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Relapse risk factors in double seronegative neuromyelitis optica spectrum disorder: Insights from a multicenter study 双血清阴性视神经脊髓炎谱系障碍的复发危险因素:来自多中心研究的见解
IF 2.9 3区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2026-05-01 Epub Date: 2026-03-07 DOI: 10.1016/j.msard.2026.107123
Gerome Vallejos , Takahisa Mikami , Joao Vitor Mahler , Ahmetcan Sezen , Guilherme Diogo Silva , Marina Solti , Samira Apóstolos-Pereira , Dagoberto Callegaro , Marcelo Matiello , Ayşe Altıntaş , Michael Levy

Objective

To identify the risk factors associated with the relapse rate in patients with DSN-NMOSD.

Methods

This is a multicenter retrospective study of cases of DSN-NMOSD at the Mass General Brigham, the University of Sao Paulo, and Koc University. Patients were excluded if they had an alternative diagnosis. To examine the association of the different clinical and paraclinical factors on relapses, we calculated the incidence rate ratio (IRR) using a Poisson regression analysis.

Results

A total of 35 relapsing DSN-NMOSD patients were analyzed. In a univariate Poisson regression analysis, non-Caucasian patients showed a higher rate of relapse (IRR: 1.58, 95 % CI 1.06-2.32; p=0.022) and simultaneous ON and transverse myelitis (TM) at onset resulted in a lower IRR of 0.04 (95 %CI 0.010-0.13; p <0.001). After adjusting for confounding factors, sex, race, laterality of ON, and use of disease-modifying therapy, age at onset at >32 years old was associated with a higher rate of relapses (IRR 1.82, 95 % CI 1.16-2.82; p = 0.008), while initial clinical manifestations of TM only (IRR 0.41, 95 % CI 0.22-0.74; p=0.004) and simultaneous ON and TM (IRR 0.04, 95 % CI 0.01-0.15; p <0.001) were linked to low relapse rates when compared to ON only.

Conclusion

Older adult onset (>32 years old) is linked to a higher relapse rate and patients presenting with TM only and simultaneous ON and TM at onset were found to be associated with a lower relapse rate.
目的探讨与DSN-NMOSD复发率相关的危险因素。方法:这是一项多中心回顾性研究,在麻省总医院布里格姆、圣保罗大学和科克大学进行的DSN-NMOSD病例。如果患者有其他诊断则排除在外。为了检验不同临床和临床旁因素与复发的关系,我们使用泊松回归分析计算了发病率比(IRR)。结果共分析35例复发性DSN-NMOSD患者。在单变量泊松回归分析中,非高加索患者的复发率较高(IRR: 1.58, 95% CI 1.06-2.32; p=0.022),而发病时同时发生ON和横脊髓炎(TM)的IRR较低,为0.04 (95% CI 0.010-0.13; p <0.001)。在校正混杂因素、性别、种族、ON的侧侧性和疾病改善治疗的使用后,发病年龄为32岁与较高的复发率相关(IRR 1.82, 95% CI 1.16-2.82; p= 0.008),而单纯TM的初始临床表现(IRR 0.41, 95% CI 0.22-0.74; p=0.004)和同时ON和TM (IRR 0.04, 95% CI 0.01-0.15; p <0.001)与单纯ON相比复发率较低。结论年龄较大的成人发病(32岁)与较高的复发率有关,而仅出现TM且发病时同时出现ON和TM的患者复发率较低。
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引用次数: 0
Bridging the gap: A symptom network analysis of depression, anxiety, and fatigue in multiple sclerosis 弥合差距:多发性硬化症中抑郁、焦虑和疲劳的症状网络分析。
IF 2.9 3区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2026-05-01 Epub Date: 2026-03-02 DOI: 10.1016/j.msard.2026.107102
Charles J. Strathdee , Isabel Krug , Charles Malpas , Litza Kiropoulos

Background

Depressive, anxiety, and fatigue symptoms are highly prevalent in people with multiple sclerosis (pwMS) and have been found to co-occur. Together, these symptoms result in poorer outcomes for pwMS. However, the network topology of comorbid depression, anxiety, and fatigue in pwMS has been to be investigated.

Methods

We estimated depressive, anxiety, and fatigue symptom networks using data from the same people with multiple sclerosis at two time points: at baseline (N = 272) and at 6-months follow-up (N = 141). Expected influence (EI) centrality analyses were performed to estimate the relative influence of each symptom within the two networks. Bridge EI and community analyses were performed to identify potential bridge symptoms and densely connected symptom groups.

