Department of Applied Mathematics and Statistics, Stony Brook University, Stony Brook, NY, USA.
Schizophr Res. 2011 May;128(1-3):143-9. doi: 10.1016/j.schres.2011.02.006. Epub 2011 Feb 26.
Paternal age related schizophrenia (PARS) has been proposed as a subgroup of schizophrenia with distinct etiology, pathophysiology and symptoms. This study uses a k-means clustering analysis approach to generate hypotheses about differences between PARS and other cases of schizophrenia.
We studied PARS (operationally defined as not having any family history of schizophrenia among first and second-degree relatives and fathers' age at birth ≥ 35 years) in a series of schizophrenia cases recruited from a research unit. Data were available on demographic variables, symptoms (Positive and Negative Syndrome Scale; PANSS), cognitive tests (Wechsler Adult Intelligence Scale-Revised; WAIS-R) and olfaction (University of Pennsylvania Smell Identification Test; UPSIT). We conducted a series of k-means clustering analyses to identify clusters of cases containing high concentrations of PARS.
Two analyses generated clusters with high concentrations of PARS cases. The first analysis (N=136; PARS=34) revealed a cluster containing 83% PARS cases, in which the patients showed a significant discrepancy between verbal and performance intelligence. The mean paternal and maternal ages were 41 and 33, respectively. The second analysis (N=123; PARS=30) revealed a cluster containing 71% PARS cases, of which 93% were females; the mean age of onset of psychosis, at 17.2, was significantly early.
These results strengthen the evidence that PARS cases differ from other patients with schizophrenia. Hypothesis-generating findings suggest that features of PARS may include a discrepancy between verbal and performance intelligence, and in females, an early age of onset. These findings provide a rationale for separating these phenotypes from others in future clinical, genetic and pathophysiologic studies of schizophrenia and in considering responses to treatment.
父龄相关精神分裂症(PARS)被认为是一种具有独特病因、病理生理和症状的精神分裂症亚组。本研究使用 K-均值聚类分析方法来产生关于 PARS 与其他精神分裂症病例之间差异的假设。
我们在一个研究单位招募的一系列精神分裂症病例中研究了 PARS(操作性定义为一级和二级亲属中没有任何精神分裂症家族史,且父亲的出生年龄≥35 岁)。数据包括人口统计学变量、症状(阳性和阴性综合征量表;PANSS)、认知测试(韦氏成人智力量表修订版;WAIS-R)和嗅觉(宾夕法尼亚大学嗅觉识别测试;UPSIT)。我们进行了一系列 K-均值聚类分析,以确定包含高浓度 PARS 病例的聚类。
两项分析生成了包含高浓度 PARS 病例的聚类。第一项分析(N=136;PARS=34)揭示了一个包含 83% PARS 病例的聚类,其中患者的言语和操作智力之间存在显著差异。父亲和母亲的平均年龄分别为 41 岁和 33 岁。第二项分析(N=123;PARS=30)揭示了一个包含 71% PARS 病例的聚类,其中 93%为女性;精神病发作的平均年龄为 17.2 岁,明显较早。
这些结果加强了 PARS 病例与其他精神分裂症患者不同的证据。假设生成的结果表明,PARS 的特征可能包括言语和操作智力之间的差异,以及女性中,发病年龄较早。这些发现为在未来的精神分裂症临床、遗传和病理生理学研究中以及在考虑治疗反应时,将这些表型与其他表型分开提供了依据。