Psychogios Ioannis, Hu Yihan, Seitz Christina, Joyce Emily E, Lovik Anikó, Ingre Caroline, Fang Fang
Institute of Environmental Medicine, Karolinska Institutet, Stockholm, Sweden.
Unit of Integrative Epidemiology, Institute of Environmental Medicine, Karolinska Institutet, Stockholm, Sweden.
J Neurol. 2024 Dec 12;272(1):7. doi: 10.1007/s00415-024-12774-7.
Commonly measured clinical chemistry markers might be indicative of survival and disease progression in amyotrophic lateral sclerosis (ALS).
In a cohort study of 270 ALS patients diagnosed from April 2014 to May 2021 in Stockholm, Sweden, we examined the link between 29 clinical chemistry markers at diagnosis and mortality risk at 6 months, 1 year, and 3 years after diagnosis. Summary variables from exploratory factor analysis (EFA) assessed the markers' collective impact on survival. We integrated ALS functional rating scale-revised (ALSFRS-R) scores with survival data using a joint latent class model to identify patterns of functional decline. Multinomial logistic regression determined how the EFA-derived factors predicted the decline trajectories post-diagnosis.
Higher levels of total cholesterol, low-density lipoprotein cholesterol (LDL-C), apolipoprotein B, and albumin at diagnosis were linked to lower mortality in ALS patients, while increased neurofilament light chain (NfL), leukocyte count, mean corpuscular volume (MCV), mean corpuscular hemoglobin (MCH), and carbon dioxide (CO) levels indicated higher mortality. The 'Red blood cell profile' factor, derived from EFA, emerged as a significant predictor of survival, independent of other prognostic indicators. The joint latent class model identified three distinct patient groups based on functional decline, with 'Red blood cell profile' suggesting a lower likelihood of being in the groups with slower progression.
Clinical chemistry markers, including NfL, lipids, albumin, leukocyte count, MCV, MCH, CO, and the 'Red blood cell profile,' were associated with ALS survival. As these markers represent broader bodily functions, integrating them in ALS patient care could improve disease management.
常见的临床化学标志物可能提示肌萎缩侧索硬化症(ALS)的生存率和疾病进展情况。
在一项队列研究中,我们对2014年4月至2021年5月在瑞典斯德哥尔摩诊断出的270例ALS患者进行了研究,考察了诊断时29种临床化学标志物与诊断后6个月、1年和3年的死亡风险之间的联系。探索性因子分析(EFA)得出的汇总变量评估了这些标志物对生存的综合影响。我们使用联合潜在类别模型将ALS功能评定量表修订版(ALSFRS-R)评分与生存数据相结合,以确定功能衰退模式。多项逻辑回归分析确定了EFA得出的因子如何预测诊断后的衰退轨迹。
诊断时总胆固醇、低密度脂蛋白胆固醇(LDL-C)、载脂蛋白B和白蛋白水平较高与ALS患者较低的死亡率相关,而神经丝轻链(NfL)、白细胞计数、平均红细胞体积(MCV)、平均红细胞血红蛋白含量(MCH)和二氧化碳(CO)水平升高则表明死亡率较高。EFA得出的“红细胞指标”因子成为生存的重要预测指标,独立于其他预后指标。联合潜在类别模型根据功能衰退确定了三个不同的患者组,“红细胞指标”表明处于进展较慢组的可能性较低。
临床化学标志物,包括NfL、血脂、白蛋白、白细胞计数、MCV、MCH、CO和“红细胞指标”,与ALS生存率相关。由于这些标志物代表更广泛的身体功能,将它们纳入ALS患者护理中可以改善疾病管理。