Results

‘Worthlessness’ and ‘anhedonia’ emerged with the highest EI at baseline and follow-up, respectively. In terms of bridging symptoms, ‘worthlessness’, ‘afraid something awful would happen’, and ‘fatigue severity’ emerged as potential bridging symptoms that clustered depressive, anxiety, and fatigue symptoms in pwMS. This changed to ‘restlessness’, ‘uncontrollable worry’, and ‘suicidal ideation’ at follow-up. Further analyses indicated that the two networks remained similar with respect to global strength (p = .97)

Conclusions

Our findings demonstrate that depressive, anxiety, and fatigue symptoms are highly interconnected in MS. Identifying bridging symptoms may allow for a renewed therapeutic focus and avenue for symptomatic improvement across board areas of psychopathology in MS.
背景:抑郁、焦虑和疲劳症状在多发性硬化症(pwMS)患者中非常普遍,并且被发现是共同发生的。这些症状共同导致pwMS的预后较差。然而,在pwMS共病的抑郁,焦虑和疲劳的网络拓扑结构已被调查。方法:我们使用来自同一多发性硬化症患者的两个时间点的数据来估计抑郁、焦虑和疲劳症状网络:基线(N = 272)和6个月随访(N = 141)。预期影响(EI)中心性分析用于估计两个网络中每个症状的相对影响。进行桥式EI和社区分析,以确定潜在的桥式症状和紧密联系的症状组。结果:“无价值”和“快感缺乏”分别在基线和随访时出现最高的EI。在桥接症状方面,“无价值”、“害怕可怕的事情会发生”和“疲劳严重程度”作为潜在的桥接症状出现,聚集了pwMS的抑郁、焦虑和疲劳症状。在随访中,这一症状转变为“不安”、“无法控制的担忧”和“自杀意念”。进一步的分析表明,这两个网络在整体强度方面保持相似(p = 0.97)。结论:我们的研究结果表明,在多发性硬化症中,抑郁、焦虑和疲劳症状是高度相互关联的。识别桥接症状可能会为多发性硬化症的精神病理领域提供新的治疗重点和症状改善途径。
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引用次数: 0
Genetic and environmental mediators of multiple sclerosis susceptibility but not early severity run in families 多发性硬化症易感性的遗传和环境介质,但不是早期严重程度在家庭中运行。
IF 2.9 3区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2026-05-01 Epub Date: 2026-02-28 DOI: 10.1016/j.msard.2026.107101
Cato E.A. Corsten , Ana M. Marques , Yifan van Hasselt , Jeroen van Rooij , Ide Smets , Marvin M. van Luijn , Rinze F. Neuteboom , Beatrijs Wokke , Joost Smolders

Background

Multiple sclerosis (MS) susceptibility and severity are mediated by different genetic and environmental risk factors. Familial aggregation in MS is partially explained by susceptibility determinants, yet impact on early disease course after clinically isolated syndrome (CIS) is uncertain. We investigated associations of reported familial MS with genetic and environmental risk factors, and with clinical presentation and disease course after CIS.

Methods

CIS participants were included in a prospective cohort within six months after symptom onset. Family history was assessed at baseline. We evaluated weighted genetic risk scores (wGRS) for MS susceptibility, 25-hydroxyvitamin D (25(OH)D) and body mass index (BMI), and determined HLA-DRB1*15:01 and MS severity SNP rs10191329 carriership. Anti-Epstein Barr virus Nuclear Antigen-1 (anti-EBNA1) IgG antibodies and 25(OH)D levels were measured. Disease course associations were estimated with Cox regression.

Results

Family members with MS were reported by 81/415 (19.5%) CIS participants. Familial MS was associated with higher MS susceptibility wGRS (7.54 (SD1.17) vs. 7.19 (SD1.22), p=0.04) and more frequent HLA-DRB1*15:01 carriership (first-degree 66.7%, other-degree 30.2%, no 38.4%, p=0.02). Anti-EBNA1 IgG and 25(OH)D levels did not differ, yet wGRS for lower 25(OH)D and higher adult BMI characterised MS participants with first-degree MS relatives. Baseline characteristics and disease severity measures were similar between participants with and without familial MS.

Conclusion

Our results confirm that familial MS is associated with enrichment of genetic risk for MS susceptibility, low 25(OH)D and high BMI, but not with early disease course after CIS. These data support that MS susceptibility and disease course are driven by different pathophysiological processes.
背景:多发性硬化症(MS)的易感性和严重程度是由不同的遗传和环境危险因素介导的。多发性硬化症的家族聚集性可以部分解释为易感性决定因素,但对临床孤立综合征(CIS)后早期病程的影响尚不确定。我们调查了已报道的家族性MS与遗传和环境危险因素的关系,以及与CIS后的临床表现和病程的关系。方法:CIS参与者在症状出现后6个月内纳入前瞻性队列。基线时评估家族史。我们评估了MS易感性、25-羟基维生素D (25(OH)D)和体重指数(BMI)的加权遗传风险评分(wGRS),并确定了HLA-DRB1*15:01和MS严重程度SNP rs10191329携带者。检测抗eb病毒核抗原1 (ebna1) IgG抗体和25(OH)D水平。用Cox回归估计病程相关性。结果:81/415 (19.5%)CIS参与者报告有MS家庭成员。家族性MS易感性wGRS较高(7.54 (SD1.17) vs. 7.19 (SD1.22), p=0.04), HLA-DRB1*15:01携带频率较高(一级66.7%,其他级30.2%,非一级38.4%,p=0.02)。抗ebna1 IgG和25(OH)D水平没有差异,但25(OH)D较低和成人BMI较高的wGRS特征是有一级MS亲属的MS参与者。结论:我们的研究结果证实,家族性MS与MS易感性遗传风险的增加、低25(OH)D和高BMI相关,但与CIS后的早期病程无关。这些数据支持MS易感性和病程是由不同的病理生理过程驱动的。
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引用次数: 0
Functional cycling ergometry with or without electrical stimulation in individuals with secondary progressive multiple sclerosis: A randomized controlled trial 继发性进展性多发性硬化症患者在有或没有电刺激的情况下的功能循环几何测量:一项随机对照试验
IF 2.9 3区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2026-05-01 Epub Date: 2026-02-24 DOI: 10.1016/j.msard.2026.107095
Alexandra C. Simpson , Jennifer Keller , Thomas Shoemaker , Julie Fiol , Michael Comisac , Daniel Becker , Sandra D. Cassard , Kathleen Zackowski , Scott D. Newsome

