specificity. Model AUROC ranged from 0.93 to 0.99. Model sensitivity and specificity reached 0.90 and 0.99, respectively. Four of the top five performing models were based on the post-COVID provider notes; however, no performance difference between models tested on pre- and post-COVID was observed.

Conclusion: This study leveraged pre-event and at-encounter level EHR for stroke prediction. The results indicate that available clinical information can be used for building EHR-based stroke prediction models and ED stroke alert systems.

背景:据估计,9% 的中风患者会被误诊:据估计,在所有中风患者中,有 9% 的患者会被误诊为中风,这与不良预后有关:我们假设机器学习(ML)可以帮助急诊科(ED)诊断缺血性中风:设计:本研究根据《个人预后或诊断多变量预测模型透明报告指南》进行并报告。我们使用 COVID 前后的数据进行了模型开发和前瞻性时间验证;我们还对之前误诊的一小部分卒中患者进行了病例研究:我们使用了宾夕法尼亚州 13 家医院从 2003 年 9 月到 2021 年 1 月期间 56,452 次患者就诊的结构化和非结构化电子健康记录(EHR)。利用事件发生前的临床数据和急诊室提供者的记录创建了包括自然语言处理在内的 ML 管道:使用事件发生前的信息,我们的模型的接收者工作特征曲线下面积 (AUROC) 在 0.88 到 0.92 之间,精确度范围相似(0.87-0.90)。通过使用提供者笔记,我们确定了五个在 AUROC、灵敏度和特异性方面表现均衡的模型。模型的 AUROC 在 0.93 到 0.99 之间。模型灵敏度和特异性分别达到 0.90 和 0.99。在表现最好的五个模型中,有四个是基于 COVID 后的医疗服务提供者笔记;但是,在 COVID 前和后测试的模型之间没有观察到性能差异:本研究利用事件前和就诊时的电子病历进行中风预测。结果表明,可用的临床信息可用于建立基于 EHR 的卒中预测模型和 ED 卒中警报系统。
{"title":"Machine Learning-Based Prediction of Stroke in Emergency Departments.","authors":"Vida Abedi, Debdipto Misra, Durgesh Chaudhary, Venkatesh Avula, Clemens M Schirmer, Jiang Li, Ramin Zand","doi":"10.1177/17562864241239108","DOIUrl":"https://doi.org/10.1177/17562864241239108","url":null,"abstract":"<p><strong>Background: </strong>Stroke misdiagnosis, associated with poor outcomes, is estimated to occur in 9% of all stroke patients.</p><p><strong>Objectives: </strong>We hypothesized that machine learning (ML) could assist in the diagnosis of ischemic stroke in emergency departments (EDs).</p><p><strong>Design: </strong>The study was conducted and reported according to the Transparent Reporting of a multivariable prediction model for Individual Prognosis Or Diagnosis guidelines. We performed model development and prospective temporal validation, using data from pre- and post-COVID periods; we also performed a case study on a small cohort of previously misdiagnosed stroke patients.</p><p><strong>Methods: </strong>We used structured and unstructured electronic health records (EHRs) of 56,452 patient encounters from 13 hospitals in Pennsylvania, from September 2003 to January 2021. ML pipelines, including natural language processing, were created using pre-event clinical data and provider notes in the EDs.</p><p><strong>Results: </strong>Using pre-event information, our model's area under the receiver operating characteristics curve (AUROC) ranged from 0.88 to 0.92 with a similar range accuracy (0.87-0.90). Using provider notes, we identified five models that reached a balanced performance in terms of AUROC, sensitivity, and specificity. Model AUROC ranged from 0.93 to 0.99. Model sensitivity and specificity reached 0.90 and 0.99, respectively. Four of the top five performing models were based on the post-COVID provider notes; however, no performance difference between models tested on pre- and post-COVID was observed.</p><p><strong>Conclusion: </strong>This study leveraged pre-event and at-encounter level EHR for stroke prediction. The results indicate that available clinical information can be used for building EHR-based stroke prediction models and ED stroke alert systems.</p>","PeriodicalId":22980,"journal":{"name":"Therapeutic Advances in Neurological Disorders","volume":"17 ","pages":"17562864241239108"},"PeriodicalIF":5.9,"publicationDate":"2024-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10989051/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140861805","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
Exploring the association between weight loss-inducing medications and multiple sclerosis: insights from the FDA adverse event reporting system database. 探索减肥药物与多发性硬化症之间的关联:从美国食品及药物管理局不良事件报告系统数据库中获得的启示。
IF 5.9 2区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2024-04-01 eCollection Date: 2024-01-01 DOI: 10.1177/17562864241241383
Afsaneh Shirani, Anne H Cross, Olaf Stuve

