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Machine Learning Model for Predicting Coronary Heart Disease Risk: Development and Validation Using Insights From a Japanese Population-Based Study. 预测冠心病风险的机器学习模型:基于日本人群研究的发展和验证
IF 2.2 Q2 Medicine Pub Date : 2025-05-12 DOI: 10.2196/68066
Thien Vu, Yoshihiro Kokubo, Mai Inoue, Masaki Yamamoto, Attayeb Mohsen, Agustin Martin-Morales, Research Dawadi, Takao Inoue, Jie Ting Tay, Mari Yoshizaki, Naoki Watanabe, Yuki Kuriya, Chisa Matsumoto, Ahmed Arafa, Yoko M Nakao, Yuka Kato, Masayuki Teramoto, Michihiro Araki
<p><strong>Background: </strong>Coronary heart disease (CHD) is a major cause of morbidity and mortality worldwide. Identifying key risk factors is essential for effective risk assessment and prevention. A data-driven approach using machine learning (ML) offers advanced techniques to analyze complex, nonlinear, and high-dimensional datasets, uncovering novel predictors of CHD that go beyond the limitations of traditional models, which rely on predefined variables.</p><p><strong>Objective: </strong>This study aims to evaluate the contribution of various risk factors to CHD, focusing on both established and novel markers using ML techniques.</p><p><strong>Methods: </strong>The study recruited 7672 participants aged 30-84 years from Suita City, Japan, between 1989 and 1999. Over an average of 15 years, participants were monitored for cardiovascular events. A total of 7260 participants and 28 variables were included in the analysis after excluding individuals with missing outcome data and eliminating unnecessary variables. Five ML models-logistic regression, random forest (RF), support vector machine, Extreme Gradient Boosting, and Light Gradient-Boosting Machine-were applied for predicting CHD incidence. Model performance was evaluated using accuracy, sensitivity, specificity, precision, area under the curve, F1-score, calibration curves, observed-to-expected ratios, and decision curve analysis. Additionally, Shapley Additive Explanations (SHAPs) were used to interpret the prediction models and understand the contribution of various risk factors to CHD.</p><p><strong>Results: </strong>Among 7260 participants, 305 (4.2%) were diagnosed with CHD. The RF model demonstrated the highest performance, with an accuracy of 0.73 (95% CI 0.64-0.80), sensitivity of 0.74 (95% CI 0.62-0.84), specificity of 0.72 (95% CI 0.61-0.83), and an area under the curve of 0.73 (95% CI 0.65-0.80). RF also showed excellent calibration, with predicted probabilities closely aligning with observed outcomes, and provided substantial net benefit across a range of risk thresholds, as demonstrated by decision curve analysis. SHAP analysis elucidated key predictors of CHD, including the intima-media thickness (IMT_cMax) of the common carotid artery, blood pressure, lipid profiles (non-high-density lipoprotein cholesterol, high-density lipoprotein cholesterol, and triglycerides), and estimated glomerular filtration rate. Novel risk factors identified as significant contributors to CHD risk included lower calcium levels, elevated white blood cell counts, and body fat percentage. Furthermore, a protective effect was observed in women, suggesting the potential necessity for gender-specific risk assessment strategies in future cardiovascular health evaluations.</p><p><strong>Conclusions: </strong>We developed a model to predict CHD using ML and applied SHAP methods for interpretation. This approach highlights the multifactor nature of CHD risk evaluation, aiming to support health care pro
背景:冠心病(CHD)是全世界发病率和死亡率的主要原因。识别关键风险因素对于有效的风险评估和预防至关重要。使用机器学习(ML)的数据驱动方法提供了分析复杂、非线性和高维数据集的先进技术,发现了新的冠心病预测因子,超越了依赖预定义变量的传统模型的局限性。目的:本研究旨在评估各种危险因素对冠心病的影响,重点关注利用ML技术建立的和新的标志物。方法:本研究于1989年至1999年间从日本水田市招募了7672名年龄在30-84岁之间的参与者。在平均15年的时间里,研究人员监测了参与者的心血管事件。在排除结果数据缺失个体和剔除不必要变量后,共纳入7260名参与者和28个变量。5种ML模型——逻辑回归、随机森林(RF)、支持向量机、极端梯度增强和光梯度增强机——被用于预测冠心病的发病率。通过准确性、敏感性、特异性、精密度、曲线下面积、f1评分、校准曲线、观察期望比和决策曲线分析来评估模型的性能。此外,使用Shapley加性解释(SHAPs)来解释预测模型,并了解各种危险因素对冠心病的贡献。结果:在7260名参与者中,305名(4.2%)被诊断为冠心病。RF模型表现出最高的性能,准确率为0.73 (95% CI 0.64-0.80),灵敏度为0.74 (95% CI 0.62-0.84),特异性为0.72 (95% CI 0.61-0.83),曲线下面积为0.73 (95% CI 0.65-0.80)。RF还显示出出色的校准,预测概率与观察结果密切一致,并在风险阈值范围内提供实质性的净收益,如决策曲线分析所示。SHAP分析阐明了冠心病的关键预测因子,包括颈总动脉内膜-中膜厚度(IMT_cMax)、血压、脂质谱(非高密度脂蛋白胆固醇、高密度脂蛋白胆固醇和甘油三酯)和肾小球滤过率。被确定为冠心病风险重要贡献者的新危险因素包括低钙水平、白细胞计数升高和体脂率。此外,在女性中观察到一种保护作用,这表明在未来的心血管健康评估中可能需要针对性别的风险评估策略。结论:我们建立了一个使用ML预测冠心病的模型,并应用SHAP方法进行解释。该方法强调了冠心病风险评估的多因素性质,旨在支持卫生保健专业人员识别危险因素并制定有效的预防策略。
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引用次数: 0
Correction: Results of a Digital Multimodal Motivational and Educational Program as Follow-Up Care for Former Cardiac Rehabilitation Patients: Randomized Controlled Trial. 更正:数字多模式激励和教育计划作为前心脏康复患者随访护理的结果:随机对照试验。
IF 2.2 Q2 Medicine Pub Date : 2025-05-12 DOI: 10.2196/73890
Maxi Pia Bretschneider, Wolfgang Mayer-Berger, Jens Weine, Lena Roth, Peter E H Schwarz, Franz Petermann
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引用次数: 0
Augmenting Engagement in Decentralized Clinical Trials for Atrial Fibrillation: Development and Implementation of a Programmatic Architecture. 扩大心房颤动分散临床试验的参与:程序化架构的发展和实施。
Q2 Medicine Pub Date : 2025-05-12 DOI: 10.2196/66436
Toluwa Daniel Omole, Andrew Mrkva, Danielle Ferry, Erin Shepherd, Jessica Caratelli, Noah Davis, Richmond Akatue, Timothy Bickmore, Michael K Paasche-Orlow, Jared W Magnani

Background: Atrial fibrillation (AF) is a chronic cardiovascular condition that requires long-term adherence to medications and self-monitoring. Clinical trials for AF have had limited diversity by sex, race and ethnicity, and rural residence, thereby compromising the integrity and generalizability of trial findings. Digital technology coupled with remote strategies has the potential to increase recruitment of individuals from underrepresented demographic and geographic populations, resulting in increased trial diversity, and improvement in the generalizability of interventions for complex diseases such as AF.