Background

People with secondary progressive multiple sclerosis (PwSPMS) experience symptoms impacting their ability to walk or exercise. Functional electrical stimulation (FES) cycling is a promising, safe therapeutic intervention for MS, but relatively little is known about its use in PwSPMS with moderate to severe disability.

Objective

To determine effects of active FES and passive cycling on walking speed and other disability measures in PwSPMS.

Methods

PwSPMS and Expanded Disability Status Scale (EDSS) 5.0–7.0 were randomized to a 12-week FES-assisted or passive (control) cycling intervention. The primary outcome was change in Timed 25-Foot Walk (T25FW [s]) pre-post intervention. Secondary outcomes assessed functional mobility (Timed Up and Go [TUG], 2-Minute Walk Test), strength, disability, cognition and quality of life.

Results

Fourteen participants completed the intervention (8 active FES; 6 passive). One active FES cyclist with an unrelated injury was excluded from analysis. Mean ±SD age was 54.1 ± 8.9 years and 85 % were female. Participants tolerated the intervention. No significant differences were observed between participants receiving FES compared to passive cycling in any measures. Within groups, FES cyclists trended towards but did not reach significant improvement in T25FW (10.2 to 8.4 s; p = 0.08), while passive cyclists significantly improved in TUG (12.4 to 11.6 s; p = 0.03).

Conclusion

Change in ambulatory function did not differ in participants receiving FES versus passive cycling. Within-group improvement occurred in isolated measures and no adverse events occurred, demonstrating feasibility and acceptability. Longer interventions may be necessary to demonstrate improvements beyond lack of decline, given greater baseline disability in this population.
继发性进行性多发性硬化症(PwSPMS)患者会出现影响其行走或运动能力的症状。功能性电刺激(FES)循环是一种有前景的、安全的多发性硬化症治疗干预措施,但对其在中度至重度残疾的PwSPMS中的应用知之甚少。目的探讨主动FES和被动骑行对PwSPMS患者步行速度及其他残疾指标的影响。方法spwspms和扩展残疾状态量表(EDSS) 5.0-7.0随机分为fes辅助或被动(对照)循环干预组。主要终点是干预前25英尺步行时间(T25FW [s])的改变。次要结果评估了功能活动能力(Timed Up and Go [TUG], 2分钟步行测试)、力量、残疾、认知和生活质量。结果14名参与者完成干预,其中主动FES 8名,被动FES 6名。一名不相关损伤的活跃FES自行车运动员被排除在分析之外。平均±SD年龄为54.1±8.9岁,85%为女性。参与者能够忍受这种干预。与被动骑车相比,接受FES的参与者在任何方面都没有显著差异。各组内,FES骑行者T25FW有改善趋势,但未达到显著改善(10.2 ~ 8.4 s, p = 0.08),而被动骑行者TUG有显著改善(12.4 ~ 11.6 s, p = 0.03)。结论接受FES和被动循环的参与者的运动功能变化无差异。孤立措施组内改善发生,无不良事件发生,证明可行性和可接受性。鉴于这一人群的基线残疾程度较高,可能需要更长时间的干预措施来证明没有下降之外的改善。
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引用次数: 0
Access and barriers to diagnosis of multiple sclerosis in Iran - A clinician survey 伊朗多发性硬化症诊断的途径和障碍-一项临床医生调查
IF 2.9 3区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2026-05-01 Epub Date: 2026-02-22 DOI: 10.1016/j.msard.2026.107089
Sanaz Khodadadi , Sahar Nikkhah Bahrami , Shima Jahani , Mohammad Ali Sahraian , Andrew J. Solomon

Background

Timely diagnosis of multiple sclerosis (MS) is critical for optimal outcomes, but delays are common, particularly in resource-limited settings. This study investigates the barriers to MS diagnosis in Iran from the perspectives of neurologists.

Methods

A cross-sectional study was conducted using a questionnaire adapted from the MS International Federation (MSIF) Atlas of MS, 3rd Edition, and the 2024 Topical Survey, administered via an online platform to Iranian neurologists. Data collection occurred from April 1, 2024, to June 30, 2024.

Results

The survey received responses from 103 neurologists (34.1 % response rate), of whom 64 were general neurologists (GN) and 39 were MS specialists (NMS). Eighty percent reported at least one 'major barrier' to early MS diagnosis. These barriers included a lack of public (43.7 %) and healthcare provider (37.9 %) awareness of MS symptoms and patient reluctance to undergo testing due to social stigma (77.3 %). Access to paraclinical testing, including visual evoked potentials (VEP), optical coherence tomography (OCT), MOG-IgG, and AQP4-IgG testing, was variable. Most respondents (98.05 %) reported adherence to national guidelines, yet 4 % of NMS and 16 % of GN reported that they did not use the McDonald criteria.