Background: Several studies have demonstrated that early childhood and adolescent obesity are risk factors for multiple sclerosis (MS) susceptibility. Obesity is thought to share inflammatory components with MS through overproduction of pro-inflammatory adipokines (e.g., leptin) and reduction of anti-inflammatory adipokines (e.g, adiponectin). Recently, drug repurposing (i.e. identifying new indications for existing drugs) has garnered significant attention. The US Food and Drug Administration Adverse Event Reporting System (FAERS) database serves not only as a resource for mining adverse drug reactions and safety signals but also for identifying inverse associations and potential medication repurposing opportunities.

Objective: We aimed to explore the association between weight-loss-inducing drugs and MS using real-world reports from the FAERS database.

Design: Secondary analysis of existing data from the FAERS database.

Methods: We conducted a disproportionality analysis using the FAERS database between the fourth quarter of 2003 and the second quarter of 2023 to explore associations between MS and weight loss-inducing drugs. Disproportionality was quantified using the reporting odds ratio (ROR). An inverse association was defined when the upper limit of the 95% confidence interval for ROR was <1.

Results: We found an inverse association between MS and anti-diabetic weight loss-inducing drugs including semaglutide (ROR: 0.238; 95% CI: 0.132-0.429), dulaglutide (ROR: 0.165; 95% CI: 0.109-0.248), liraglutide (ROR: 0.161; 95% CI: 0.091-0.284), empagliflozin (ROR: 0.234; 95% CI: 0.146-0.377), and metformin (ROR: 0.387; 95% CI: 0.340-0.440). No inverse associations were found for other weight loss-inducing drugs such as phentermine, bupropion, topiramate, zonisamide, and amphetamine. An exception was naltrexone (ROR: 0.556; 95% CI: 0.384-0.806).

Conclusion: Our findings suggest a potential consideration for repurposing anti-diabetic weight loss-inducing drugs including semaglutide, dulaglutide, and liraglutide (glucagon-like peptide-1 receptor agonists), empagliflozin (sodium-glucose cotransporter-2 inhibitor), and metformin (biguanide), for MS. This warrants validation through rigorous methodologies and prospective studies.