Objective: This study aimed to summarize the architecture of a research program using remote methods to enhance geographic and demographic diversity in mobile health trials to improve medication adherence.

Methods: We developed a programmatic architecture to conduct remote recruitment and assessments of individuals with AF in 2 complementary randomized clinical trials, funded by the National Institutes of Health, to test the effectiveness of a smartphone-based relational agent on adherence to oral anticoagulation. The study team engaged individuals with either rural or metropolitan residences receiving care for AF at health care settings who then provided consent, and underwent baseline assessments and randomization during a remotely conducted telephone visit. Participants were randomized to receive the relational agent intervention or control and subsequently received a study smartphone with installed apps by mail. Participants received a telephone-based training session on device and app usage accompanied by a booklet with pictures and instructions accessible for any level of health or digital literacy. The program included remote methods by mail and telephone to promote retention at 4-, 8-, and 12-month visits and incentivized return of the smartphone following study participation. The program demonstrated excellent participant engagement and retention throughout the duration of the clinical trials.

Results: The trials enrolled 513 participants, surpassing recruitment goals for the rural (n=270; target n=264) and metropolitan (n=243; target n=240) studies. A total of 62% (319/513) were women; 31% (75/243) of participants in the metropolitan study were African American, Asian, American Indian or Alaskan native or other races or ethnicities, in contrast to 5% (12/270) in the rural study. Among all participants, 56% (286/513) had less than an associate's degree and 44% (225/513) were characterized as having limited health literacy. Intervention recipients receiving the relational agent used the agent median of 95-98 (IQR, 56-109) days across both studies. Retention exceeded 89% (457/513) at 12 months with study phones used for median 3.3 (IQR, 1-5) participants.

Conclusions: We report here the development and implementation of a p

背景:心房颤动(AF)是一种慢性心血管疾病,需要长期坚持药物治疗和自我监测。房颤的临床试验在性别、种族、民族和农村居住方面的多样性有限,从而损害了试验结果的完整性和普遍性。数字技术与远程战略相结合,有可能增加从代表性不足的人口和地理人群中招募的个人,从而增加试验的多样性,并改善对af等复杂疾病的干预措施的普遍性。本研究旨在总结一项研究计划的架构,该研究计划使用远程方法来增强移动健康试验中的地理和人口多样性,以提高药物依从性。方法:我们开发了一个程序架构,在由美国国立卫生研究院资助的2项互补随机临床试验中对房颤患者进行远程招募和评估,以测试基于智能手机的相关药物对口服抗凝药物依从性的有效性。研究小组招募了在医疗机构接受房颤治疗的农村或城市居民,他们随后表示同意,并在远程电话访问期间进行基线评估和随机化。参与者随机接受关系代理干预或控制,随后通过邮件收到安装了应用程序的研究智能手机。参与者接受了关于设备和应用程序使用的电话培训课程,并获得了一本小册子,里面有适合任何健康水平或数字素养的图片和说明。该计划包括通过邮件和电话的远程方法,以促进第4个月、第8个月和第12个月的访问,并鼓励在参与研究后归还智能手机。在整个临床试验期间,该项目展示了出色的参与者参与度和保留率。结果:试验招募了513名参与者,超过了农村地区的招募目标(n=270;目标n=264)和大都市(n=243;目标n=240)项研究。共有62%(319/513)为女性;都市研究中31%(75/243)的参与者是非裔美国人、亚洲人、美洲印第安人或阿拉斯加原住民或其他种族或民族,而农村研究中只有5%(12/270)。在所有参与者中,56%(286/513)的人拥有副学士学位以下,44%(225/513)的人具有有限的健康素养。在两项研究中,接受相关制剂的干预接受者使用的制剂中位数为95-98 (IQR, 56-109)天。12个月后保留率超过89%(457/513),平均3.3名(IQR, 1-5)参与者使用研究电话。结论:我们在此报告了用于远程临床试验的程序化架构的开发和实施。我们的项目成功地提高了试验的多样性和组成,同时为房颤患者的药物依从性提供了创新的移动健康干预。我们的方法为心血管试验中不同参与者的招募和参与提供了一个模型。
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引用次数: 0
Prerequisites for Cost-Effective Home Blood Pressure Telemonitoring: Early Health Economic Analysis. 具有成本效益的家庭血压远程监测的先决条件:早期健康经济分析。
Q2 Medicine Pub Date : 2025-05-08 DOI: 10.2196/64386
Job van Steenkiste, Pim van Dorst, Daan Dohmen, Cornelis Boersma

Background: Home blood pressure telemonitoring (HBPT) has been proposed to enhance adherence and optimize health care delivery, yet its prerequisites for cost-effective implementation remain unclear.

Objective: This study aims to quantify the potential cost-effectiveness of HBPT and identify prerequisites for cost-effective implementation of HBPT in comparison to standard hypertension management, using an early health economic analysis from a societal perspective.

Methods: A decision-analytic Markov model with a lifetime horizon (30 years) and a willingness-to-pay threshold of €20,000 (€1=US $1.09) per quality-adjusted life year (QALY) was developed to assess the cost-effectiveness of HBPT compared to standard of care (SOC). The HBPT intervention was based on an existing HBPT program applied by the Maasstad Hospital, Rotterdam, the Netherlands. The model incorporated 12 health states: 7 blood pressure states, 1 cardiovascular (CV) event, 1 recurrent CV event, 1 postrecurrent CV event, 1 all-cause death, and 1 CV disease-related death. A hypothetical cohort of 1000 patients (average age 65.3 years) was modeled, and results were reported in costs, QALYs, and the incremental cost-effectiveness ratio (ICER). The model assumed 3 in-person outpatient department (OPD) consultations in the SOC group and 1.5 in the HBPT group. Extensive sensitivity analyses were performed to identify important variables for the cost-effective implementation of HBPT.

Results: Following the base-case analysis, HBPT was not cost-effective with an ICER of €20,386 per QALY. Sensitivity analyses indicated that reducing the number of in-person OPD consultations resulted in a more favorable ICER. Specifically, reducing the number of in-person OPD consultations to 1.48 annually resulted in an ICER below the willingness-to-pay threshold. Reducing the in-person OPD consultations to an average of 1.18 per year would make HBPT cost-saving. Scenario analyses revealed that extending the duration of HBPT's clinical effect to 2 or 3 years substantially improved the ICER. Additionally, targeting HBPT toward patients aged 64 years or below further improved the ICER.

Conclusions: HBPT could result in cost-effective or cost-saving outcomes with only minor reductions in in-person OPD consultations. These findings highlight the potential of HBPT to transform hypertension management by replacing traditional hypertension management with more efficient care using remote patient monitoring.