Conclusions

Barriers to timely MS diagnosis in Iran are multifactorial, involving public awareness, healthcare professional education, and access to adequate resources. Addressing these issues through targeted education and improved infrastructure is essential.
及时诊断多发性硬化症(MS)对于获得最佳结果至关重要,但延迟是常见的,特别是在资源有限的情况下。本研究从神经科医生的角度调查伊朗多发性硬化症诊断的障碍。方法采用MS国际联合会(MSIF)第3版MS地图集和2024年专题调查的问卷进行横断面研究,并通过在线平台向伊朗神经科医生进行管理。数据收集时间为2024年4月1日至2024年6月30日。结果共收到103名神经科医生的反馈,回复率34.1%,其中全科医生64名,多发性专科医生39名。80%的人报告说,早期诊断多发性硬化症至少有一个“主要障碍”。这些障碍包括公众(43.7%)和医疗保健提供者(37.9%)缺乏对MS症状的认识,以及患者因社会耻辱而不愿接受检测(77.3%)。获得临床旁检测,包括视觉诱发电位(VEP)、光学相干断层扫描(OCT)、MOG-IgG和AQP4-IgG检测,是可变的。大多数受访者(98.05%)报告遵守国家指南,但4%的NMS和16%的GN报告他们没有使用麦当劳标准。结论在伊朗,阻碍MS及时诊断的因素是多方面的,包括公众意识、卫生保健专业教育和获得足够的资源。通过有针对性的教育和改善基础设施来解决这些问题至关重要。
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引用次数: 0
Machine learning model predicts prognosis in SARS-CoV-2-infected autoimmune encephalitis patients 机器学习模型预测sars - cov -2感染自身免疫性脑炎患者的预后。
IF 2.9 3区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2026-05-01 Epub Date: 2026-02-06 DOI: 10.1016/j.msard.2026.107028
Xingjie Li , Xueying Kong , Aiqing Li , Xue Gong , Kundian Guo , Xu Liu , Yue Liu , Tianyu Zhang , Xiaolin Deng , Jinmei Li , Dong Zhou , Zhen Hong

Objective

To assess the neurological prognosis of patients with autoimmune encephalitis (AE) after severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) infection and construct risk prediction models for a worse prognosis.

Methods

This was a prospective, multicenter, observational cohort study. Patients with AE, with or without SARS-CoV-2, were followed up every 3 months. Multivariate logistic regression was used to identify factors influencing neurological prognosis. Prediction models were created using nine machine-learning strategies.

Results

SARS-CoV-2 infection was noted in 241 of 308 patients. Multivariate logistic regression showed inactivated immunizations plus recombinant or adenovirus vector vaccines protected against SARS-CoV-2 infection (odds ratio [OR] 0.05, 95% confidence interval [CI] 0.01–0.52, p = 0.01). Three months after infection, 12.4% of patients with stable AE had a worse neurological prognosis, 6.2% failed to recover their working conditions. Pre-infection modified Rankin Scale (mRS) = 1 (OR 4.06, 95% CI 1.11–14.91, p = 0.04) and mRS > 1 (OR 13.4, 95% CI 3.31–54.02, p < 0.01), immunotherapy during infection (OR 5.1, 95% CI 1.65–15.79, p = 0.01), and SARS-CoV-2-related drowsiness (OR 19.5, 95% CI 5.42–70.34, p < 0.01) and gastrointestinal symptoms (OR 4.4, 95% CI 1.58–11.96, p < 0.01) were identified as risk factors for worse prognosis. The ranger model(https://xingjieli1999.shinyapps.io/clinical_prediction_app/) using these four parameters showed a discrimination accuracy of 0.96 (95% CI 0.94–0.99).

Conclusions

Patients with AE could experience exacerbated neurological symptoms following SARS-CoV-2 infection. Machine-learning algorithms showed feasibility of predicting prognoses based on clinical information in patients with AE.
目的:评价自身免疫性脑炎(AE)患者感染严重急性呼吸综合征冠状病毒2 (SARS-CoV-2)后的神经系统预后,并建立预后不良的风险预测模型。方法:这是一项前瞻性、多中心、观察性队列研究。AE患者,不论有无SARS-CoV-2,每3个月随访一次。采用多因素logistic回归分析确定影响神经系统预后的因素。使用九种机器学习策略创建了预测模型。结果:308例患者中有241例出现SARS-CoV-2感染。多因素logistic回归显示,灭活免疫加重组或腺病毒载体疫苗可预防SARS-CoV-2感染(优势比[or] 0.05, 95%可信区间[CI] 0.01 ~ 0.52, p = 0.01)。感染3个月后,12.4%的稳定AE患者神经系统预后较差,6.2%的患者无法恢复工作状态。感染前改良Rankin量表(mRS) = 1 (OR 4.06, 95% CI 1.11-14.91, p = 0.04)和mRS bbb1 (OR 13.4, 95% CI 3.31-54.02, p < 0.01)、感染期间免疫治疗(OR 5.1, 95% CI 1.65-15.79, p = 0.01)、sars - cov -2相关嗜睡(OR 19.5, 95% CI 5.42-70.34, p < 0.01)和胃肠道症状(OR 4.4, 95% CI 1.58-11.96, p < 0.01)被确定为预后不良的危险因素。游侠模型(https://xingjieli1999.shinyapps)。io/clinical_prediction_app/)使用这四个参数的识别准确率为0.96 (95% CI 0.94-0.99)。结论:AE患者感染SARS-CoV-2后可出现神经系统症状加重。机器学习算法显示了基于AE患者临床信息预测预后的可行性。
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引用次数: 0
The impact of PLISSIT model-based counseling on the sexual life of women with multiple sclerosis: A systematic review and meta-analysis 基于PLISSIT模型的咨询对多发性硬化症女性性生活的影响:系统回顾和荟萃分析
IF 2.9 3区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2026-05-01 Epub Date: 2026-03-03 DOI: 10.1016/j.msard.2026.107110
İlknur Özkan , Seçil Taylan , Cansu Polat Dünya