背景:多项研究表明,儿童早期和青少年肥胖是多发性硬化症(MS)易感性的危险因素。肥胖症被认为与多发性硬化症具有相同的炎症成分,即促炎性脂肪因子(如瘦素)分泌过多,而抗炎性脂肪因子(如脂肪连通素)分泌减少。最近,药物再利用(即为现有药物确定新的适应症)引起了广泛关注。美国食品和药物管理局不良事件报告系统(FAERS)数据库不仅是挖掘药物不良反应和安全信号的资源,也是识别反向关联和潜在药物再利用机会的资源:我们旨在利用 FAERS 数据库中的真实报告,探讨减肥药与多发性硬化症之间的关联:设计:对 FAERS 数据库中的现有数据进行二次分析:我们利用 FAERS 数据库中 2003 年第四季度至 2023 年第二季度的数据进行了比例失调分析,以探讨多发性硬化症与减肥药之间的关联。比例失调采用报告几率比(ROR)进行量化。当 ROR 的 95% 置信区间的上限为 "结果 "时,则定义为反向关联:我们发现 MS 与抗糖尿病减重诱导药物之间存在反比关系,这些药物包括塞马鲁肽(ROR:0.238;95% CI:0.132-0.429)、度拉鲁肽(ROR:0.165;95% CI:0.109-0.248)、利拉鲁肽(ROR:0.161;95% CI:0.091-0.284)、恩格列净(ROR:0.234;95% CI:0.146-0.377)和二甲双胍(ROR:0.387;95% CI:0.340-0.440)。芬特明、安非他明、托吡酯、唑尼沙胺和安非他明等其他减肥药物没有发现反向关联。纳曲酮(ROR:0.556;95% CI:0.384-0.806)是一个例外:我们的研究结果表明,有可能考虑将抗糖尿病减肥诱导药物(包括semaglutide、dulaglutide和liraglutide(胰高血糖素样肽-1受体激动剂)、empagliflozin(钠-葡萄糖共转运体-2抑制剂)和二甲双胍(双胍类))重新用于多发性硬化症。这需要通过严格的方法和前瞻性研究进行验证。
{"title":"Exploring the association between weight loss-inducing medications and multiple sclerosis: insights from the FDA adverse event reporting system database.","authors":"Afsaneh Shirani, Anne H Cross, Olaf Stuve","doi":"10.1177/17562864241241383","DOIUrl":"https://doi.org/10.1177/17562864241241383","url":null,"abstract":"<p><strong>Background: </strong>Several studies have demonstrated that early childhood and adolescent obesity are risk factors for multiple sclerosis (MS) susceptibility. Obesity is thought to share inflammatory components with MS through overproduction of pro-inflammatory adipokines (e.g., leptin) and reduction of anti-inflammatory adipokines (e.g, adiponectin). Recently, drug repurposing (i.e. identifying new indications for existing drugs) has garnered significant attention. The US Food and Drug Administration Adverse Event Reporting System (FAERS) database serves not only as a resource for mining adverse drug reactions and safety signals but also for identifying inverse associations and potential medication repurposing opportunities.</p><p><strong>Objective: </strong>We aimed to explore the association between weight-loss-inducing drugs and MS using real-world reports from the FAERS database.</p><p><strong>Design: </strong>Secondary analysis of existing data from the FAERS database.</p><p><strong>Methods: </strong>We conducted a disproportionality analysis using the FAERS database between the fourth quarter of 2003 and the second quarter of 2023 to explore associations between MS and weight loss-inducing drugs. Disproportionality was quantified using the reporting odds ratio (ROR). An inverse association was defined when the upper limit of the 95% confidence interval for ROR was <1.</p><p><strong>Results: </strong>We found an inverse association between MS and anti-diabetic weight loss-inducing drugs including semaglutide (ROR: 0.238; 95% CI: 0.132-0.429), dulaglutide (ROR: 0.165; 95% CI: 0.109-0.248), liraglutide (ROR: 0.161; 95% CI: 0.091-0.284), empagliflozin (ROR: 0.234; 95% CI: 0.146-0.377), and metformin (ROR: 0.387; 95% CI: 0.340-0.440). No inverse associations were found for other weight loss-inducing drugs such as phentermine, bupropion, topiramate, zonisamide, and amphetamine. An exception was naltrexone (ROR: 0.556; 95% CI: 0.384-0.806).</p><p><strong>Conclusion: </strong>Our findings suggest a potential consideration for repurposing anti-diabetic weight loss-inducing drugs including semaglutide, dulaglutide, and liraglutide (glucagon-like peptide-1 receptor agonists), empagliflozin (sodium-glucose cotransporter-2 inhibitor), and metformin (biguanide), for MS. This warrants validation through rigorous methodologies and prospective studies.</p>","PeriodicalId":22980,"journal":{"name":"Therapeutic Advances in Neurological Disorders","volume":"17 ","pages":"17562864241241383"},"PeriodicalIF":5.9,"publicationDate":"2024-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10986166/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140864547","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
Treatment switches of disease-modifying therapies in people with multiple sclerosis: long-term experience from the German MS Registry. 多发性硬化症患者改变病情疗法的治疗方法:德国多发性硬化症登记处的长期经验。
IF 4.7 2区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2024-03-29 eCollection Date: 2024-01-01 DOI: 10.1177/17562864241239740
Niklas Frahm, David Ellenberger, Alexander Stahmann, Firas Fneish, Daniel Lüftenegger, Hans C Salmen, Ksenija Schirduan, Tom P A Schaak, Peter Flachenecker, Christoph Kleinschnitz, Friedemann Paul, Dagmar Krefting, Uwe K Zettl, Melanie Peters, Clemens Warnke

Background: The spectrum of disease-modifying therapies (DMTs) for people with multiple sclerosis (PwMS) has expanded over years, but data on treatment strategies is largely lacking. DMT switches are common clinical practice.