背景:家庭血压远程监测(HBPT)已被提出用于提高依从性和优化医疗服务,但其成本效益实施的先决条件尚不清楚。目的:本研究旨在量化HBPT的潜在成本效益,并通过从社会角度进行早期健康经济分析,与标准高血压管理相比,确定HBPT实施成本效益的先决条件。方法:采用生命周期(30年)和每个质量调整生命年(QALY)的支付意愿阈值为20,000欧元(1欧元= 1.09美元)的决策分析马尔可夫模型来评估HBPT与标准护理(SOC)相比的成本效益。HBPT干预是基于荷兰鹿特丹Maasstad医院现有的HBPT项目。该模型纳入了12种健康状态:7种血压状态、1种心血管事件、1种复发性心血管事件、1种复发后心血管事件、1种全因死亡和1种心血管疾病相关死亡。对1000名患者(平均年龄65.3岁)的假设队列进行建模,并将结果报告为成本、质量aly和增量成本-效果比(ICER)。该模型假设SOC组有3次面对面门诊(OPD)咨询,HBPT组有1.5次。进行了广泛的敏感性分析,以确定影响HBPT成本效益实施的重要变量。结果:根据基础病例分析,HBPT并不具有成本效益,每个QALY的ICER为20,386欧元。敏感性分析表明,减少上门OPD咨询的次数会导致更有利的ICER。具体地说,将门诊医生亲自咨询的次数减少到每年1.48次,导致ICER低于支付意愿阈值。将门诊亲自会诊次数减少到平均每年1.18次,将使卫生保健方案节省费用。情景分析显示,将HBPT的临床效果持续时间延长至2或3年可显著改善ICER。此外,针对64岁或以下患者的HBPT进一步改善了ICER。结论:HBPT可以产生具有成本效益或节省成本的结果,只有少量的门诊咨询减少。这些发现强调了HBPT通过使用远程患者监测更有效的护理取代传统的高血压管理来改变高血压管理的潜力。
{"title":"Prerequisites for Cost-Effective Home Blood Pressure Telemonitoring: Early Health Economic Analysis.","authors":"Job van Steenkiste, Pim van Dorst, Daan Dohmen, Cornelis Boersma","doi":"10.2196/64386","DOIUrl":"10.2196/64386","url":null,"abstract":"<p><strong>Background: </strong>Home blood pressure telemonitoring (HBPT) has been proposed to enhance adherence and optimize health care delivery, yet its prerequisites for cost-effective implementation remain unclear.</p><p><strong>Objective: </strong>This study aims to quantify the potential cost-effectiveness of HBPT and identify prerequisites for cost-effective implementation of HBPT in comparison to standard hypertension management, using an early health economic analysis from a societal perspective.</p><p><strong>Methods: </strong>A decision-analytic Markov model with a lifetime horizon (30 years) and a willingness-to-pay threshold of €20,000 (€1=US $1.09) per quality-adjusted life year (QALY) was developed to assess the cost-effectiveness of HBPT compared to standard of care (SOC). The HBPT intervention was based on an existing HBPT program applied by the Maasstad Hospital, Rotterdam, the Netherlands. The model incorporated 12 health states: 7 blood pressure states, 1 cardiovascular (CV) event, 1 recurrent CV event, 1 postrecurrent CV event, 1 all-cause death, and 1 CV disease-related death. A hypothetical cohort of 1000 patients (average age 65.3 years) was modeled, and results were reported in costs, QALYs, and the incremental cost-effectiveness ratio (ICER). The model assumed 3 in-person outpatient department (OPD) consultations in the SOC group and 1.5 in the HBPT group. Extensive sensitivity analyses were performed to identify important variables for the cost-effective implementation of HBPT.</p><p><strong>Results: </strong>Following the base-case analysis, HBPT was not cost-effective with an ICER of €20,386 per QALY. Sensitivity analyses indicated that reducing the number of in-person OPD consultations resulted in a more favorable ICER. Specifically, reducing the number of in-person OPD consultations to 1.48 annually resulted in an ICER below the willingness-to-pay threshold. Reducing the in-person OPD consultations to an average of 1.18 per year would make HBPT cost-saving. Scenario analyses revealed that extending the duration of HBPT's clinical effect to 2 or 3 years substantially improved the ICER. Additionally, targeting HBPT toward patients aged 64 years or below further improved the ICER.</p><p><strong>Conclusions: </strong>HBPT could result in cost-effective or cost-saving outcomes with only minor reductions in in-person OPD consultations. These findings highlight the potential of HBPT to transform hypertension management by replacing traditional hypertension management with more efficient care using remote patient monitoring.</p>","PeriodicalId":14706,"journal":{"name":"JMIR Cardio","volume":"9 ","pages":"e64386"},"PeriodicalIF":0.0,"publicationDate":"2025-05-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12080967/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144018233","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
The rs243865 Polymorphism in Matrix Metalloproteinase-2 and its Association With Target Organ Damage in Patients With Resistant Hypertension: Cross-Sectional Study. 顽固性高血压患者基质金属蛋白酶-2 rs243865多态性及其与靶器官损伤的相关性:横断面研究
Q2 Medicine Pub Date : 2025-05-01 DOI: 10.2196/71016
An Tuan Huynh, Hoang Anh Vu, Ho Quoc Chuong, Tien Hoang Anh, An Viet Tran

Background: Resistant hypertension (RH) presents significant clinical challenges, often precipitating a spectrum of cardiovascular complications. Particular attention recently has focused on the role of matrix metalloproteinase-2 (MMP-2) gene polymorphisms, implicated in hypertensive target organ damage (TOD). Despite growing interest, the specific contribution of MMP-2 polymorphisms to such damage in RH remains inadequately defined.

Objective: This study is the first to examine the rs243865 (-1306C>T) polymorphism in the MMP-2 gene in the Vietnamese population and patients with RH, underscoring its critical role as a genetic determinant of TOD.

Methods: A cross-sectional study with both descriptive and analytical components was conducted with 78 patients with RH at the Can Tho Central General Hospital and Can Tho University of Medicine and Pharmacy Hospital from July 2023 to February 2024.

Results: More than three-quarters of patients with RH had carotid-femoral pulse wave velocity (PWV) >10 m/s and microalbuminuria at a prevalence of 79% (62/78) and 76% (59/78), respectively, and more than half of patients with RH had left ventricular mass index, relative wall thickness, and carotid artery stenosis with a prevalence of 56% (45/78), 55% (43/78), and 53% (41/78), respectively. Of the 78 studied patients with RH, the presence of genotype CC was 77% (60/78), genotype CT accounted for 21% (16/78), and genotype TT for 3% (2/78). The presence of single nucleotide polymorphism rs243865 (-1306C>T) with allele T was 23% (18/78). The MMP-2 gene polymorphism 1306C/T (rs243865) was significantly associated with ejection fraction and carotid artery stenosis with odds ratios (ORs) 8.1 (95% CI 1.3-51.4; P=.03) and 4.5 (95% CI 1.1-20.1; P=.048), respectively. The allele T was found to be significantly associated with arterial stiffness including brachial-ankle PWV and carotid-femoral PWV with the correlation coefficient of OR 2.2 (95% CI 0.6-3.8) and OR 1.8 (95% CI 0.5-3.2), respectively.

Conclusions: The MMP-2 gene polymorphism rs243865 (-1306C>T) may have an association with measurable TOD in RH.