Background

Women with Multiple Sclerosis (MS) face significant challenges in their sexual life, including physical limitations and emotional barriers. The PLISSIT model offers a structured framework for counselors to address these issues effectively. This study aimed to investigate the effects of counseling interventions based on the PLISSIT model on the sexual life of women with MS through randomized controlled trials.

Methods

This was a systematic review and meta-analysis study. Databases such as Google Scholar, OpenAIRE, Web of Science, Social Sciences Citation Index, Academic Search Ultimate, Complementary Index, Scopus, CINAHL Complete, MEDLINE, and PubMed were searched for English-language studies without year restrictions up to February 2024. The PRISMA guidelines were followed. Comprehensive Meta-Analysis 3 software was used for data analysis. Two researchers independently assessed the quality of the included studies using the Cochrane Collaboration tool.

Results

Three randomized controlled trials with a total of 232 participants were included in this study. Counseling based on the PLISSIT model was found to have a high and positive effect on the sexual life of women with MS (Hedges' g = 0.927, 95 % CI = -1.122 to 2.976, p = 0.375).

Conclusions

This meta-analysis suggests that sexual counseling based on the PLISSIT model may have a positive impact on the sexual life of women with MS, although statistically significant results were not obtained. Future research with larger sample sizes and more homogeneous study groups may provide clearer results.
患有多发性硬化症(MS)的女性在性生活中面临着巨大的挑战,包括身体限制和情感障碍。PLISSIT模型为辅导员有效地解决这些问题提供了一个结构化的框架。本研究旨在通过随机对照试验,探讨基于PLISSIT模型的咨询干预对MS女性性生活的影响。方法采用系统综述和荟萃分析研究。在谷歌Scholar、OpenAIRE、Web of Science、Social Sciences Citation Index、Academic Search Ultimate、Complementary Index、Scopus、CINAHL Complete、MEDLINE和PubMed等数据库中检索了截至2024年2月的无年份限制的英语研究。遵循了PRISMA准则。采用综合Meta-Analysis 3软件进行数据分析。两位研究者使用Cochrane协作工具独立评估纳入研究的质量。结果本研究共纳入3项随机对照试验,共232名受试者。基于PLISSIT模型的咨询对MS女性的性生活有很高的积极影响(Hedges’g = 0.927, 95% CI = -1.122 ~ 2.976, p = 0.375)。结论本荟萃分析表明,基于PLISSIT模型的性咨询可能对MS女性的性生活有积极影响,尽管没有统计学上显著的结果。未来有更大样本量和更均匀的研究小组的研究可能会提供更清晰的结果。
{"title":"The impact of PLISSIT model-based counseling on the sexual life of women with multiple sclerosis: A systematic review and meta-analysis","authors":"İlknur Özkan ,&nbsp;Seçil Taylan ,&nbsp;Cansu Polat Dünya","doi":"10.1016/j.msard.2026.107110","DOIUrl":"10.1016/j.msard.2026.107110","url":null,"abstract":"<div><h3>Background</h3><div>Women with Multiple Sclerosis (MS) face significant challenges in their sexual life, including physical limitations and emotional barriers. The PLISSIT model offers a structured framework for counselors to address these issues effectively. This study aimed to investigate the effects of counseling interventions based on the PLISSIT model on the sexual life of women with MS through randomized controlled trials.</div></div><div><h3>Methods</h3><div>This was a systematic review and meta-analysis study. Databases such as Google Scholar, OpenAIRE, Web of Science, Social Sciences Citation Index, Academic Search Ultimate, Complementary Index, Scopus, CINAHL Complete, MEDLINE, and PubMed were searched for English-language studies without year restrictions up to February 2024. The PRISMA guidelines were followed. Comprehensive Meta-Analysis 3 software was used for data analysis. Two researchers independently assessed the quality of the included studies using the Cochrane Collaboration tool.</div></div><div><h3>Results</h3><div>Three randomized controlled trials with a total of 232 participants were included in this study. Counseling based on the PLISSIT model was found to have a high and positive effect on the sexual life of women with MS (Hedges' <em>g</em> = 0.927, 95 % CI = -1.122 to 2.976, <em>p</em> = 0.375).</div></div><div><h3>Conclusions</h3><div>This meta-analysis suggests that sexual counseling based on the PLISSIT model may have a positive impact on the sexual life of women with MS, although statistically significant results were not obtained. Future research with larger sample sizes and more homogeneous study groups may provide clearer results.</div></div>","PeriodicalId":18958,"journal":{"name":"Multiple sclerosis and related disorders","volume":"109 ","pages":"Article 107110"},"PeriodicalIF":2.9,"publicationDate":"2026-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147387375","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Integrating Reproductive and Clinical Variables to Predict Postpartum Disability Outcomes in Multiple Sclerosis Using Machine Learning 利用机器学习整合生殖和临床变量预测多发性硬化症产后残疾结局
IF 2.9 3区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2026-05-01 Epub Date: 2026-03-02 DOI: 10.1016/j.msard.2026.107107
Murat Emec , Said Alizada , Yasemin Simsek , Ulvi Samadzade , Mehmet Hilal Ozcanhan , Serkan Ozakbas

