Biomedical REAl-Time Health Evaluation (BREATHE): toward an mHealth informatics platform

被引:27
作者
Bui, Alex A. T. [1 ]
Hosseini, Anahita [2 ]
Rocchio, Rose [3 ]
Jacobs, Nate [3 ]
Ross, Mindy K. [4 ]
Okelo, Sande [4 ]
Lurmann, Fred [5 ]
Eckel, Sandrah [6 ]
Dzubur, Eldin [6 ]
Dunton, Genevieve [6 ]
Gilliland, Frank [6 ]
Sarrafzadeh, Majid [2 ]
Habre, Rima [6 ]
机构
[1] Univ Calif Los Angeles, Dept Radiol Sci, Med & Imaging Informat MII Grp, 924 Westwood Blvd,Suite 420, Los Angeles, CA 90024 USA
[2] Univ Calif Los Angeles, Comp Sci Dept, Los Angeles, CA 90024 USA
[3] Univ Calif Los Angeles, Mobilize Labs, Los Angeles, CA 90024 USA
[4] Univ Calif Los Angeles, Dept Pediat, Los Angeles, CA 90024 USA
[5] Sonoma Technol Inc, Petaluma, CA USA
[6] Univ Southern Calif, Dept Prevent Med, Los Angeles, CA 90007 USA
关键词
mHealth/telemedicine; environmental health; asthma; SELF-MANAGEMENT; MOBILE HEALTH; ASTHMA; KNOWLEDGE; CHILDREN; EDUCATION; SYSTEM; CARE;
D O I
10.1093/jamiaopen/ooaa011
中图分类号
R19 [保健组织与事业(卫生事业管理)];
学科分类号
摘要
Objective: To describe a configurable mobile health (mHealth) framework for integration of physiologic and environmental sensors to be used in studies focusing on the domain of pediatric asthma. Materials and Methods: The Biomedical REAl-Time Health Evaluation (BREATHE) platform connects different sensors and data streams, contextualizing an individual's symptoms and daily activities over time to understand pediatric asthma's presentation and its management. A smartwatch/smartphone combination serves as a hub for personal/wearable sensing devices collecting data on health (eg, heart rate, spirometry, medications), motion, and personal exposures (eg, particulate matter, ozone); securely transmitting information to BREATHE's servers; and interacting with the user (eg, ecological momentary assessments). Server-side integration of electronic health record data and spatiotemporally correlated information (eg, weather, traffic) elaborates on these observations. An initial panel study involving pediatric asthma patients was conducted to assess BREATHE. Results: Twenty subjects were enrolled, during which BREATHE accrued seven consecutive days of continuous data per individual. The data were used to confirm knowledge about asthma (use of controller inhalers, timeactivity behaviors, personal air pollution exposure), and additional analyses provided insights into within-day associations of environmental triggers and asthma exacerbations. Exit surveys focusing on mHealth usability, while positive, noted several translational challenges. TDiscussion: Based on these promising results, a longitudinal panel study to evaluate individual microenvironments and exposures is ongoing. Lessons learned thus far reflect the need to address various usability aspects, including convenience and ongoing engagement. Conclusion: BREATHE enables multi-sensor mHealth studies, capturing new types of information alongside an evolving understanding of personal exposomes.
引用
收藏
页码:190 / 200
页数:11
相关论文
共 45 条
[1]  
AethLabs, 2019, MICROAETH FAM
[2]  
American Lung Association, 2018, ASTHM CHILDR FACT SH
[3]   AIR Louisville: Addressing Asthma With Technology, Crowdsourcing, Cross-Sector Collaboration, And Policy [J].
Barrett, Meredith ;
Combs, Veronica ;
Su, Jason G. ;
Henderson, Kelly ;
Tuffli, Michael .
HEALTH AFFAIRS, 2018, 37 (04) :525-534
[4]  
Bloom Barbara, 2010, Vital Health Stat 10, P1
[5]  
Center for Disease Control (CDC), 2018, MOST REC ASTHM DAT
[6]   Internet-based home monitoring and education of children with asthma is comparable to ideal office-based care: Results of a 1-year asthma in-home monitoring trial [J].
Chan, Debora S. ;
Callahan, Charles W. ;
Hatch-Pigott, Virginia B. ;
Lawless, Annette ;
Proffitt, H. Lorraine ;
Manning, Nola E. ;
Schweikert, Mary ;
Malone, Francis J. .
PEDIATRICS, 2007, 119 (03) :569-578
[7]   Data Descriptor: The asthma mobile health study, smartphone data collected using ResearchKit [J].
Chan, Yu-Feng Yvonne ;
Bot, Brian M. ;
Zweig, Micol ;
Tignor, Nicole ;
Ma, Weiping ;
Suver, Christine ;
Cedeno, Rafhael ;
Scott, Erick R. ;
Hershman, Steven Gregory ;
Schadt, Eric E. ;
Wang, Pei .
SCIENTIFIC DATA, 2018, 5
[8]   The Asthma Mobile Health Study, a large-scale clinical observational study using ResearchKit [J].
Chan, Yu-Feng Yvonne ;
Wang, Pei ;
Rogers, Linda ;
Tignor, Nicole ;
Zweig, Micol ;
Hershman, Steven G. ;
Genes, Nicholas ;
Scott, Erick R. ;
Krock, Eric ;
Badgeley, Marcus ;
Edgar, Ron ;
Violante, Samantha ;
Wright, Rosalind ;
Powell, Charles A. ;
Dudley, Joel T. ;
Schadt, Eric E. .
NATURE BIOTECHNOLOGY, 2017, 35 (04) :354-+
[9]  
City of Los Angeles Department of Transportation, 2012, LADOT LIV TRAFF INF
[10]   Bluetooth 5: A Concrete Step Forward toward the IoT [J].
Collotta, Mario ;
Pau, Giovanni ;
Talty, Timothy ;
Tonguz, Ozan K. .
IEEE COMMUNICATIONS MAGAZINE, 2018, 56 (07) :125-131