背景:顽固性高血压(RH)提出了重大的临床挑战,经常引发一系列心血管并发症。最近,人们特别关注基质金属蛋白酶-2 (MMP-2)基因多态性在高血压靶器官损伤(TOD)中的作用。尽管越来越多的人感兴趣,但MMP-2多态性对RH中这种损伤的具体贡献仍然没有充分的定义。目的:本研究首次在越南人群和RH患者中检测MMP-2基因rs243865 (-1306C>T)多态性,强调其作为TOD遗传决定因素的关键作用。方法:对2023年7月至2024年2月在芹苴中央总医院和芹苴药学院医院就诊的78例RH患者进行了描述性和分析性的横断面研究。结果:超过四分之三的RH患者存在颈股脉波速度(PWV) bbb10 m/s和微量白蛋白尿,患病率分别为79%(62/78)和76%(59/78);超过一半的RH患者存在左室质量指数、相对壁厚和颈动脉狭窄,患病率分别为56%(45/78)、55%(43/78)和53%(41/78)。78例RH患者中,CC基因型占77% (60/78),CT基因型占21% (16/78),TT基因型占3%(2/78)。等位基因T的单核苷酸多态性rs243865 (-1306C>T)的存在率为23%(18/78)。MMP-2基因多态性1306C/T (rs243865)与射血分数和颈动脉狭窄显著相关,比值比(or) 8.1 (95% CI 1.3-51.4;P=.03)和4.5 (95% CI 1.1-20.1;分别P = .048)。发现等位基因T与动脉僵硬度显著相关,包括肱-踝PWV和颈-股PWV,相关系数分别为OR 2.2 (95% CI 0.6-3.8)和OR 1.8 (95% CI 0.5-3.2)。结论:MMP-2基因多态性rs243865 (-1306C>T)可能与RH中可测量的TOD有关。
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引用次数: 0
Co-Occurring Diseases and Mortality in Patients With Chronic Heart Disease, Modeling Their Dynamically Expanding Disease Portfolios: Nationwide Register Study. 慢性心脏病患者的并发疾病和死亡率,动态扩展疾病组合建模:全国登记研究。
Q2 Medicine Pub Date : 2025-04-25 DOI: 10.2196/57749
Nikolaj Normann Holm, Anne Frølich, Helena Dominguez, Kim Peder Dalhoff, Helle Gybel Juul-Larsen, Ove Andersen, Anders Stockmarr
<p><strong>Background: </strong>Medical advances in managing patients with chronic heart disease (HD) permit the co-occurrence of other chronic diseases due to increased longevity, causing them to become multimorbid. Previous research on the effect of co-occurring diseases on mortality among patients with HD often considers disease counts or clusters at HD diagnosis, overlooking the dynamics of patients' disease portfolios over time, where new chronic diseases are diagnosed before death. Furthermore, these studies do not consider interactions among diseases and between diseases, biological and socioeconomic variables, which are essential for addressing health disparities among patients with HD. Therefore, a mapping of the effect of combinations of these co-occurring diseases on mortality among patients with HD considering such interactions in a dynamic setting is warranted.</p><p><strong>Objective: </strong>This study aimed to examine the effect of the co-occurring diseases of patients with HD on mortality, modeling their dynamically expanding chronic disease portfolios while identifying interactions between the co-occurring diseases, socioeconomic and biological variables.</p><p><strong>Methods: </strong>This study used data from the national Danish registries and algorithmic diagnoses of 15 chronic diseases to obtain a study population of all 766,596 adult patients with HD in Denmark from January 1, 1995, to December 31, 2015. The time from HD diagnosis until death was modeled using an extended Cox model involving chronic diseases and their interactions as time-varying covariates. We identified interactions between co-occurring diseases, socioeconomic and biological variables in a data-driven manner using a hierarchical forward-backward selection procedure and stability selection. We mapped the impact on mortality of (1) the most common disease portfolios, (2) the disease portfolios subject to the highest level of interaction, and (3) the most severe disease portfolios. Estimates from interaction-based models were compared to an additive model.</p><p><strong>Results: </strong>Cancer had the highest impact on mortality (hazard ratio=6.72 for male individuals and 7.59 for female individuals). Excluding cancer revealed schizophrenia and dementia as those with the highest mortality impact (top 5 hazard ratios in the 11.72-13.37 range for male individuals and 13.86-16.65 for female individuals for combinations of 4 diseases). The additive model underestimated the effects up to a factor of 1.4 compared to the interaction model. Stroke, osteoporosis, chronic obstructive pulmonary disease, dementia, and depression were identified as chronic diseases involved in the most complex interactions, which were of the fifth order.</p><p><strong>Conclusions: </strong>The findings of this study emphasize the importance of identifying and modeling disease interactions to gain a comprehensive understanding of mortality risk in patients with HD. This study illustrat
背景:慢性心脏病(HD)患者管理的医学进步使得其他慢性疾病由于寿命延长而共存,使其成为多病。先前关于并发疾病对HD患者死亡率影响的研究通常考虑HD诊断时的疾病计数或群集,而忽略了患者疾病组合随时间的动态变化,其中新的慢性疾病在死亡前被诊断出来。此外,这些研究没有考虑疾病之间以及疾病之间、生物学和社会经济变量之间的相互作用,而这些因素对于解决HD患者之间的健康差异至关重要。因此,考虑到这些共同发生的疾病在动态环境中的相互作用,有必要绘制这些疾病组合对HD患者死亡率的影响图。目的:本研究旨在研究HD患者共患疾病对死亡率的影响,对其动态扩展的慢性疾病组合进行建模,同时确定共患疾病、社会经济和生物学变量之间的相互作用。方法:本研究使用丹麦国家登记处的数据和15种慢性疾病的算法诊断数据,获得1995年1月1日至2015年12月31日丹麦所有766,596名成年HD患者的研究人群。从HD诊断到死亡的时间使用扩展Cox模型建模,其中包括慢性疾病及其相互作用作为时变协变量。我们以数据驱动的方式确定了共发疾病、社会经济和生物变量之间的相互作用,使用分层向前向后选择程序和稳定性选择。我们绘制了以下几种疾病对死亡率的影响图:(1)最常见的疾病组合,(2)相互作用程度最高的疾病组合,以及(3)最严重的疾病组合。将基于相互作用的模型的估计与附加模型进行比较。结果:癌症对死亡率的影响最大(男性个体风险比为6.72,女性个体风险比为7.59)。排除癌症后,精神分裂症和痴呆是对死亡率影响最大的疾病(4种疾病组合的前5名风险比为男性11.72-13.37,女性13.86-16.65)。与相互作用模型相比,加性模型低估了1.4倍的效应。中风、骨质疏松、慢性阻塞性肺病、痴呆和抑郁症被确定为参与最复杂相互作用的慢性疾病,这是第五级。结论:本研究的发现强调了识别和模拟疾病相互作用的重要性,以全面了解HD患者的死亡风险。本研究表明,复杂的相互作用在HD患者共发生的慢性疾病中广泛存在。如果不能考虑到这些相互作用,就可能导致对单个疾病的风险归因过于简单化,在多种疾病同时发生的情况下,可能导致对死亡风险的低估。
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引用次数: 0
Telehealth Support From Cardiologists to Primary Care Physicians in Heart Failure Treatment: Mixed Methods Feasibility Study of the Brazilian Heart Insufficiency With Telemedicine Trial. 从心脏病专家到初级保健医生在心力衰竭治疗中的远程医疗支持:巴西心脏功能不全远程医疗试验的混合方法可行性研究。
Q2 Medicine Pub Date : 2025-04-17 DOI: 10.2196/64438
Leonardo Graever, Priscila Cordeiro Mafra, Vinicius Klein Figueira, Vanessa Navega Miler, Júlia Dos Santos Lima Sobreiro, Gabriel Pesce de Castro da Silva, Aurora Felice Castro Issa, Leonardo Cançado Monteiro Savassi, Mariana Borges Dias, Marcelo Machado Melo, Viviane Belidio Pinheiro da Fonseca, Isabel Cristina Pacheco da Nóbrega, Maria Kátia Gomes, Laís Pimenta Ribeiro Dos Santos, José Roberto Lapa E Silva, Anne Froelich, Helena Dominguez
<p><strong>Background: </strong>Heart failure is a prevalent condition ideally managed through collaboration between health care sectors. Telehealth between cardiologists and primary care physicians is a strategy to improve the quality of care for patients with heart failure. Still, the effectiveness of this approach on patient-relevant outcomes needs to be determined.</p><p><strong>Objective: </strong>This study aimed to assess the feasibility of telehealth support provided by cardiologists for treating patients with heart failure to primary care physicians from public primary care practices in Rio de Janeiro, Brazil.</p><p><strong>Methods: </strong>We used mixed methods to assess the feasibility of telehealth support. From 2020 to 2022, we tested 2 telehealth approaches: synchronous videoconferences (phase A) and interaction through an asynchronous web platform (phase B). The primary outcome was feasibility. Exploratory outcomes were telehealth acceptability of patients, primary care physicians, and cardiologists; the patients' clinical status; and prescription practices. Qualitative methods comprised content analysis of 3 focus groups and 15 individual interviews with patients, primary care physicians, and cardiologists. Quantitative methods included the baseline assessment of 83 patients; a single-arm, before-and-after assessment of clinical status in 58 patients; and an assessment of guideline-directed medical therapy in 28 patients with reduced ejection fraction measured within 1 year of follow-up. We integrated qualitative and quantitative data using a joint display table and used the A Process for Decision-Making After Pilot and Feasibility Trials framework for feasibility assessment.