Background

Pregnancy represents a unique immunological state in women with multiple sclerosis (MS), and postpartum disease reactivation is a major concern. While pregnancy outcomes have been extensively described, the long-term effects of reproductive and obstetric variables on disability progression remain poorly elucidated.

Objective

To predict postpartum EDSS-based disability change based on pregnancy-related clinical and demographic variables in women with MS, using validated machine learning models.

Methods

This retrospective real-world study included 662 women contributing 909 pregnancies. Engineered features included pre- and post-pregnancy Expanded Disability Status Scale (EDSS) scores, disease duration, maternal age, postpartum relapse, and obstetric variables. Regression and classification models (Random Forest, XGBoost, Elastic Net, Support Vector Classifier) were trained on an 80/20 train–test split with five-fold cross-validation. Model performance was assessed using R², mean absolute error (MAE), accuracy, and F1 score.

Results

Classification models achieved superior generalization performance (test accuracy 85–88%, F1 0.84–0.87) compared to regression models (test R² 0.31–0.39, MAE 0.41–0.48). Postpartum relapse was the strongest predictor of disability change, followed by disease duration and age at pregnancy. Predictive performance was highest among women with multiple pregnancies, suggesting that cumulative reproductive history carries prognostic value. Obstetric variables such as delivery type and breastfeeding contributed secondary but clinically relevant effects.

Conclusion

Machine learning models integrating pregnancy-related variables can provide clinically informative predictions regarding postpartum EDSS-based disability change in women with MS. Postpartum relapse remains the dominant driver of disability change, while reproductive and obstetric factors provide additional prognostic information. These findings highlight the postpartum period as a critical therapeutic window and support incorporating reproductive variables into individualized prognostic frameworks for women with MS.
妊娠是多发性硬化症(MS)女性的一种独特的免疫状态,产后疾病再激活是一个主要问题。虽然怀孕结果已被广泛描述,但生殖和产科变量对残疾进展的长期影响仍不清楚。目的利用经过验证的机器学习模型,基于妊娠相关临床和人口学变量,预测MS女性产后edss残疾变化。方法本研究包括662名妇女,共909例妊娠。工程特征包括孕前和孕后扩展残疾状态量表(EDSS)评分、疾病持续时间、产妇年龄、产后复发和产科变量。回归和分类模型(Random Forest, XGBoost, Elastic Net, Support Vector Classifier)在80/20训练测试分割上进行训练,并进行五次交叉验证。使用R²、平均绝对误差(MAE)、准确性和F1评分来评估模型的性能。结果分类模型的泛化性能优于回归模型(检验R²0.31 ~ 0.39,MAE 0.41 ~ 0.48)(检验准确率85 ~ 88%,F1 0.84 ~ 0.87)。产后复发是残疾改变的最强预测因子,其次是疾病持续时间和怀孕年龄。多胎妊娠妇女的预测表现最高,表明累积生育史具有预后价值。分娩类型和母乳喂养等产科变量是次要的,但与临床相关的影响。结论整合妊娠相关变量的机器学习模型可以为ms妇女产后基于edss的残疾变化提供临床信息预测,产后复发仍然是残疾变化的主要驱动因素,而生殖和产科因素提供了额外的预后信息。这些发现强调了产后是一个关键的治疗窗口,并支持将生殖变量纳入MS女性的个性化预后框架。
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引用次数: 0
Cross sectional analyses indicated that body fat distribution was not associated with performance-based and self-reported outcomes among ambulatory people with multiple sclerosis 横断面分析表明,在多发性硬化症患者中,体脂分布与基于表现和自我报告的结果无关。
IF 2.9 3区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2026-05-01 Epub Date: 2026-02-17 DOI: 10.1016/j.msard.2026.107084
Ariel Kidwell-Chandler, Brenda Jeng, Robert W. Motl

Background

Obesity is cited as a relevant factor in multiple sclerosis (MS). To date, there is inconsistent evidence regarding the relationship between total body fat and frequently studied outcomes in MS. Body fat distribution, or the location of adipose tissue and depots within the body, may represent a biologically meaningful correlate of MS-related outcomes.

Purpose

This exploratory study assessed whether dual-energy X-ray absorptiometry (DXA)-based body fat distribution metrics were associated with performance-based and self-reported outcomes of MS.