Objective: To compare switchers and non-switchers, characterize the first DMT switch and identify reasons and predictors for switching the first DMT.

Methods: Data on 2722 PwMS from the German MS Registry were retrospectively analyzed regarding sociodemographic/clinical differences between 1361 switchers (PwMS discontinuing the first DMT) and non-switchers matched according to age, sex, and observation period. Frequencies of first and second DMTs were calculated and switch reasons identified. Predictors for DMT switches were revealed using univariable and multivariable regression models.

Results: Switchers and non-switchers differed significantly regarding time to first DMT, education, calendar period of the first DMT start (2014-2017 versus 2018-2021), first DMT class used [mild-to-moderate efficacy (MME) versus high-efficacy (HE) DMT], time on first DMT, and disease activity at first DMT start or cessation/last follow-up. The majority of PwMS started with MME DMTs (77.1%), with the most common being glatiramer acetate, dimethyl/diroximel fumarate, and beta-interferon variants. Switchers changed treatment more often to HE DMTs (39.6%), most commonly sphingosine-1-phosphate receptor modulators, anti-CD20 monoclonal antibodies, and natalizumab. Fewer PwMS switched to MME DMTs (35.9%), with the most common being dimethyl/diroximel fumarate, teriflunomide, or beta-interferon. Among 1045 PwMS with sufficient data (76.8% of 1361 switchers), the most frequent reasons for discontinuing the first DMT were disease activity despite DMT (63.1%), adverse events (17.1%), and patient request (8.3%). Predictors for the first DMT switch were MME DMT as initial treatment [odds ratio (OR) = 2.83 (1.76-4.61), p < 0.001; reference: HE DMT], first DMT initiation between 2014 and 2017 [OR = 11.55 (6.93-19.94), p < 0.001; reference: 2018-2021], and shorter time on first DMT [OR = 0.22 (0.18-0.27), p < 0.001].

Conclusion: The initial use of MME DMTs was among the strongest predictors of DMT discontinuation in a large German retrospective MS cohort, arguing for the need for prospective treatment strategy trials, not only but also on the initial broad use of HE DMTs in PwMS.