</p><p><strong>Results: </strong>Telehealth support from cardiologists to primary care physicians was generally well accepted. As barriers, patients expressed concern about reduced direct access to cardiologists, primary care physicians reported work overload and a lack of relative advantage, and cardiologists expressed concern about the sustainability of the intervention. Quantitative analysis revealed an overall poor baseline clinical status of patients with heart failure, with 53% (44/83) decompensated, as expected. Compliance with guideline-directed medical therapy for the treatment of heart failure with reduced ejection fraction after telehealth showed a modest improvement for β-blockers (17/20, 85% to 18/19, 95%) and renin-angiotensin-aldosterone system inhibitors (14/20, 70% to 15/19, 79%) but a drop in the prescription of spironolactone (16/20, 80% to 15/20, 75%). Neprilysin and sodium-glucose cotransporter 2 inhibitors were introduced in 4 and 1 patient, respectively. Missing record data precluded a more precise analysis. The feasibility assessment was positive, favoring the asynchronous modality. Potential modifications include more effective patient and professional recruitment strategies and educational activities to raise awareness of collaborati
背景:心力衰竭是一种普遍的疾病,理想的管理方式是通过医疗部门之间的合作。心脏病专家和初级保健医生之间的远程医疗是提高心力衰竭患者护理质量的一种策略。尽管如此,这种方法对患者相关结果的有效性仍有待确定。目的:本研究旨在评估在巴西巴西里约热内卢,心脏病专家为来自公共初级保健实践的初级保健医生治疗心力衰竭患者提供远程医疗支持的可行性。方法:采用混合方法评估远程医疗支持的可行性。从2020年到2022年,我们测试了两种远程医疗方法:同步视频会议(阶段A)和通过异步web平台进行交互(阶段B)。主要结果是可行性。探索性结果为患者、初级保健医生和心脏病专家对远程医疗的接受程度;患者临床状况;以及处方实践。定性方法包括3个焦点小组的内容分析和对患者、初级保健医生和心脏病专家的15个个人访谈。定量方法包括83例患者的基线评估;对58例患者进行单臂、前后临床状态评估;并对28例射血分数降低的患者在1年随访期间进行了指南指导的药物治疗评估。我们使用联合显示表整合了定性和定量数据,并使用了试点后决策过程和可行性试验框架进行可行性评估。结果:心脏病专家对初级保健医生的远程医疗支持普遍被接受。作为障碍,患者表达了对减少直接接触心脏病专家的担忧,初级保健医生报告工作过载和缺乏相对优势,心脏病专家表达了对干预的可持续性的担忧。定量分析显示心力衰竭患者的总体基线临床状况较差,如预期的那样,有53%(44/83)患者失代偿。远程医疗后治疗射血分数降低的心力衰竭患者的药物治疗依从性显示,β受体阻滞剂(17/ 20,85%至18/ 19,95%)和肾素-血管紧张素-醛固酮系统抑制剂(14/ 20,70%至15/ 19,79%)的治疗有适度改善,但吡安内酯的处方有所下降(16/ 20,80%至15/ 20,75%)。4例患者应用奈普利素,1例患者应用钠-葡萄糖共转运蛋白2抑制剂。缺少记录数据妨碍了更精确的分析。可行性评价是肯定的,支持异步模式。潜在的修改包括更有效的患者和专业人员招募策略和教育活动,以提高对初级保健协作支持的认识。结论:远程医疗是可行的。考虑涉众对过程的看法和见解对于获得参与至关重要。在这种情况下,未来的研究必须预料到缺失的数据。考虑到推荐的适应性,干预措施可以在集群随机试验中进行研究。
{"title":"Telehealth Support From Cardiologists to Primary Care Physicians in Heart Failure Treatment: Mixed Methods Feasibility Study of the Brazilian Heart Insufficiency With Telemedicine Trial.","authors":"Leonardo Graever, Priscila Cordeiro Mafra, Vinicius Klein Figueira, Vanessa Navega Miler, Júlia Dos Santos Lima Sobreiro, Gabriel Pesce de Castro da Silva, Aurora Felice Castro Issa, Leonardo Cançado Monteiro Savassi, Mariana Borges Dias, Marcelo Machado Melo, Viviane Belidio Pinheiro da Fonseca, Isabel Cristina Pacheco da Nóbrega, Maria Kátia Gomes, Laís Pimenta Ribeiro Dos Santos, José Roberto Lapa E Silva, Anne Froelich, Helena Dominguez","doi":"10.2196/64438","DOIUrl":"https://doi.org/10.2196/64438","url":null,"abstract":"&lt;p&gt;&lt;strong&gt;Background: &lt;/strong&gt;Heart failure is a prevalent condition ideally managed through collaboration between health care sectors. Telehealth between cardiologists and primary care physicians is a strategy to improve the quality of care for patients with heart failure. Still, the effectiveness of this approach on patient-relevant outcomes needs to be determined.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Objective: &lt;/strong&gt;This study aimed to assess the feasibility of telehealth support provided by cardiologists for treating patients with heart failure to primary care physicians from public primary care practices in Rio de Janeiro, Brazil.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Methods: &lt;/strong&gt;We used mixed methods to assess the feasibility of telehealth support. From 2020 to 2022, we tested 2 telehealth approaches: synchronous videoconferences (phase A) and interaction through an asynchronous web platform (phase B). The primary outcome was feasibility. Exploratory outcomes were telehealth acceptability of patients, primary care physicians, and cardiologists; the patients' clinical status; and prescription practices. Qualitative methods comprised content analysis of 3 focus groups and 15 individual interviews with patients, primary care physicians, and cardiologists. Quantitative methods included the baseline assessment of 83 patients; a single-arm, before-and-after assessment of clinical status in 58 patients; and an assessment of guideline-directed medical therapy in 28 patients with reduced ejection fraction measured within 1 year of follow-up. We integrated qualitative and quantitative data using a joint display table and used the A Process for Decision-Making After Pilot and Feasibility Trials framework for feasibility assessment.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Results: &lt;/strong&gt;Telehealth support from cardiologists to primary care physicians was generally well accepted. As barriers, patients expressed concern about reduced direct access to cardiologists, primary care physicians reported work overload and a lack of relative advantage, and cardiologists expressed concern about the sustainability of the intervention. Quantitative analysis revealed an overall poor baseline clinical status of patients with heart failure, with 53% (44/83) decompensated, as expected. Compliance with guideline-directed medical therapy for the treatment of heart failure with reduced ejection fraction after telehealth showed a modest improvement for β-blockers (17/20, 85% to 18/19, 95%) and renin-angiotensin-aldosterone system inhibitors (14/20, 70% to 15/19, 79%) but a drop in the prescription of spironolactone (16/20, 80% to 15/20, 75%). Neprilysin and sodium-glucose cotransporter 2 inhibitors were introduced in 4 and 1 patient, respectively. Missing record data precluded a more precise analysis. The feasibility assessment was positive, favoring the asynchronous modality. Potential modifications include more effective patient and professional recruitment strategies and educational activities to raise awareness of collaborati","PeriodicalId":14706,"journal":{"name":"JMIR Cardio","volume":"9 ","pages":"e64438"},"PeriodicalIF":0.0,"publicationDate":"2025-04-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12046267/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144024968","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A Web-Based Tool to Perform a Values Clarification for Stroke Prevention in Patients With Atrial Fibrillation: Design and Preliminary Testing Study. 一种基于网络的工具对房颤患者卒中预防进行价值澄清:设计和初步试验研究。
Q2 Medicine Pub Date : 2025-04-11 DOI: 10.2196/67956
Michael P Dorsch, Allen J Flynn, Kaitlyn M Greer, Sabah Ganai, Geoffrey D Barnes, Brian Zikmund-Fisher