Methods

Fifty-seven ambulatory adults with MS underwent DXA to quantify visceral and subcutaneous adipose tissue; android- and gynoid- % fat mass; and android/gynoid ratio. Outcomes included performance-based (Timed Up and Go, Timed 25-Foot Walk, Six-Minute Walk) and self-reported assessments (Hospital Anxiety and Depression Scale anxiety and depression [HADS-D] sub-scales), Multiple Sclerosis Impact Scale physical [MSIS Physical] and psychological domains, Fatigue Severity Scale, and the short form of the McGill Pain Questionnaire). Spearman correlation assessed bivariate and partial (controlling for sex and age) associations.

Results

Correlations between body fat distribution metrics and performance-based and self-reported outcomes were generally small and not statistically significant. Gynoid % fat mass correlated with depressive symptoms (HADS-D: rs = –.28, p = .033) and physical health-related quality of life (MSIS Physical: rs = –.31, p = .018), but partial correlations were not statistically significant.

Conclusion

Our results did not support an association between body fat distribution and frequently studied MS-related outcomes. This aligns with research suggesting a limited role of adiposity and MS-related outcomes.
背景:肥胖被认为是多发性硬化症(MS)的相关因素。迄今为止,关于全身脂肪总量与多发性硬化症经常研究的结果之间的关系,尚无不一致的证据。体脂分布,或脂肪组织和储存在体内的位置,可能代表了多发性硬化症相关结果的生物学意义相关。目的:本探索性研究评估了基于双能x线吸收仪(DXA)的体脂分布指标是否与MS的表现和自我报告的结果相关。方法:57名门诊MS患者接受DXA量化内脏和皮下脂肪组织;Android -和gyoid - %脂肪量;还有机器人/陀螺仪比率。结果包括基于表现的(计时起床和行走,计时25英尺步行,6分钟步行)和自我报告评估(医院焦虑和抑郁量表焦虑和抑郁量表[HADS-D]子量表),多发性硬化症影响量表身体[MSIS物理]和心理领域,疲劳严重程度量表和McGill疼痛问卷的简短形式)。Spearman相关性评估双变量和部分(控制性别和年龄)关联。结果:体脂分布指标与基于表现和自我报告的结果之间的相关性通常很小,没有统计学意义。Gynoid % fat mass与抑郁症状(HADS-D: rs = - 0.28, p = 0.033)和身体健康相关生活质量(MSIS - physical: rs = - 0.31, p = 0.018)相关,但部分相关无统计学意义。结论:我们的研究结果不支持身体脂肪分布与经常研究的ms相关结果之间的关联。这与肥胖和多发性硬化症相关结果的有限作用的研究一致。
{"title":"Cross sectional analyses indicated that body fat distribution was not associated with performance-based and self-reported outcomes among ambulatory people with multiple sclerosis","authors":"Ariel Kidwell-Chandler,&nbsp;Brenda Jeng,&nbsp;Robert W. Motl","doi":"10.1016/j.msard.2026.107084","DOIUrl":"10.1016/j.msard.2026.107084","url":null,"abstract":"<div><h3>Background</h3><div>Obesity is cited as a relevant factor in multiple sclerosis (MS). To date, there is inconsistent evidence regarding the relationship between total body fat and frequently studied outcomes in MS. Body fat distribution, or the location of adipose tissue and depots within the body, may represent a biologically meaningful correlate of MS-related outcomes.</div></div><div><h3>Purpose</h3><div>This exploratory study assessed whether dual-energy X-ray absorptiometry (DXA)-based body fat distribution metrics were associated with performance-based and self-reported outcomes of MS.</div></div><div><h3>Methods</h3><div>Fifty-seven ambulatory adults with MS underwent DXA to quantify visceral and subcutaneous adipose tissue; android- and gynoid- % fat mass; and android/gynoid ratio. Outcomes included performance-based (Timed Up and Go, Timed 25-Foot Walk, Six-Minute Walk) and self-reported assessments (Hospital Anxiety and Depression Scale anxiety and depression [HADS-D] sub-scales), Multiple Sclerosis Impact Scale physical [MSIS Physical] and psychological domains, Fatigue Severity Scale, and the short form of the McGill Pain Questionnaire). Spearman correlation assessed bivariate and partial (controlling for sex and age) associations.</div></div><div><h3>Results</h3><div>Correlations between body fat distribution metrics and performance-based and self-reported outcomes were generally small and not statistically significant. Gynoid % fat mass correlated with depressive symptoms (HADS-D: <em>r<sub>s</sub></em> = –.28, <em>p</em> = .033) and physical health-related quality of life (MSIS Physical: <em>r<sub>s</sub></em> = –.31, <em>p</em> = .018), but partial correlations were not statistically significant.</div></div><div><h3>Conclusion</h3><div>Our results did not support an association between body fat distribution and frequently studied MS-related outcomes. This aligns with research suggesting a limited role of adiposity and MS-related outcomes.</div></div>","PeriodicalId":18958,"journal":{"name":"Multiple sclerosis and related disorders","volume":"109 ","pages":"Article 107084"},"PeriodicalIF":2.9,"publicationDate":"2026-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147308263","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Risk of postpartum infection after cesarean section in women with multiple sclerosis: A population-based cohort study 多发性硬化症妇女剖宫产术后产后感染的风险:一项基于人群的队列研究
IF 2.9 3区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2026-05-01 Epub Date: 2026-02-16 DOI: 10.1016/j.msard.2026.107076
Mette Louise Andersen , Line Riis Jølving , Maria Iachina , Egon Stenager , Torben Knudsen , Bente Mertz Nørgård

Objective

Cesarean section (CS) rates are increased in women with multiple sclerosis (MS). It is unknown whether CS in women with MS constitutes a risk of maternal postpartum infection compared to vaginal delivery.

