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使用潜在剖面分析确定多发性硬化症的神经心理学表型。

Identifying neuropsychological phenotypes in multiple sclerosis using latent profile analysis.

作者信息

Spiezia Antonio Luca, Pontillo Giuseppe, Falco Fabrizia, Eliano Martina, Lamagna Federica, Esposito Antonio, Di Monaco Cristina, Nicolella Valerio, Novarella Federica, Moccia Marcello, Cocozza Sirio, Brunetti Arturo, Lanzillo Roberta, Petracca Maria, Brescia Morra Vincenzo, Carotenuto Antonio

机构信息

Multiple Sclerosis Unit, Federico II University Hospital of Naples, Naples, Italy.

Department of Advanced Biomedical Sciences, Federico II University Hospital of Naples, Naples, Italy.

出版信息

Eur J Neurol. 2025 May;32(5):e70009. doi: 10.1111/ene.70009.

DOI:10.1111/ene.70009
PMID:40312892
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC12046067/
Abstract

BACKGROUND

People with Multiple Sclerosis (MS) frequently experience cognitive impairment and neurobehavioral issues including depression and fatigue. We aim to define neuropsychological phenotypes in MS based on cognitive function, depression and fatigue.

METHODS

In this cross-sectional study, we collected clinical and neuropsychological data for 600 MS patients. Neuropsychological assessments included Brief International Cognitive Assessment for MS (BICAMS), Beck Depression Inventory (BDI-II) and Modified Fatigue Impact Scale (MFIS). We employed a latent profile analysis (LPA) to unveil latent neuropsychological profiles in MS patients, clustering individuals in unobserved groups, and we compared clinical and MRI features between groups.

RESULTS

LPA identified five neuropsychological phenotypes: Normal neuropsychological phenotype, with normal cognitive and neurobehavioral scores; Isolated cognitive impairment, showing mild reduction in BICAMS scores; Isolated neurobehavioral impairment, showing increased BDI-II and MFIS scores; Mild neuropsychological impairment, showing mildly reduced BICAMS scores, and mildly increased BDI-II and MFIS scores; Severe neuropsychological impairment, showing severely reduced BICAMS scores, and great increase in BDI-II and MFIS scores vs patients with normal neuropsychological phenotype. Relapsing-onset and paediatric-onset patients are more likely in the normal neuropsychological phenotype and isolated cognitive impairment class. Patients with severe neuropsychological impairment showed lower cortical grey matter, thalamic, amygdala, pallidum and putamen volume compared with those with isolated neurobehavioral impairment.

CONCLUSIONS

We identified five neuropsychological phenotypes in patients with MS that showed distinct clinical and radiologic features, as from different stages of the disease pathology accrual. Clinical and MRI features may help distinguishing patients requiring closer monitoring of cognitive or neurobehavioral symptoms.

DISCLOSURES

Antonio Luca Spiezia, Fabrizia Falco, Federica Lamagna, Martina Eliano, Valerio Nicolella, Antonio Esposito and Cristina Di Monaco have nothing to disclose. Marcello Moccia has received financial support by the MUR PNRR Extended Partnership (MNESYS no. PE00000006, and DHEAL-COM no. PNC-E3-2022-23,683,267); research grants from the ECTRIMS-MAGNIMS, the UK MS Society, and Merck; salary as Assistant Editor of Neurology; and honoraria from Abbvie, Biogen, BMS Celgene, Ipsen, Jansenn, Merck, Novartis, Roche, and Sanofi-Genzyme. Sirio Cocozza has served on scientific advisory board for Amicus Therapeutics, has received speaker honoraria from Sanofi and research grants from Fondazione Italiana Sclerosi Multipla and Telethon. Giuseppe Pontillo was supported by the MAGNIMS/ECTRIMS (2020), ESNR (2021), and ECTRIMS (2022) research fellowship programs. Roberta Lanzillo has received honoraria from Biogen, Merck, Novartis, Roche and Teva. VBM has received research grants from the Italian MS Society, and Roche, and honoraria from Bayer, Biogen, Merck, Mylan, Novartis, Roche, Sanofi- Genzyme and Teva. Vincenzo Brescia Morra has received research grants from Italian MS Federation and Roche; and honoraria from Almirall, Biogen, BMS Celgene, Janssen, Merck, Novartis, Roche, Sanofi-Genzyme, and Viatris. Maria Petracca discloses travel/meeting expenses from Novartis, Janssen, Roche and Merck; speaking honoraria from HEALTH&LIFE S.r.l., AIM Education S.r.l., Biogen, Novartis and FARECOMUNICAZIONE E20; honoraria for consulting services and advisory board participation from Biogen; research grants from Baroni Foundation and the Italian Ministry of University and Research. Antonio Carotenuto disclosed research grants from ECTRIMS-MAGNIMS and Almirall, travel/meeting expenses from Novartis, Janssen, Roche and Merck and speaking honoraria from Merk, BMS, Biogen, Novartis, Roche and Almirall.

