Langford Bryony, Besford Megan, Hall Aimée, Eddowes Lucy, Timmis Oliver, Gallagher James A, Ranganath Lakshminarayan
Costello Medical, Cambridge, UK.
AKU Society, Cambridge, UK.
JIMD Rep. 2018;41:53-62. doi: 10.1007/8904_2018_98. Epub 2018 Apr 14.
Alkaptonuria (AKU) is a rare disorder with no licensed treatment; nitisinone may reduce symptoms and progression. The All Alkaptonuria Severity Score Index (AKUSSI) measures disease severity in clinical, joint and spine domains, with 57 subcomponent feature scores. Our primary aim was to assess tools for validating scores such as the AKUSSI by detecting relationships between features both before and during nitisinone treatment.
AKUSSI measurements from nitisinone-treated patients visiting the National AKU Centre between 01-Jun-2012 and 31-May-2016 were analysed pre-treatment, at first treatment and annually to Year 3 post-treatment. Principal component analysis (PCA) and redundancy analysis assessed whether any AKUSSI features contributed little information to the overall score.
65 AKU patients were included: 17 with a pre-treatment AKUSSI measurement (10 later received nitisinone) and 48 with a first measurement at their first treatment visit. In PCA, the first four principal components (PC1-PC4) explained ≥50% of AKUSSI variance at all visits (54.1-87.3%). Some features regularly dominated their domain's PC1: ears, aortic sclerosis, and nasal/temporal eye scores (clinical), pain-related scores (joint) and cervical, lumbar and thoracic spine scores (spine). Only the right-hand/wrist score was consistently redundant. Right eye (nasal) and left ear scores were redundant pre-treatment, potentially correlating with other dominant clinical PC1 features.
PCA and redundancy analysis supported the AKUSSI as a robust AKU disease severity measure, although some AKUSSI features could be removed for simplicity. For small patient populations and rare diseases, PCA and redundancy analysis together can aid validation of disease severity metrics.
黑尿症(AKU)是一种罕见疾病,目前尚无获批的治疗方法;尼替西农可能会减轻症状并延缓疾病进展。全黑尿症严重程度评分指数(AKUSSI)用于衡量临床、关节和脊柱领域的疾病严重程度,共有57个亚成分特征评分。我们的主要目的是通过检测尼替西农治疗前和治疗期间各特征之间的关系,评估用于验证AKUSSI等评分的工具。
对2012年6月1日至2016年5月31日期间在国家AKU中心就诊的接受尼替西农治疗的患者的AKUSSI测量值进行分析,分析时间点包括治疗前、首次治疗时以及治疗后第3年每年一次的测量。主成分分析(PCA)和冗余分析评估了是否有任何AKUSSI特征对总分贡献的信息很少。
纳入了65例AKU患者:17例有治疗前AKUSSI测量值(其中10例后来接受了尼替西农治疗),48例在首次治疗就诊时进行了首次测量。在主成分分析中,前四个主成分(PC1 - PC4)在所有就诊时解释了≥50%的AKUSSI方差(54.1 - 87.3%)。一些特征在其所属领域的PC1中经常占主导地位:耳朵、主动脉硬化以及鼻/颞侧眼部评分(临床)、疼痛相关评分(关节)和颈椎、腰椎和胸椎评分(脊柱)。只有右手/腕部评分始终是冗余的。右眼(鼻侧)和左耳评分在治疗前是冗余的,可能与其他占主导地位的临床PC1特征相关。
主成分分析和冗余分析支持AKUSSI作为一种可靠的AKU疾病严重程度测量方法,不过为了简化,一些AKUSSI特征可以去除。对于小患者群体和罕见疾病,主成分分析和冗余分析共同有助于验证疾病严重程度指标。