<p><strong>Background: </strong>Atrial fibrillation (AF) is associated with an increased risk of stroke. Oral anticoagulation (OAC) is used for stroke prevention in AF, but it also increases bleeding risk. Clinical guidelines do not definitively recommend for or against OAC for patients with borderline stroke risk. Decision-making may benefit from values clarification exercises to communicate risk trade-offs.</p><p><strong>Objective: </strong>This study aimed to evaluate if a visual with a values clarification alters the understanding of the trade-offs of anticoagulation in AF.</p><p><strong>Methods: </strong>Participants aged 45-64 years were recruited across the United States via an online survey. While answering the survey, they were asked to imagine they were newly diagnosed with AF with a CHA2DS2-VASc (congestive heart failure; hypertension; age ≥75 years [doubled]; type 2 diabetes; previous stroke, transient ischemic attack, or thromboembolism [doubled]; vascular disease; age 65 to 75 years; and sex category) score of 1 for men and 2 for women. Eligibility criteria included no diagnosis of AF and no prior OAC use. Participants were randomized to one of three conditions: (1) standard text-based information only (n=255), (2) visual aids showing stroke-risk probabilities (n=218), or (3) visual aids plus a values clarification exercise (visual+VC; n=200). Participants were subrandomized within the 2 visual-based groups to view either a gauge display or an icon array representing stroke risk. All participants read a hypothetical scenario of being newly diagnosed with AF and hypertension. The primary outcome was decision confidence as measured by the SURE (Sure of Myself; Understand Information; Risk-Benefit Ratio; Encouragement) test. Secondary measures included participants' perceived stroke risk reduction, worry about stroke or bleeding, and likelihood to choose OAC.</p><p><strong>Results: </strong>A total of 673 participants completed the survey. The overall SURE test was 61.2% (156/255) for the standard, 66.5% (145/218) for the visual, and 67% (134/200) for the visual+VC group (visual vs standard P=.23; visual+VC vs standard P=.20). Participants were less likely to choose OAC in the visual groups (standard: mean 58.3, SD 30; visual: mean 51.4, SD 32; visual+VC: 51.9, SD 28; P=.03). Participants felt the reduction in stroke risk from an OAC was less in the visual groups (standard: mean 63.8, SD 22; visual: mean 54.2, SD 28; visual+VC: mean 58.6, SD 25; P<.001). Visualization methods (gauge vs icon array) showed no significant differences in overall SURE test results. Participants were less likely to choose OAC and perceived a smaller stroke risk reduction with gauge than icon array (OAC choice: gauge 48.8, icon array 55.4; P=.03; stroke risk reduction: gauge 52.1, icon array 60.4; P=.001).</p><p><strong>Conclusions: </strong>Visual aids can modestly affect decision confidence and perceptions regarding the benefits of OAC but do not significan
背景:房颤(AF)与卒中风险增加有关。口服抗凝剂(OAC)用于房颤的卒中预防,但它也会增加出血风险。临床指南并没有明确建议对有边缘性卒中风险的患者进行OAC治疗或反对OAC治疗。决策可能受益于价值澄清练习,以沟通风险权衡。目的:本研究旨在评估具有价值澄清的视觉是否会改变对房颤抗凝权衡的理解。方法:通过在线调查在美国招募年龄在45-64岁的参与者。在回答调查时,他们被要求想象自己是新诊断出患有房颤并伴有CHA2DS2-VASc(充血性心力衰竭;高血压;年龄≥75岁[翻倍];2型糖尿病;既往中风、短暂性脑缺血发作或血栓栓塞[翻倍];血管疾病;65至75岁;在性别分类中,男性得1分,女性得2分。入选标准包括无房颤诊断和既往无OAC使用。参与者被随机分配到三个条件之一:(1)仅基于标准文本的信息(n=255),(2)显示中风风险概率的视觉辅助(n=218),或(3)视觉辅助加上价值观澄清练习(视觉+VC;n = 200)。参与者被分在两个基于视觉的组中,以查看仪表显示或代表中风风险的图标数组。所有参与者都阅读了一个假设的场景,即新诊断为房颤和高血压。主要结果是用SURE (SURE of Myself;理解信息;风险-效益比;鼓励)测试。次要测量包括受试者对中风风险降低的感知,对中风或出血的担忧,以及选择OAC的可能性。结果:共有673名参与者完成了调查。标准组的总体SURE检验为61.2%(156/255),视觉组为66.5%(145/218),视觉+VC组为67%(134/200)(视觉vs标准P= 0.23;视觉+VC vs标准P= 0.20)。在视觉组中,参与者选择OAC的可能性较小(标准:平均值58.3,标准差30;视觉:平均值51.4,SD 32;visual+VC: 51.9, SD 28;P = 03)。参与者认为视觉组的OAC降低中风风险的效果更小(标准:平均63.8,标准差22;视觉:平均54.2,SD 28;visual+VC:平均值58.6,SD 25;结论:视觉辅助可以适度影响决策信心和对OAC益处的看法,但在指南不建议支持或反对OAC的情况下,不会显著改变决策确定性。未来的工作应该确定测量与图标阵列视觉在房颤卒中预防决策中的作用。
{"title":"A Web-Based Tool to Perform a Values Clarification for Stroke Prevention in Patients With Atrial Fibrillation: Design and Preliminary Testing Study.","authors":"Michael P Dorsch, Allen J Flynn, Kaitlyn M Greer, Sabah Ganai, Geoffrey D Barnes, Brian Zikmund-Fisher","doi":"10.2196/67956","DOIUrl":"https://doi.org/10.2196/67956","url":null,"abstract":"&lt;p&gt;&lt;strong&gt;Background: &lt;/strong&gt;Atrial fibrillation (AF) is associated with an increased risk of stroke. Oral anticoagulation (OAC) is used for stroke prevention in AF, but it also increases bleeding risk. Clinical guidelines do not definitively recommend for or against OAC for patients with borderline stroke risk. Decision-making may benefit from values clarification exercises to communicate risk trade-offs.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Objective: &lt;/strong&gt;This study aimed to evaluate if a visual with a values clarification alters the understanding of the trade-offs of anticoagulation in AF.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Methods: &lt;/strong&gt;Participants aged 45-64 years were recruited across the United States via an online survey. While answering the survey, they were asked to imagine they were newly diagnosed with AF with a CHA2DS2-VASc (congestive heart failure; hypertension; age ≥75 years [doubled]; type 2 diabetes; previous stroke, transient ischemic attack, or thromboembolism [doubled]; vascular disease; age 65 to 75 years; and sex category) score of 1 for men and 2 for women. Eligibility criteria included no diagnosis of AF and no prior OAC use. Participants were randomized to one of three conditions: (1) standard text-based information only (n=255), (2) visual aids showing stroke-risk probabilities (n=218), or (3) visual aids plus a values clarification exercise (visual+VC; n=200). Participants were subrandomized within the 2 visual-based groups to view either a gauge display or an icon array representing stroke risk. All participants read a hypothetical scenario of being newly diagnosed with AF and hypertension. The primary outcome was decision confidence as measured by the SURE (Sure of Myself; Understand Information; Risk-Benefit Ratio; Encouragement) test. Secondary measures included participants' perceived stroke risk reduction, worry about stroke or bleeding, and likelihood to choose OAC.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Results: &lt;/strong&gt;A total of 673 participants completed the survey. The overall SURE test was 61.2% (156/255) for the standard, 66.5% (145/218) for the visual, and 67% (134/200) for the visual+VC group (visual vs standard P=.23; visual+VC vs standard P=.20). Participants were less likely to choose OAC in the visual groups (standard: mean 58.3, SD 30; visual: mean 51.4, SD 32; visual+VC: 51.9, SD 28; P=.03). Participants felt the reduction in stroke risk from an OAC was less in the visual groups (standard: mean 63.8, SD 22; visual: mean 54.2, SD 28; visual+VC: mean 58.6, SD 25; P&lt;.001). Visualization methods (gauge vs icon array) showed no significant differences in overall SURE test results. Participants were less likely to choose OAC and perceived a smaller stroke risk reduction with gauge than icon array (OAC choice: gauge 48.8, icon array 55.4; P=.03; stroke risk reduction: gauge 52.1, icon array 60.4; P=.001).&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Conclusions: &lt;/strong&gt;Visual aids can modestly affect decision confidence and perceptions regarding the benefits of OAC but do not significan","PeriodicalId":14706,"journal":{"name":"JMIR Cardio","volume":"9 ","pages":"e67956"},"PeriodicalIF":0.0,"publicationDate":"2025-04-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12007723/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143990894","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
MARIA (Medical Assistance and Rehabilitation Intelligent Agent) for Medication Adherence in Patients With Heart Failure: Empirical Results From a Wizard of Oz Systematic Conversational Agent Design Clinical Protocol. 心衰患者药物依从性的MARIA(医疗辅助和康复智能代理):来自奥兹魔法师系统对话代理设计临床协议的经验结果。
Q2 Medicine Pub Date : 2025-04-10 DOI: 10.2196/55846
Nik Nailah Abdullah, Jia Tang, Hemad Fetrati, Nor Fadhilah Binti Kaukiah, Sahrin Bin Saharudin, Vee Sim Yong, Chia How Yen

