Profiling iNPH features through cluster analysis: an aid for clinical suspicion and diagnosis

IF 1.9 3区 医学 Q3 CLINICAL NEUROLOGY
Liliana Mazza, Giulia Giannini, Alessandro Pirina, David Milletti, Elena Magelli, Riccardo Ievoli, Fabiola Maioli, Sabina Cevoli, Sevil Yasar, Giorgio Palandri
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Abstract

Purpose

Idiopathic Normal Pressure Hydrocephalus (iNPH) is a neurological syndrome defined by gait disturbance, cognitive impairment and urinary incontinence. However, its clinical presentation can vary widely due to overlapping syndromes and common comorbidities in older adults. This study aims to provide practical guidance to aid in the clinical suspicion and support the diagnostic and therapeutic processes for these patients.

Methods

Six quantitative variables regarding clinical, functional, and demographic aspects were considered for a large sample of patients with diagnosed iNPH. Principal component analysis (PCA) was adopted to define the main dimensions explaining the variability of the phenomenon. Then, two clusters of iNPH patients were described.

Results

178 patients were included in the analysis. The PCA produced two dimensions covering 61.8% of the total variability. The first one relied mainly on both clinical (mRS, iNPHGs) and functional (TUG, Tinetti) variables, while the second one was represented mainly on the demographic pattern (age and education).

Cluster analysis depicted two main groups of patients. Cluster n.1 is composed of individuals who are older, more disabled, with poor functional performances, and highly symptomatic. Cluster n.2 patients are slightly younger, more educated, fitter, and with more nuanced clinical aspects.

Conclusions

Profiling iNPH patients using quantitative variables and cluster analysis can help identify distinct characteristics of these patients, aiding in the guidance of both medical and surgical interventions.

Abstract Image

通过聚类分析分析 iNPH 特征:有助于临床怀疑和诊断
目的特发性正常压力脑积水(iNPH)是一种以步态障碍、认知障碍和尿失禁为特征的神经系统综合征。然而,由于重叠的综合征和老年人常见的合并症,其临床表现可能千差万别。本研究旨在提供实用指南,以帮助临床怀疑并支持这些患者的诊断和治疗过程。方法对大量确诊的 iNPH 患者样本进行临床、功能和人口统计学方面的六个定量变量的研究。采用主成分分析法(PCA)确定了解释该现象变异性的主要维度。结果 178 名患者被纳入分析。PCA 得出的两个维度涵盖了总变异性的 61.8%。第一个维度主要依赖于临床变量(mRS、iNPHGs)和功能变量(TUG、Tinetti),而第二个维度主要体现在人口统计学模式(年龄和教育程度)上。群组 n.1 由年龄较大、残疾程度较高、功能表现较差和症状较重的患者组成。结论利用定量变量和聚类分析对 iNPH 患者进行分型,有助于识别这些患者的不同特征,为内科和外科干预提供指导。
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来源期刊
Acta Neurochirurgica
Acta Neurochirurgica 医学-临床神经学
CiteScore
4.40
自引率
4.20%
发文量
342
审稿时长
1 months
期刊介绍: The journal "Acta Neurochirurgica" publishes only original papers useful both to research and clinical work. Papers should deal with clinical neurosurgery - diagnosis and diagnostic techniques, operative surgery and results, postoperative treatment - or with research work in neuroscience if the underlying questions or the results are of neurosurgical interest. Reports on congresses are given in brief accounts. As official organ of the European Association of Neurosurgical Societies the journal publishes all announcements of the E.A.N.S. and reports on the activities of its member societies. Only contributions written in English will be accepted.
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