Department of Management Engineering, Technical University of Denmark, Kongens Lyngby, Denmark/Sloan School of Management, Massachusetts Institute of Technology, Cambridge, MA, USA.
Department of Clinical Neuroscience, Karolinska Institutet, Stockholm, Sweden.
Mult Scler. 2018 May;24(6):786-794. doi: 10.1177/1352458517706252. Epub 2017 May 8.
Previous research characterizing factors influencing multiple sclerosis (MS) disease progression has typically been based on time to disease milestones (Kaplan-Meier, Cox hazard regression, etc.). A limitation of these methods is the handling of the often large groups of patients not reaching the milestone.
To characterize clinical factors influencing MS disease progression as annual transitions from each Expanded Disability Status Scale (EDSS).
The annual progression of 11,964 patients from the Swedish MS Registry was analysed with 10 multinomial logistic regressions, that is, one for transition from each full EDSS with explanatory variables age, sex, age at onset, time in current EDSS, highest prior EDSS, MS course and treatment.
All factors (except sex) investigated had statistically significant impacts on transitions from at least one EDSS. However, significance and size of the effect are dependent on the EDSS state of the patient. Greater age, longer time in a state, highest prior EDSS, having progressive MS and treatment had significant impacts, whereas age at onset had minor impact.
Our study confirms that established factors associated with MS disease worsening in time to disease milestones also have impacts on annual progression. This approach adds granularity to what EDSS these factors have an influence.
之前对影响多发性硬化症(MS)疾病进展的因素进行特征描述的研究,通常基于达到疾病里程碑的时间(如 Kaplan-Meier、Cox 风险回归等)。这些方法的一个局限性是如何处理通常大量未达到里程碑的患者群体。
描述影响 MS 疾病进展的临床因素,这些因素表现为每年从扩展残疾状况量表(EDSS)的每次转变。
对来自瑞典 MS 注册中心的 11964 名患者的年度进展情况进行了分析,共进行了 10 项多项逻辑回归分析,即针对每个完整 EDSS 从 EDSS 转变的一项分析,解释变量包括年龄、性别、发病年龄、当前 EDSS 时间、既往最高 EDSS、MS 病程和治疗。
所有调查因素(性别除外)对至少一种 EDSS 的转变均具有统计学显著影响。然而,效应的显著性和大小取决于患者的 EDSS 状态。年龄较大、在特定状态下的时间较长、既往最高 EDSS、患有进展性 MS 和接受治疗均具有显著影响,而发病年龄的影响较小。
本研究证实,与时间到疾病里程碑相关的与 MS 疾病恶化相关的既定因素也对年度进展有影响。这种方法增加了这些因素对 EDSS 影响的粒度。