Methods

We used the Danish national health registers to establish a cohort of all live births by women with MS in Denmark from 1995 to 2023. We estimated the risk of maternal postpartum infections according to the mode of delivery in women with MS using logistic regression models adjusted for confounders such as age, body mass index, and comorbidity.

Results

Overall, 872 women with MS gave birth to their child by CS, and 2542 women with MS had a vaginal birth. Within the postpartum period of 42 days, 21.0% with CS and 14.1% with vaginal birth had an infectious complication. The overall risk of infections among women with MS giving birth by CS, relative to those with vaginal delivery, was an adjusted odds ratio (aOR) of 1.54, 95% confidence interval (95% CI 1.18–2.01). The risk of mild to moderate infections (prescriptions of antibiotics) was aOR 1.60 (95% CI 1.24–2.08), and the risk of severe infections (hospital-diagnosed) was aOR 1.55 (95% CI 0.82–2.94).

Conclusion

Women with MS who give birth by CS have an increased risk of postpartum infection compared to women with MS who give birth vaginally. This is important to be aware of since infection can cause worsening of neurological symptoms or trigger a new relapse in patients with MS.
目的:多发性硬化症(MS)妇女剖宫产(CS)率增高。与阴道分娩相比,MS妇女的CS是否构成产妇产后感染的风险尚不清楚。方法:我们使用丹麦国家健康登记册建立了一个1995年至2023年丹麦MS妇女的所有活产队列。我们根据MS妇女的分娩方式,使用调整了混杂因素(如年龄、体重指数和合并症)的logistic回归模型来估计产妇产后感染的风险。结果:总体而言,872名MS女性通过CS分娩,2542名MS女性通过阴道分娩。产后42天,CS组有21.0%发生感染并发症,顺产组有14.1%发生感染并发症。经阴道分娩的MS妇女感染的总风险,相对于阴道分娩的妇女,调整后的优势比(aOR)为1.54,95%可信区间(95% CI 1.18-2.01)。轻度至中度感染(抗生素处方)的风险为aOR 1.60 (95% CI 1.24-2.08),严重感染(医院诊断)的风险为aOR 1.55 (95% CI 0.82-2.94)。结论:与顺产的MS妇女相比,CS分娩的MS妇女产后感染的风险增加。意识到这一点很重要,因为感染会导致神经症状恶化或引发多发性硬化症患者的新复发。
{"title":"Risk of postpartum infection after cesarean section in women with multiple sclerosis: A population-based cohort study","authors":"Mette Louise Andersen ,&nbsp;Line Riis Jølving ,&nbsp;Maria Iachina ,&nbsp;Egon Stenager ,&nbsp;Torben Knudsen ,&nbsp;Bente Mertz Nørgård","doi":"10.1016/j.msard.2026.107076","DOIUrl":"10.1016/j.msard.2026.107076","url":null,"abstract":"<div><h3>Objective</h3><div>Cesarean section (CS) rates are increased in women with multiple sclerosis (MS). It is unknown whether CS in women with MS constitutes a risk of maternal postpartum infection compared to vaginal delivery.</div></div><div><h3>Methods</h3><div>We used the Danish national health registers to establish a cohort of all live births by women with MS in Denmark from 1995 to 2023. We estimated the risk of maternal postpartum infections according to the mode of delivery in women with MS using logistic regression models adjusted for confounders such as age, body mass index, and comorbidity.</div></div><div><h3>Results</h3><div>Overall, 872 women with MS gave birth to their child by CS, and 2542 women with MS had a vaginal birth. Within the postpartum period of 42 days, 21.0% with CS and 14.1% with vaginal birth had an infectious complication. The overall risk of infections among women with MS giving birth by CS, relative to those with vaginal delivery, was an adjusted odds ratio (aOR) of 1.54, 95% confidence interval (95% CI 1.18–2.01). The risk of mild to moderate infections (prescriptions of antibiotics) was aOR 1.60 (95% CI 1.24–2.08), and the risk of severe infections (hospital-diagnosed) was aOR 1.55 (95% CI 0.82–2.94).</div></div><div><h3>Conclusion</h3><div>Women with MS who give birth by CS have an increased risk of postpartum infection compared to women with MS who give birth vaginally. This is important to be aware of since infection can cause worsening of neurological symptoms or trigger a new relapse in patients with MS.</div></div>","PeriodicalId":18958,"journal":{"name":"Multiple sclerosis and related disorders","volume":"109 ","pages":"Article 107076"},"PeriodicalIF":2.9,"publicationDate":"2026-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147321839","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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Multiple sclerosis and related disorders
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