Miller Rachel G, Anderson Stewart J, Costacou Tina, Sekikawa Akira, Orchard Trevor J
Department of Epidemiology, University of Pittsburgh, Pittsburgh, PA, USA.
Department of Biostatistics, University of Pittsburgh, Pittsburgh, PA, USA.
Diab Vasc Dis Res. 2016 Jul;13(4):250-9. doi: 10.1177/1479164116629353. Epub 2016 Apr 21.
The formal identification of subgroups with varying levels of risk is uncommon in observational studies of cardiovascular disease, although such insight might be useful for clinical management.
Tree-structured survival analysis was utilized to determine whether there are meaningful subgroups at varying levels of cardiovascular disease risk in the Pittsburgh Epidemiology of Diabetes Complications study, a prospective cohort study of childhood-onset (<17 years old) type 1 diabetes.
Of the 561 participants free of cardiovascular disease (coronary artery disease, stroke or lower extremity arterial disease) at baseline, 263 (46.9%) had an incident cardiovascular disease event over the 25-year follow-up. Tree-structured survival analysis revealed a range of risk groups, from 24% to 85%, which demonstrate that those with short diabetes duration and elevated non-high-density lipoprotein cholesterol have similar cardiovascular disease risk to those with long diabetes duration and that renal disease is a better discriminator of risk in men than in women.
Our findings suggest that subgroups with major cardiovascular disease risk differences exist in this type 1 diabetes cohort. Using tree-structured survival analysis may help to identify these groups and the interrelationships between their associated risk factors. This approach may improve our understanding of various clinical pathways to cardiovascular disease and help target intervention strategies.
在心血管疾病的观察性研究中,正式识别具有不同风险水平的亚组并不常见,尽管这样的见解可能对临床管理有用。
在匹兹堡糖尿病并发症流行病学研究中,采用树状结构生存分析来确定在不同心血管疾病风险水平下是否存在有意义的亚组,该研究是一项针对儿童期发病(<17岁)1型糖尿病的前瞻性队列研究。
在基线时无心血管疾病(冠状动脉疾病、中风或下肢动脉疾病)的561名参与者中,263名(46.9%)在25年随访期间发生了心血管疾病事件。树状结构生存分析揭示了一系列风险组,风险范围从24%到85%,这表明糖尿病病程短且非高密度脂蛋白胆固醇升高的人群与糖尿病病程长的人群具有相似的心血管疾病风险,并且肾脏疾病在男性中比在女性中更能区分风险。
我们的研究结果表明,在这个1型糖尿病队列中存在具有主要心血管疾病风险差异的亚组。使用树状结构生存分析可能有助于识别这些组以及它们相关风险因素之间的相互关系。这种方法可能会增进我们对心血管疾病各种临床途径的理解,并有助于确定干预策略的目标。