Nurs Res. 2022;71(4):E28-E38. doi: 10.1097/NNR.0000000000000591. Epub 2022 Mar 4.
Midlife perimenopausal and postmenopausal women with metabolic syndrome experience multiple symptoms concurrently.
The study objectives were to examine the relationship among symptoms through network visualization and identify and compare symptom clusters and key symptoms across symptom occurrence and symptom severity dimensions in midlife perimenopausal and postmenopausal women with and without metabolic syndrome.
Cross-sectional data from the Study of Women's Health Across the Nation (Visit 5) were used for analysis. A machine-learning-based network analysis and the Walktrap algorithm were used to fulfill the study objectives.
The number and types of symptom clusters differed between the groups. Midlife perimenopausal and postmenopausal women with metabolic syndrome experienced the psychological/somatic/genital cluster (key symptom: frequent mood change), the sleep/urinary cluster (sleep disturbance), and the vasomotor cluster (cold sweat) in the symptom occurrence dimension and the psychological/somatic/sexual cluster (anxiety), the sleep/urinary cluster (sleep disturbance), and the vasomotor/genital cluster (night sweat) in the symptom severity dimension. In contrast, midlife perimenopausal and postmenopausal women without metabolic syndrome experienced the psychological cluster (anxiety), the sleep/somatic/genitourinary cluster (sleep disturbance), and the vasomotor cluster (night sweat) in the symptom occurrence dimension and the psychological/somatic cluster (anxiety), the sleep/urinary cluster (sleep disturbance), the vasomotor cluster (night sweat), and the sexual/genital cluster (vaginal dryness) in the symptom severity dimension.
The study findings may serve as a knowledge basis for effective assessment and management of symptom clusters and key symptoms in clinical settings and provide directions for future development of targeted symptom management interventions.
患有代谢综合征的中年绝经前期和绝经后妇女同时出现多种症状。
本研究旨在通过网络可视化来检验症状之间的关系,并在患有和不患有代谢综合征的中年绝经前期和绝经后妇女中,基于症状发生和严重程度维度,识别和比较症状群和关键症状。
本研究使用了“全国妇女健康研究”(第 5 次访问)的横断面数据。采用基于机器学习的网络分析和 Walktrap 算法来实现研究目的。
两组之间的症状群数量和类型不同。患有代谢综合征的中年绝经前期和绝经后妇女在症状发生维度上经历了心理/躯体/生殖器群(关键症状:频繁情绪变化)、睡眠/泌尿系统群(睡眠障碍)和血管舒缩群(冷汗),以及在症状严重维度上经历了心理/躯体/性功能群(焦虑)、睡眠/泌尿系统群(睡眠障碍)和血管舒缩/生殖器群(盗汗)。相比之下,不患有代谢综合征的中年绝经前期和绝经后妇女在症状发生维度上经历了心理群(焦虑)、睡眠/躯体/生殖泌尿系统群(睡眠障碍)和血管舒缩群(盗汗),以及在症状严重维度上经历了心理/躯体群(焦虑)、睡眠/泌尿系统群(睡眠障碍)、血管舒缩群(盗汗)和生殖/生殖器群(阴道干燥)。
研究结果可为临床环境中有效评估和管理症状群和关键症状提供知识基础,并为未来有针对性的症状管理干预措施的发展提供方向。