背景:多年来,针对多发性硬化症(PwMS)患者的疾病改变疗法(DMT)的范围不断扩大,但有关治疗策略的数据却十分缺乏。DMT转换是常见的临床实践:比较转换者和非转换者,描述首次转换 DMT 的特征,并确定首次转换 DMT 的原因和预测因素:方法:回顾性分析了德国多发性硬化症登记处 2722 名患者的数据,并根据年龄、性别和观察期对 1361 名转换者(停用第一种 DMT 的患者)和非转换者的社会人口学/临床差异进行了匹配。计算了首次和第二次 DMT 的频率,并确定了转换原因。使用单变量和多变量回归模型揭示了DMT转换的预测因素:转换者与非转换者在首次使用 DMT 的时间、教育程度、首次使用 DMT 的日历时间(2014-2017 年与 2018-2021 年)、首次使用的 DMT 类别[轻中度疗效 (MME) DMT 与高效 (HE) DMT]、首次使用 DMT 的时间以及首次使用 DMT 或停药/最后一次随访时的疾病活动性方面存在显著差异。大多数 PwMS 开始使用 MME DMTs(77.1%),其中最常见的是醋酸格拉替雷、富马酸二甲酯/双羟巯基乙酯和 beta 干扰素变体。改用 HE DMTs 治疗的患者较多(39.6%),最常见的是鞘氨醇-1-磷酸受体调节剂、抗 CD20 单克隆抗体和纳他珠单抗。转用 MME DMTs 的患者较少(35.9%),最常见的是富马酸二甲酯/二羟甲叉二甲酯、特立氟胺或β-干扰素。在 1045 名有足够数据的 PwMS 中(占 1361 名转换者的 76.8%),停用第一种 DMT 的最常见原因是尽管使用了 DMT 但仍有疾病活动(63.1%)、不良事件(17.1%)和患者要求(8.3%)。首次更换 DMT 的预测因素是 MME DMT 作为初始治疗[比值比 (OR) = 2.83 (1.76-4.61),p p p 结论:在一个大型德国多发性硬化症回顾性队列中,最初使用 MME DMTs 是 DMT 停用的最主要预测因素之一,这表明有必要进行前瞻性治疗策略试验,不仅是在 PwMS 最初广泛使用 HE DMTs 的情况下,而且在其他情况下也是如此。
{"title":"Treatment switches of disease-modifying therapies in people with multiple sclerosis: long-term experience from the German MS Registry.","authors":"Niklas Frahm, David Ellenberger, Alexander Stahmann, Firas Fneish, Daniel Lüftenegger, Hans C Salmen, Ksenija Schirduan, Tom P A Schaak, Peter Flachenecker, Christoph Kleinschnitz, Friedemann Paul, Dagmar Krefting, Uwe K Zettl, Melanie Peters, Clemens Warnke","doi":"10.1177/17562864241239740","DOIUrl":"10.1177/17562864241239740","url":null,"abstract":"<p><strong>Background: </strong>The spectrum of disease-modifying therapies (DMTs) for people with multiple sclerosis (PwMS) has expanded over years, but data on treatment strategies is largely lacking. DMT switches are common clinical practice.</p><p><strong>Objective: </strong>To compare switchers and non-switchers, characterize the first DMT switch and identify reasons and predictors for switching the first DMT.</p><p><strong>Methods: </strong>Data on 2722 PwMS from the German MS Registry were retrospectively analyzed regarding sociodemographic/clinical differences between 1361 switchers (PwMS discontinuing the first DMT) and non-switchers matched according to age, sex, and observation period. Frequencies of first and second DMTs were calculated and switch reasons identified. Predictors for DMT switches were revealed using univariable and multivariable regression models.</p><p><strong>Results: </strong>Switchers and non-switchers differed significantly regarding time to first DMT, education, calendar period of the first DMT start (2014-2017 <i>versus</i> 2018-2021), first DMT class used [mild-to-moderate efficacy (MME) <i>versus</i> high-efficacy (HE) DMT], time on first DMT, and disease activity at first DMT start or cessation/last follow-up. The majority of PwMS started with MME DMTs (77.1%), with the most common being glatiramer acetate, dimethyl/diroximel fumarate, and beta-interferon variants. Switchers changed treatment more often to HE DMTs (39.6%), most commonly sphingosine-1-phosphate receptor modulators, anti-CD20 monoclonal antibodies, and natalizumab. Fewer PwMS switched to MME DMTs (35.9%), with the most common being dimethyl/diroximel fumarate, teriflunomide, or beta-interferon. Among 1045 PwMS with sufficient data (76.8% of 1361 switchers), the most frequent reasons for discontinuing the first DMT were disease activity despite DMT (63.1%), adverse events (17.1%), and patient request (8.3%). Predictors for the first DMT switch were MME DMT as initial treatment [odds ratio (OR) = 2.83 (1.76-4.61), <i>p</i> < 0.001; reference: HE DMT], first DMT initiation between 2014 and 2017 [OR = 11.55 (6.93-19.94), <i>p</i> < 0.001; reference: 2018-2021], and shorter time on first DMT [OR = 0.22 (0.18-0.27), <i>p</i> < 0.001].</p><p><strong>Conclusion: </strong>The initial use of MME DMTs was among the strongest predictors of DMT discontinuation in a large German retrospective MS cohort, arguing for the need for prospective treatment strategy trials, not only but also on the initial broad use of HE DMTs in PwMS.</p>","PeriodicalId":22980,"journal":{"name":"Therapeutic Advances in Neurological Disorders","volume":"17 ","pages":"17562864241239740"},"PeriodicalIF":4.7,"publicationDate":"2024-03-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10981260/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140336947","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
Serum neurofilament light chain correlations in patients with a first clinical demyelinating event in the REFLEX study: a post hoc analysis. REFLEX研究中首次临床脱髓鞘事件患者血清神经丝蛋白轻链的相关性:事后分析。
IF 5.9 2区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2024-03-29 eCollection Date: 2024-01-01 DOI: 10.1177/17562864241239101
Jens Kuhle, David Leppert, Giancarlo Comi, Nicola de Stefano, Ludwig Kappos, Mark S Freedman, Andrea Seitzinger, Sanjeev Roy

Background: In REFLEX, subcutaneous interferon beta-1a (sc IFN β-1a) delayed the onset of multiple sclerosis (MS) in patients with a first clinical demyelinating event (FCDE).

