University of Nebraska Medical Center College of Nursing, Lincoln, NE 68588-0220, USA.
J Cardiovasc Nurs. 2010 Jul-Aug;25(4):292-300. doi: 10.1097/JCN.0b013e3181cfba00.
The purpose of this secondary analysis was to profile or cluster 226 patients, who had participated in a randomized controlled trial, on symptoms after coronary artery bypass surgery and to examine how these profiles could potentially be used by clinicians to identify groups at risk for impaired functioning during the first 6 months after surgery. Variables measured were symptom presence and burden and functioning. The model-based clustering method was used for cluster analysis of the symptom burden measure, and analyses of covariance were used to determine if there were differences on functioning (physical functioning and physical activity) by symptom burden group at 6 weeks and at 3 and 6 months after dismissal. The majority of the 226 subjects were married (86%), male (83%), and had a mean age of 71 (SD, 4.96) years. Eight symptoms were used in the model-based clustering method-shortness of breath, fatigue, depression, sleep disturbances, pain, swelling, anxiety, and appetite problems-and demonstrated that there were 3 patient clusters of symptom burden. Cluster 1 had low symptom burden on all 8 symptoms, cluster 3 had moderate symptom burden on all 8 symptoms, and cluster 2 had a combination of low (shortness of breath, fatigue, depression, pain, and anxiety) and moderate symptom burden (sleep problems, swelling, and appetite problems). Analyses of covariance revealed no significant cluster x time interactions for any of the variables. However, there were significant main effects (P < .01) for symptom burden groups for physical functioning (physical and vitality functioning) and physical activity (estimated energy expenditure and mean daily total activity counts). Significant main effects for time indicated physical functioning and physical activity measures, except bodily pain, improved over time (P < .05). Study results indicate that the use of profiling coronary artery bypass surgery patients on their symptoms prior to hospital discharge may assist health care providers to identify patients who could be at risk for having more difficulty with physical functioning and physical activity during the first 6 months after surgery.
本次二次分析旨在对 226 名参与随机对照试验的患者进行症状分析或聚类,以检查这些患者的症状特征能否帮助临床医生识别出在术后 6 个月内功能受损风险较高的患者。所测量的变量包括症状的存在和负担以及功能。采用基于模型的聚类方法对症状负担测量值进行聚类分析,并采用协方差分析确定在出院后 6 周、3 个月和 6 个月时,症状负担组在功能(身体功能和身体活动)方面是否存在差异。226 名受试者中,大多数为已婚(86%)、男性(83%),平均年龄为 71(SD,4.96)岁。8 种症状被纳入基于模型的聚类方法,包括呼吸急促、疲劳、抑郁、睡眠障碍、疼痛、肿胀、焦虑和食欲问题,这些症状表明患者的症状负担存在 3 种聚类。第 1 组在 8 种症状上的负担均较低,第 3 组在 8 种症状上的负担均较高,第 2 组在 4 种症状(呼吸急促、疲劳、抑郁和疼痛)上的负担较低,在 4 种症状(睡眠问题、肿胀和食欲问题)上的负担较高。协方差分析显示,任何变量的聚类 x 时间交互作用均无统计学意义。然而,在身体功能(身体和活力功能)和身体活动(估计能量消耗和平均每日总活动计数)方面,症状负担组存在显著的主效应(P<0.01)。时间的主要效应表明,除了身体疼痛之外,身体功能和身体活动测量值在时间上有所改善(P<0.05)。研究结果表明,在出院前对冠状动脉旁路移植手术患者进行症状分析或聚类,可能有助于医疗保健提供者识别出在术后 6 个月内身体功能和身体活动方面更有可能出现困难的患者。