Hilary Bediako, Tang Li, Dazheng Zhang, Mary E Putt, Lisa Levine, Jinbo Chen, Jennifer Lewey
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We applied the k-means clustering method to identify clusters.</p><p><strong>Main outcome and measure: </strong>Linear mixed-effects models were used to estimate mean step count difference between arms from baseline across follow-up within each cluster.</p><p><strong>Results: </strong>We identified two distinct, non-overlapping clusters. Cluster 1 had higher baseline steps and greater psychosocial distress, without significant difference in change in step count in the intervention arm compared to the control arm. Cluster 2 had lower baseline steps and less psychosocial distress and walked 1,335 significantly more steps per day in the intervention arm compared to the control arm. Sustained engagement with the study intervention did not differ between clusters.</p><p><strong>Conclusions and relevance: </strong>Behavioral phenotypes may help identify postpartum individuals who may benefit from tailored interventions in future studies to improve lifestyle changes.</p>","PeriodicalId":13054,"journal":{"name":"Hypertension in Pregnancy","volume":"44 1","pages":"2556140"},"PeriodicalIF":2.1000,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Impact of behavioral phenotypes on response to a digital intervention to improve physical activity among postpartum individuals with hypertensive disorders of pregnancy.\",\"authors\":\"Hilary Bediako, Tang Li, Dazheng Zhang, Mary E Putt, Lisa Levine, Jinbo Chen, Jennifer Lewey\",\"doi\":\"10.1080/10641955.2025.2556140\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><strong>Importance: </strong>Hypertensive disorders of pregnancy (HDP) increase cardiovascular disease risk. 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引用次数: 0
摘要
重要性:妊娠期高血压疾病(HDP)增加心血管疾病的风险。产后干预可以激发生活方式的改变,但并非普遍有效。目的:我们的目的是确定行为表型如何与122名产后HDP患者对数字健康干预的反应相关,该干预旨在增加身体活动。设计和方法:我们对STEP UP Mom试验进行了二次分析,在12周的时间里,比较了带有团队游戏化的可穿戴步数追踪器和单独的可穿戴步数追踪器。基线行为特征通过有效的调查获得。我们采用k-means聚类方法来识别聚类。主要结局和测量:使用线性混合效应模型估计各组随访期间各组与基线之间的平均步数差异。结果:我们确定了两个不同的,不重叠的集群。第1组有更高的基线步数和更大的社会心理困扰,干预组的步数变化与对照组相比没有显著差异。第2组的基线步数较低,心理社会困扰较少,干预组每天行走的步数比对照组多1335步。对研究干预的持续参与在集群之间没有差异。结论和相关性:行为表型可能有助于识别产后个体,这些个体可能在未来的研究中受益于量身定制的干预措施,以改善生活方式的改变。
Impact of behavioral phenotypes on response to a digital intervention to improve physical activity among postpartum individuals with hypertensive disorders of pregnancy.
Importance: Hypertensive disorders of pregnancy (HDP) increase cardiovascular disease risk. Postpartum interventions can motivate lifestyle changes but are not universally effective.
Objective: Our objective was to determine how behavioral phenotypes are associated with response to a digital health intervention designed to increase physical activity among 122 postpartum individuals with HDP.
Design and methods: We conducted a secondary analysis of the STEP UP Mom trial, comparing a wearable step tracker with team-based gamification to a wearable step tracker alone over 12 weeks. Baseline behavioral characteristics were obtained using validated surveys. We applied the k-means clustering method to identify clusters.
Main outcome and measure: Linear mixed-effects models were used to estimate mean step count difference between arms from baseline across follow-up within each cluster.
Results: We identified two distinct, non-overlapping clusters. Cluster 1 had higher baseline steps and greater psychosocial distress, without significant difference in change in step count in the intervention arm compared to the control arm. Cluster 2 had lower baseline steps and less psychosocial distress and walked 1,335 significantly more steps per day in the intervention arm compared to the control arm. Sustained engagement with the study intervention did not differ between clusters.
Conclusions and relevance: Behavioral phenotypes may help identify postpartum individuals who may benefit from tailored interventions in future studies to improve lifestyle changes.
期刊介绍:
Hypertension in Pregnancy is a refereed journal in the English language which publishes data pertaining to human and animal hypertension during gestation. Contributions concerning physiology of circulatory control, pathophysiology, methodology, therapy or any other material relevant to the relationship between elevated blood pressure and pregnancy are acceptable. Published material includes original articles, clinical trials, solicited and unsolicited reviews, editorials, letters, and other material deemed pertinent by the editors.