Objectives: This post hoc analysis aimed to determine whether baseline serum neurofilament light (sNfL) chain can predict conversion to MS and whether correlations exist between baseline sNfL and magnetic resonance imaging (MRI) metrics.

Methods: sNfL was measured for 494 patients who received sc IFN β-1a 44 μg once weekly (qw; n = 168), three times weekly (tiw; n = 161), or placebo (n = 165) over 24 months. Median baseline sNfL (26.1 pg/mL) was used to define high/low sNfL subgroups. Hazard ratios (HRs) and 95% confidence intervals (CIs) were calculated using Cox's proportional hazard model to determine factors influencing the risk of conversion to MS. Kaplan-Meier estimates calculated median time-to-conversion to MS (McDonald 2005 criteria) or clinically definite MS (CDMS; Poser criteria). Correlations between sNfL and MRI findings were assessed using Spearman's rank correlation coefficient (r).

Results: Multivariable models indicated that high baseline sNfL was associated with the likelihood of converting to MS and inversely to time-to-conversion (HR = 1.3, 95% CI: 1.03-1.64; p = 0.024). Significant additional factors affecting conversion to McDonald MS were on-study treatment (sc IFN β-1a/placebo; qw: HR = 0.59, 95% CI: 0.46-0.76; tiw: HR = 0.45, 95% CI: 0.34-0.59), classification of FCDE (monofocal/multifocal; HR = 0.69, 95% CI: 0.55-0.85), and most baseline imaging findings (T2 and T1 gadolinium-enhancing [Gd+] lesions; HR = 1.02, 95% CI: 1.01-1.03 and HR = 1.07, 95% CI: 1.03-1.11); all p ⩽ 0.001. Conversion to CDMS showed similar results. At month 24, sNfL was strongly correlated with a mean number of combined unique active (r = 0.71), new T2 (r = 0.72), and new T1 Gd+ (r = 0.60) lesions; weak correlations were observed between sNfL and clinical outcomes for all treatment groups.

Conclusion: Higher baseline sNfL was associated with an increased risk of MS conversion, a risk that was mitigated by treatment with sc IFN β-1a tiw.

Trial registration: ClinicalTrials.gov identifier: NCT00404352. Date registered: 28 November 2006.