Background: Nonadherence to medication is a key factor contributing to high heart failure (HF) rehospitalization rates. A conversational agent (CA) or chatbot is a technology that can enhance medication adherence by helping patients self-manage their medication routines at home.

Objective: This study outlines the conception of a design method for developing a CA to support patients in medication adherence, utilizing design thinking as the primary process for gathering requirements, prototyping, and testing. We apply this design method to the ongoing development of Medical Assistance and Rehabilitation Intelligent Agent (MARIA), a rule-based CA.

Methods: Following the design thinking process, at the ideation stage, we engaged a multidisciplinary group of stakeholders (patients and pharmacists) to elicit requirements for the early conception of MARIA. In collaboration with pharmacists, we structured MARIA's dialogue into a workflow based on Adlerian therapy, a psychoeducational theory. At the testing stage, we conducted an observational study using the Wizard of Oz (WoZ) research method to simulate the MARIA prototype with 20 patient participants. This approach validated and refined our application of Adlerian therapy in the CA's dialogue. We incorporated human-likeness and trust scoring into user satisfaction assessments after each WoZ session to evaluate MARIA's feasibility and acceptance of medication adherence. Dialogue data collected through WoZ simulations were analyzed using a coding analysis technique.

Results: Our design method for the CA revealed gaps in MARIA's conception, including (1) handling negative responses, (2) appropriate use of emoticons to enhance human-likeness, (3) system feedback mechanisms during turn-taking delays, and (4) defining the extent to which a CA can communicate on behalf of a health care provider regarding medication adherence.

Conclusions: The design thinking process provided interactive steps to involve users early in the development of a CA. Notably, the use of WoZ in an observational clinical protocol highlighted the following: (1) coding analysis offered guidelines for modeling CA dialogue with patient safety in mind; (2) incorporating human-likeness and trust in user satisfaction assessments provided insights into attributes that foster patient trust in a CA; and (3) the application of Adlerian therapy demonstrated its effectiveness in motivating patients with HF to adhere to medication within a CA framework. In conclusion, our method is valuable for modeling and validating CA interactions with patients, assessing system reliability, user expectations, and constraints. It can guide designers in leveraging existing CA technologies, such as ChatGPT or AWS Lex, for adaptation in health care settings.

