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基线糖化血红蛋白对2型糖尿病成人数字健康指导结果的影响:真实世界回顾性队列研究

The Influence of Baseline Hemoglobin A1c on Digital Health Coaching Outcomes in Adults With Type 2 Diabetes: Real-World Retrospective Cohort Study.

作者信息

Martin Megan, Patterson Jonathan, Allison Matt, O'Connor Blakely B, Patel Dhiren

机构信息

Medical Affairs, Pack Health, LLC, Birmingham, AL, United States.

University of Alabama at Birmingham, Birmingham, AL, United States.

出版信息

JMIR Diabetes. 2021 Jun 16;6(2):e24981. doi: 10.2196/24981.

Abstract

BACKGROUND

Digital health coaching is an increasingly common diabetes self-management support strategy for individuals with type 2 diabetes and has been linked to positive mental and physical health outcomes. However, the relationship between baseline risk and outcomes is yet to be evaluated in a real-world setting.

OBJECTIVE

The purpose of this real-world study was to evaluate trends in digital health coaching outcomes by baseline hemoglobin A (HbA) to better understand which populations may experience the greatest clinical and psychosocial benefit.

METHODS

A retrospective cohort study design was used to evaluate program effect in a convenience sample of participants in a 12-week digital health coaching program administered by Pack Health. Participants were referred through their health care provider, payer, or employer. The program included patient-centered lifestyle counseling and psychosocial support delivered via telephone, text, and/or email. Self-reported HbA and weight were collected at baseline and completion. Physical and mental health were assessed using the Patient-Reported Outcomes Measurement Information System (PROMIS) Global Health Short Form and the Diabetes Distress Scale-2. Changes in HbA, weight, BMI, and physical and mental health were analyzed within three participant cohorts stratified by baseline HbA level.

RESULTS

Participants with complete HbA data sets (n=226) were included in the analysis. The sample population was 71.7% (162/226) female, with 61.5% (139/226) identifying as white and 34.1% (77/226) as black. Most participants (184/226, 81.4%) reported a baseline HbA ≥7%, and 20.3% (46/226) were classified as high risk (HbA >9%). Across HbA cohorts, the mean baseline BMI was 35.83 (SD 7.79), and the moderate-risk cohort (7% ≤ HbA ≤ 9%) reported the highest mean value (36.6, SD 7.79). At 12 weeks, patients reported a significant decrease in HbAlc, and high-risk participants reduced their levels by the greatest margin (2.28 points; P<.001). Across cohorts, BMI improved by 0.82 (P<.001), with the moderate-risk cohort showing the greatest reduction (-0.88; P<.001). Overall, participants reported significant improvements for PROMIS scores, with the greatest change occurring in the high-risk cohort for whom physical health improved 3.84 points (P<.001) and mental health improved 3.3 points (P<.001). However, the lowest-risk cohort showed the greatest improvements in diabetes distress (-0.76; P=.005).

CONCLUSIONS

Acknowledging the limitations in this real-world study design, the results reported here suggest that adults with type 2 diabetes with a high baseline HbA or high BMI may benefit the most from patient-centered digital health coaching programs when compared to their lower risk counterparts. While all participants improved in physical and mental health categories, participants with high HbA experienced the greatest HbA reduction and individuals with the highest baseline BMI lost the most weight. These results may be used to inform referrals for patients who are more likely to benefit from digital health coaching.

摘要

背景

数字健康指导是2型糖尿病患者日益常用的糖尿病自我管理支持策略,并且已与积极的身心健康结果相关联。然而,在现实环境中,基线风险与结果之间的关系尚未得到评估。

目的

这项现实世界研究的目的是通过基线糖化血红蛋白(HbA)评估数字健康指导结果的趋势,以更好地了解哪些人群可能获得最大的临床和心理社会效益。

方法

采用回顾性队列研究设计,对由Pack Health管理的一项为期12周的数字健康指导项目的便利样本参与者的项目效果进行评估。参与者通过其医疗服务提供者、付款人或雇主被推荐。该项目包括通过电话、短信和/或电子邮件提供的以患者为中心的生活方式咨询和心理社会支持。在基线和结束时收集自我报告的HbA和体重。使用患者报告结局测量信息系统(PROMIS)全球健康简表和糖尿病痛苦量表-2评估身心健康状况。在按基线HbA水平分层的三个参与者队列中分析HbA、体重、体重指数(BMI)以及身心健康的变化。

结果

分析纳入了具有完整HbA数据集的参与者(n = 226)。样本人群中71.7%(162/226)为女性,其中61.5%(139/226)为白人,34.1%(77/毛26)为黑人。大多数参与者(184/226,81.4%)报告基线HbA≥7%,20.3%(46/226)被归类为高风险(HbA>9%)。在各HbA队列中,平均基线BMI为35.83(标准差7.79),中度风险队列(7%≤HbA≤9%)报告的平均值最高(36.6,标准差7.79)。在12周时,患者报告糖化血红蛋白(HbAlc)显著降低,高风险参与者降低幅度最大(2.28个百分点;P<0.001)。在各队列中,BMI改善了0.82(P<0.001),中度风险队列降幅最大(-0.88;P<0.001)。总体而言,参与者报告PROMIS评分有显著改善,最大变化出现在高风险队列中,其身体健康改善了3.84分(P<0.001),心理健康改善了3.3分(P<0.001)。然而,最低风险队列在糖尿病痛苦方面改善最大(-0.76;P = 0.005)。

结论

认识到这项现实世界研究设计中的局限性,此处报告的结果表明,与低风险的2型糖尿病成年人相比,基线HbA高或BMI高的成年人可能从以患者为中心的数字健康指导项目中获益最多。虽然所有参与者的身心健康状况都有所改善,但HbA高的参与者HbA降低幅度最大,基线BMI最高的个体体重减轻最多。这些结果可用于为更有可能从数字健康指导中获益的患者提供转诊参考。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d0c3/8277412/c23793ccb210/diabetes_v6i2e24981_fig1.jpg

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