摘要

背景

多发性硬化症(MS)患者经常出现认知障碍和神经行为问题,包括抑郁和疲劳。我们旨在根据认知功能、抑郁和疲劳来定义MS的神经心理学表型。

方法

在这项横断面研究中,我们收集了600例MS患者的临床和神经心理学数据。神经心理学评估包括简易国际MS认知评估(BICAMS)、贝克抑郁量表(BDI-II)和改良疲劳影响量表(MFIS)。我们采用潜在剖面分析(LPA)来揭示MS患者的潜在神经心理学剖面,将个体聚类到未观察到的组中,并比较组间的临床和MRI特征。

结果

LPA确定了五种神经心理学表型:正常神经心理学表型,认知和神经行为评分正常;孤立性认知障碍,BICAMS评分轻度降低;孤立性神经行为障碍,BDI-II和MFIS评分升高;轻度神经心理学障碍,BICAMS评分轻度降低,BDI-II和MFIS评分轻度升高;重度神经心理学障碍,与正常神经心理学表型的患者相比,BICAMS评分严重降低,BDI-II和MFIS评分大幅升高。复发型和儿童期发病的患者更可能属于正常神经心理学表型和孤立性认知障碍类别。与孤立性神经行为障碍患者相比,重度神经心理学障碍患者的皮质灰质、丘脑、杏仁核、苍白球和壳核体积较低。

结论

我们在MS患者中确定了五种神经心理学表型,这些表型显示出不同的临床和放射学特征,反映了疾病病理累积的不同阶段。临床和MRI特征可能有助于区分需要密切监测认知或神经行为症状的患者。

披露

安东尼奥·卢卡·斯皮齐亚、法布里齐亚·法尔科、费德里卡·拉马尼亚、玛蒂娜·埃利亚诺、瓦莱里奥·尼科莱拉、安东尼奥·埃斯波西托和克里斯蒂娜·迪·莫纳科无利益冲突披露。马尔切洛·莫西亚获得了意大利国家复苏与韧性计划(PNRR)扩展合作项目(MNESYS编号PE00000006和DHEAL-COM编号PNC-E3-2022-23,683,267)的资金支持;ECTRIMS-MAGNIMS、英国MS协会和默克公司的研究资助;担任《神经病学》助理编辑的薪水;以及来自艾伯维、百健、百时美施贵宝、益普生、杨森、默克、诺华、罗氏和赛诺菲-健赞的酬金。西里奥·科科扎曾在阿美库斯治疗公司的科学顾问委员会任职,获得赛诺菲的演讲酬金以及意大利多发性硬化症基金会和Telethon的研究资助。朱塞佩·庞蒂洛得到了MAGNIMS/ECTRIMS(2020年)、ESNR(2021年)和ECTRIMS(2022年)研究奖学金项目的支持。罗伯塔·兰齐洛获得了百健、默克、诺华、罗氏和梯瓦的酬金。VBM获得了意大利MS协会和罗氏的研究资助,以及拜耳、百健、默克、迈兰、诺华、罗氏、赛诺菲-健赞和梯瓦的酬金。文森佐·布雷西亚·莫拉获得了意大利MS联合会和罗氏的研究资助;以及来自艾尔米兰、百健、百时美施贵宝、杨森、默克、诺华、罗氏、赛诺菲-健赞和维特里斯的酬金。玛丽亚·佩特拉卡披露了来自诺华、杨森、罗氏和默克的差旅/会议费用;来自HEALTH&LIFE S.r.l.、AIM Education S.r.l.、百健、诺华和FARECOMUNICAZIONE E20的演讲酬金;来自百健的咨询服务和顾问委员会参与酬金;来自巴罗尼基金会和意大利大学与研究部的研究资助。安东尼奥·卡罗泰努托披露了来自ECTRIMS-MAGNIMS和艾尔米兰的研究资助、来自诺华、杨森、罗氏和默克的差旅/会议费用以及来自默克、百时美施贵宝、百健、诺华、罗氏和艾尔米兰的演讲酬金。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e4ab/12046067/8ec6e1c02400/ENE-32-e70009-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e4ab/12046067/ef2fc1392345/ENE-32-e70009-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e4ab/12046067/8ec6e1c02400/ENE-32-e70009-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e4ab/12046067/ef2fc1392345/ENE-32-e70009-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e4ab/12046067/8ec6e1c02400/ENE-32-e70009-g001.jpg

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