背景:药物不依从性是导致心力衰竭(HF)再住院率高的关键因素。对话代理(CA)或聊天机器人是一种技术,可以通过帮助患者在家中自我管理他们的药物程序来增强药物依从性。目的:本研究概述了一种设计方法的概念,用于开发CA以支持患者的药物依从性,利用设计思维作为收集需求,原型设计和测试的主要过程。我们将这种设计方法应用于正在进行的基于规则的医疗辅助和康复智能代理(MARIA)的开发中。方法:遵循设计思维过程,在构思阶段,我们与多学科利益相关者(患者和药剂师)合作,以获得MARIA早期概念的需求。我们与药剂师合作,根据阿德勒疗法(一种心理教育理论),将MARIA的对话组织成一个工作流程。在测试阶段,我们采用《绿野仙踪》(Wizard of Oz, WoZ)的研究方法进行了观察性研究,模拟了20名患者参与的MARIA原型。这种方法验证并完善了我们在CA对话中应用阿德勒疗法的方法。在每次WoZ会话结束后,我们将人类相似性和信任评分纳入用户满意度评估,以评估MARIA对药物依从性的可行性和接受度。通过WoZ模拟收集的对话数据使用编码分析技术进行分析。结果:我们对CA的设计方法揭示了MARIA概念上的差距,包括(1)处理负面反应,(2)适当使用表情符号来增强人类的相似性,(3)轮流延迟时的系统反馈机制,以及(4)定义CA可以代表医疗保健提供者就药物依从性进行沟通的程度。结论:设计思维过程提供了交互式步骤,让用户尽早参与CA的开发。值得注意的是,在观察性临床方案中使用WoZ突出了以下几点:(1)编码分析为考虑患者安全的CA对话建模提供了指导方针;(2)在用户满意度评估中纳入人的相似性和信任,可以深入了解CA中培养患者信任的属性;(3)阿德勒疗法的应用证明了其在激励心衰患者在CA框架内坚持用药方面的有效性。总之,我们的方法对于建模和验证CA与患者的交互、评估系统可靠性、用户期望和约束是有价值的。它可以指导设计人员利用现有的CA技术(如ChatGPT或AWS Lex)在医疗保健环境中进行调整。
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引用次数: 0
Patient and Clinician Perspectives on Alert-Based Remote Monitoring-First Care for Cardiovascular Implantable Electronic Devices: Semistructured Interview Study Within the Veterans Health Administration. 患者和临床医生对基于警报的远程监控--心血管植入式电子设备首次护理的看法:退伍军人健康管理局内的半结构式访谈研究。
Q2 Medicine Pub Date : 2025-04-04 DOI: 10.2196/66215
Allison Kratka, Thomas L Rotering, Scott Munson, Merritt H Raitt, Mary A Whooley, Sanket Dhruva
<p><strong>Background: </strong>Patients with cardiovascular implantable electronic devices (CIEDs) typically attend in-person CIED clinic visits at least annually, paired with remote monitoring (RM). As the CIED data available through in-person CIED clinic visits and RM are nearly identical, the 2023 Heart Rhythm Society expert consensus statement introduced "alert-based RM," an RM-first approach where patients with CIEDs that are consistently and continuously connected to RM, in the absence of recent alerts and other cardiac comorbidities, could attend in-person CIED clinic visits every 24 months or ultimately only as clinically prompted by actionable events identified on RM. However, there is no published information about patient and clinician perspectives on barriers and facilitators to such an RM-first care model.</p><p><strong>Objective: </strong>We aimed to understand patient and clinician perspectives about an RM-first care model for CIED care.</p><p><strong>Methods: </strong>We interviewed 40 rural veteran patients who were experienced with RM with CIEDs and 22 CIED clinicians who were experienced in using RM regarding barriers and facilitators to an RM-first care model. We conducted a reflexive thematic analysis of interviews. Two authors familiarized themselves with the dataset and generated separate codebooks based on the interview guides and inductively coded notes. These 2 authors met and reviewed each other's codes, sought additional author input, and resolved differences before 1 author coded the remaining interviews and developed candidate themes. These themes were refined, named, and supported with quotations.</p><p><strong>Results: </strong>Patients expressed interest in an RM-first approach, to reduce the burden of long travel times, sometimes in inclement weather, and to enable clinicians to provide care for other patients. However, many preferred routine in-person visits; reasons included a skepticism of the capabilities of RM, a sense that in-person visits provided superior care, and enjoyment of in-person patient-clinician relationships. Clinicians were interested in RM-first care, especially for stable, RM-adherent patients who were not device-dependent. Clinicians most frequently cited the benefit of reducing patient travel burden as well as optimizing clinic space and time to focus on other care such as reviewing routine RM transmissions, but also noted barriers including lack of in-person assessment, patient-perceived diminution of the patient-clinician relationship, possible loss to follow-up, and technological difficulties. Clinicians felt that an RM-first care model should be evaluated for success based on patient satisfaction and assessment of timely addressing of rhythm issues to prevent adverse outcomes. Most clinicians believed that RM-first care represented the future of CIED care.</p><p><strong>Conclusions: </strong>Both patients and CIED clinicians interviewed who were experienced in using RM were open to an
背景:患有心血管植入式电子装置(CIED)的患者通常每年至少进行一次面对面的CIED门诊就诊,并配合远程监测(RM)。由于通过面对面的CIED诊所访问和RM获得的CIED数据几乎相同,2023年心律学会专家共识声明引入了“基于警报的RM”,这是一种RM优先的方法,在没有最近警报和其他心脏合并症的情况下,始终持续与RM连接的CIED患者可以每24个月参加一次面对面的CIED诊所访问,或者最终仅在临床提示时通过RM确定的可操作事件。然而,没有关于患者和临床医生对这种rm优先护理模式的障碍和促进因素的观点的公开信息。目的:我们的目的是了解患者和临床医生的观点对一个rm优先的护理模式的CIED护理。方法:我们采访了40名有RM经验的农村退伍军人CIED患者和22名有RM经验的CIED临床医生,了解RM优先护理模式的障碍和促进因素。我们对访谈进行了反身性专题分析。两位作者熟悉了数据集,并根据采访指南和归纳编码笔记生成了单独的代码本。这两位作者会面并审查彼此的代码,寻求其他作者的输入,并解决分歧,然后一位作者对剩余的采访进行编码并开发候选主题。这些主题被提炼、命名并引用。结果:患者表达了对rm优先方法的兴趣,以减轻长途旅行时间的负担,有时在恶劣天气下,并使临床医生能够为其他患者提供护理。然而,许多人更喜欢例行的亲自拜访;原因包括对RM能力的怀疑,认为亲自访问提供了更好的护理,以及享受面对面的医患关系。临床医生对rm优先护理很感兴趣,特别是对那些稳定的、不依赖器械的rm患者。临床医生最常提到的好处是减轻患者的旅行负担,以及优化诊所空间和时间,以专注于其他护理,如审查常规RM传输,但也注意到障碍包括缺乏亲自评估,患者认为患者-临床关系的减少,可能失去随访,以及技术困难。临床医生认为,应该根据患者满意度和及时处理心律问题的评估来评估rm优先的护理模式是否成功,以防止不良后果。大多数临床医生认为,rm优先的护理代表了CIED护理的未来。结论:接受采访的患者和有使用RM经验的CIED临床医生都对RM优先的护理模式持开放态度,该模式减少了亲自就诊,但报告了单纯依赖RM的一些障碍,并可能减少医患关系。实施新的RM建议将需要注意这些观念和优先考虑以患者为中心的方法。
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引用次数: 0
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