研究背景在REFLEX研究中,皮下注射干扰素β-1a(sc IFN β-1a)可延迟首次临床脱髓鞘事件(FCDE)患者多发性硬化症(MS)的发病:方法:在 24 个月内接受 sc IFN β-1a 44 μg 每周一次(qw;n = 168)、每周三次(tiw;n = 161)或安慰剂(n = 165)治疗的 494 名患者的 sNfL 均进行了测量。基线 sNfL 中位数(26.1 pg/mL)用于定义高/低 sNfL 亚组。使用 Cox 比例危险模型计算危险比 (HR) 和 95% 置信区间 (CI),以确定影响转为 MS 风险的因素。Kaplan-Meier估计值计算了转为多发性硬化症(McDonald 2005标准)或临床确诊多发性硬化症(CDMS;Poser标准)的中位时间。使用斯皮尔曼等级相关系数(r)评估了 sNfL 与 MRI 结果之间的相关性:多变量模型显示,高基线 sNfL 与转为 MS 的可能性相关,与转为 MS 的时间成反比(HR = 1.3,95% CI:1.03-1.64;P = 0.024)。影响转为麦克唐纳多发性硬化症的其他重要因素是研究中的治疗(sc IFN β-1a/安慰剂;qw:HR=0.59,95% CI:0.46-0.76;tiw:HR=0.45,95% CI:0.34-0.59)、FCDE分类(单灶/多灶;HR=0.69,95% CI:0.55-0.85)和大多数基线成像结果(T2和T1钆增强[Gd+]病灶;HR=1.02,95% CI:1.01-1.03和HR=1.07,95% CI:1.03-1.11);所有P均⩽ 0.001。转为 CDMS 的结果类似。第24个月时,sNfL与合并的唯一活跃病灶(r = 0.71)、新T2病灶(r = 0.72)和新T1 Gd+病灶(r = 0.60)的平均数量密切相关;在所有治疗组中,sNfL与临床结果之间的相关性较弱:结论:较高的基线sNfL与MS转归风险的增加有关,而sc IFN β-1a tiw治疗可减轻这一风险:试验注册:ClinicalTrials.gov identifier:NCT00404352。注册日期:2006 年 11 月 28 日。
{"title":"Serum neurofilament light chain correlations in patients with a first clinical demyelinating event in the REFLEX study: a <i>post hoc</i> analysis.","authors":"Jens Kuhle, David Leppert, Giancarlo Comi, Nicola de Stefano, Ludwig Kappos, Mark S Freedman, Andrea Seitzinger, Sanjeev Roy","doi":"10.1177/17562864241239101","DOIUrl":"10.1177/17562864241239101","url":null,"abstract":"<p><strong>Background: </strong>In REFLEX, subcutaneous interferon beta-1a (sc IFN β-1a) delayed the onset of multiple sclerosis (MS) in patients with a first clinical demyelinating event (FCDE).</p><p><strong>Objectives: </strong>This <i>post hoc</i> analysis aimed to determine whether baseline serum neurofilament light (sNfL) chain can predict conversion to MS and whether correlations exist between baseline sNfL and magnetic resonance imaging (MRI) metrics.</p><p><strong>Methods: </strong>sNfL was measured for 494 patients who received sc IFN β-1a 44 μg once weekly (qw; <i>n</i> = 168), three times weekly (tiw; <i>n</i> = 161), or placebo (<i>n</i> = 165) over 24 months. Median baseline sNfL (26.1 pg/mL) was used to define high/low sNfL subgroups. Hazard ratios (HRs) and 95% confidence intervals (CIs) were calculated using Cox's proportional hazard model to determine factors influencing the risk of conversion to MS. Kaplan-Meier estimates calculated median time-to-conversion to MS (McDonald 2005 criteria) or clinically definite MS (CDMS; Poser criteria). Correlations between sNfL and MRI findings were assessed using Spearman's rank correlation coefficient (<i>r</i>).</p><p><strong>Results: </strong>Multivariable models indicated that high baseline sNfL was associated with the likelihood of converting to MS and inversely to time-to-conversion (HR = 1.3, 95% CI: 1.03-1.64; <i>p</i> = 0.024). Significant additional factors affecting conversion to McDonald MS were on-study treatment (sc IFN β-1a/placebo; qw: HR = 0.59, 95% CI: 0.46-0.76; tiw: HR = 0.45, 95% CI: 0.34-0.59), classification of FCDE (monofocal/multifocal; HR = 0.69, 95% CI: 0.55-0.85), and most baseline imaging findings (T2 and T1 gadolinium-enhancing [Gd+] lesions; HR = 1.02, 95% CI: 1.01-1.03 and HR = 1.07, 95% CI: 1.03-1.11); all <i>p</i> ⩽ 0.001. Conversion to CDMS showed similar results. At month 24, sNfL was strongly correlated with a mean number of combined unique active (<i>r</i> = 0.71), new T2 (<i>r</i> = 0.72), and new T1 Gd+ (<i>r</i> = 0.60) lesions; weak correlations were observed between sNfL and clinical outcomes for all treatment groups.</p><p><strong>Conclusion: </strong>Higher baseline sNfL was associated with an increased risk of MS conversion, a risk that was mitigated by treatment with sc IFN β-1a tiw.</p><p><strong>Trial registration: </strong>ClinicalTrials.gov identifier: NCT00404352. Date registered: 28 November 2006.</p>","PeriodicalId":22980,"journal":{"name":"Therapeutic Advances in Neurological Disorders","volume":"17 ","pages":"17562864241239101"},"PeriodicalIF":5.9,"publicationDate":"2024-03-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10981258/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140336946","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
Sex differences in multiple sclerosis relapse presentation and outcome: a retrospective, monocentric study of 134 relapse events. 多发性硬化症复发表现和预后的性别差异:对 134 例复发事件的回顾性单中心研究。
IF 5.9 2区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2024-03-26 eCollection Date: 2024-01-01 DOI: 10.1177/17562864241237853
Pauline Thränhardt, Admirim Veselaj, Christoph Friedli, Franca Wagner, Stefanie Marti, Lara Diem, Helly Hammer, Piotr Radojewski, Roland Wiest, Andrew Chan, Robert Hoepner, Anke Salmen

Background: Reporting of sex-specific analyses in multiple sclerosis (MS) is sparse. Disability accrual results from relapses (relapse-associated worsening) and independent thereof (progression independent of relapses).

Objectives: A population of MS patients during relapse treated per standard of care was analyzed for sex differences and short-term relapse outcome (3-6 months) as measured by Expanded Disability Status Scale (EDSS) change.

Design: Single-center retrospective study.

Methods: We analyzed 134 MS relapses between March 2016 and August 2020. All events required relapse treatment (steroids and/or plasma exchange). Demographic, disease, and paraclinical characteristics [cerebrospinal fluid (CSF) and magnetic resonance imaging (MRI)] were displayed separated by sex. Multivariable linear regression was run to identify factors associated with short-term EDSS change.

Results: Mean age at relapse was 38.4 years (95% confidence interval: 36.3-40.4) with a proportion of 71.6% women in our cohort. Smoking was more than twice as prevalent in men (65.8%) than women (32.3%). In- and after-relapse EDSSs were higher in men [men: 3.3 (2.8-3.9), women: 2.7 (2.4-3.0); men: 3.0 (1.3-3.6); women: 1.8 (1.5-2.1)] despite similar relapse intervention. Paraclinical parameters revealed no sex differences. Our primary model identified female sex, younger age, and higher EDSS at relapse to be associated with EDSS improvement. A higher immunoglobulin G (IgG) quotient (CSF/serum) was associated with poorer short-term outcome [mean days between first relapse treatment and last EDSS assessment 130.2 (79.3-181.0)].

Conclusion: Sex and gender differences are important in outcome analyses of MS relapses. Effective treatment regimens need to respect putative markers for a worse outcome to modify long-term prognosis such as clinical and demographic variables, complemented by intrathecal IgG synthesis. Prospective trials should be designed to address these differences and confirm our results.

背景:有关多发性硬化症(MS)性别特异性分析的报告很少。复发(与复发相关的恶化)和独立复发(与复发无关的进展)都会导致残疾的增加:目标:分析按标准治疗方法治疗的复发期间多发性硬化症患者群体的性别差异和短期复发结果(3-6 个月),以扩展残疾状况量表(EDSS)的变化来衡量:设计:单中心回顾性研究:我们分析了 2016 年 3 月至 2020 年 8 月期间的 134 例 MS 复发。所有事件均需进行复发治疗(类固醇和/或血浆置换)。按性别分列显示了人口统计学特征、疾病特征和临床旁特征[脑脊液(CSF)和磁共振成像(MRI)]。进行多变量线性回归以确定与短期 EDSS 变化相关的因素:复发时的平均年龄为 38.4 岁(95% 置信区间:36.3-40.4),其中女性占 71.6%。男性吸烟率(65.8%)是女性(32.3%)的两倍多。尽管复发干预措施相似,但男性复发时和复发后的 EDSS 值更高[男性:3.3 (2.8-3.9),女性:2.7 (2.4-3.0);男性:3.0 (1.3-3.6);女性:1.8 (1.5-2.1)]。副临床参数显示没有性别差异。我们的主要模型发现,女性性别、较年轻的年龄和复发时较高的 EDSS 与 EDSS 改善相关。免疫球蛋白G(IgG)商(CSF/血清)越高,短期疗效越差[从首次复发治疗到最后一次EDSS评估的平均天数为130.2(79.3-181.0)]:结论:在多发性硬化症复发的结果分析中,性别差异非常重要。有效的治疗方案需要尊重不良预后的假定标志物,以改变长期预后,如临床和人口统计学变量,并辅以鞘内 IgG 合成。应设计前瞻性试验来解决这些差异并证实我们的结果。
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Therapeutic Advances in Neurological Disorders
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