The Asthma Mobile Health Study, a large-scale clinical observational study using ResearchKit
Use of the ResearchKit platform to track symptoms of a large cohort of asthma sufferers over time demonstrates the pros and cons of mobile health applications in large-scale observational studies. The feasibility of using mobile health applications to conduct observational clinical studies requires...
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Published in | Nature biotechnology Vol. 35; no. 4; pp. 354 - 362 |
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Main Authors | , , , , , , , , , , , , , , , |
Format | Journal Article |
Language | English |
Published |
New York
Nature Publishing Group US
01.04.2017
Nature Publishing Group |
Subjects | |
Online Access | Get full text |
ISSN | 1087-0156 1546-1696 |
DOI | 10.1038/nbt.3826 |
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Abstract | Use of the ResearchKit platform to track symptoms of a large cohort of asthma sufferers over time demonstrates the pros and cons of mobile health applications in large-scale observational studies.
The feasibility of using mobile health applications to conduct observational clinical studies requires rigorous validation. Here, we report initial findings from the Asthma Mobile Health Study, a research study, including recruitment, consent, and enrollment, conducted entirely remotely by smartphone. We achieved secure bidirectional data flow between investigators and 7,593 participants from across the United States, including many with severe asthma. Our platform enabled prospective collection of longitudinal, multidimensional data (e.g., surveys, devices, geolocation, and air quality) in a subset of users over the 6-month study period. Consistent trending and correlation of interrelated variables support the quality of data obtained via this method. We detected increased reporting of asthma symptoms in regions affected by heat, pollen, and wildfires. Potential challenges with this technology include selection bias, low retention rates, reporting bias, and data security. These issues require attention to realize the full potential of mobile platforms in research and patient care. |
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AbstractList | The feasibility of using mobile health applications to conduct observational clinical studies requires rigorous validation. Here, we report initial findings from the Asthma Mobile Health Study, a research study, including recruitment, consent, and enrollment, conducted entirely remotely by smartphone. We achieved secure bidirectional data flow between investigators and 7,593 participants from across the United States, including many with severe asthma. Our platform enabled prospective collection of longitudinal, multidimensional data (e.g., surveys, devices, geolocation, and air quality) in a subset of users over the 6-month study period. Consistent trending and correlation of interrelated variables support the quality of data obtained via this method. We detected increased reporting of asthma symptoms in regions affected by heat, pollen, and wildfires. Potential challenges with this technology include selection bias, low retention rates, reporting bias, and data security. These issues require attention to realize the full potential of mobile platforms in research and patient care. Use of the ResearchKit platform to track symptoms of a large cohort of asthma sufferers over time demonstrates the pros and cons of mobile health applications in large-scale observational studies. The feasibility of using mobile health applications to conduct observational clinical studies requires rigorous validation. Here, we report initial findings from the Asthma Mobile Health Study, a research study, including recruitment, consent, and enrollment, conducted entirely remotely by smartphone. We achieved secure bidirectional data flow between investigators and 7,593 participants from across the United States, including many with severe asthma. Our platform enabled prospective collection of longitudinal, multidimensional data (e.g., surveys, devices, geolocation, and air quality) in a subset of users over the 6-month study period. Consistent trending and correlation of interrelated variables support the quality of data obtained via this method. We detected increased reporting of asthma symptoms in regions affected by heat, pollen, and wildfires. Potential challenges with this technology include selection bias, low retention rates, reporting bias, and data security. These issues require attention to realize the full potential of mobile platforms in research and patient care. The feasibility of using mobile health applications to conduct observational clinical studies requires rigorous validation. Here, we report initial findings from the Asthma Mobile Health Study, a research study, including recruitment, consent, and enrollment, conducted entirely remotely by smartphone. We achieved secure bidirectional data flow between investigators and 7,593 participants from across the United States, including many with severe asthma. |
Audience | Academic |
Author | Violante, Samantha Krock, Eric Edgar, Ron Zweig, Micol Dudley, Joel T Tignor, Nicole Genes, Nicholas Schadt, Eric E Rogers, Linda Hershman, Steven G Powell, Charles A Chan, Yu-Feng Yvonne Scott, Erick R Wright, Rosalind Wang, Pei Badgeley, Marcus |
AuthorAffiliation | 3 Department of Medicine, Pulmonary, Critical Care and Sleep Medicine, Icahn School of Medicine at Mount Sinai, New York, New York, USA 6 Department of Environmental Medicine & Public Health, Icahn School of Medicine at Mount Sinai, New York, New York, USA 4 LifeMap Solutions, Inc., New York, New York, USA 7 Department of Population Health Science and Policy, Icahn School of Medicine at Mount Sinai, New York, New York, USA 1 Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, New York, USA 2 Department of Emergency Medicine, Icahn School of Medicine at Mount Sinai, New York, New York, USA 5 Department of Pediatrics, Pulmonary and Critical Care, Icahn School of Medicine at Mount Sinai, New York, New York, USA |
AuthorAffiliation_xml | – name: 3 Department of Medicine, Pulmonary, Critical Care and Sleep Medicine, Icahn School of Medicine at Mount Sinai, New York, New York, USA – name: 4 LifeMap Solutions, Inc., New York, New York, USA – name: 1 Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, New York, USA – name: 2 Department of Emergency Medicine, Icahn School of Medicine at Mount Sinai, New York, New York, USA – name: 7 Department of Population Health Science and Policy, Icahn School of Medicine at Mount Sinai, New York, New York, USA – name: 5 Department of Pediatrics, Pulmonary and Critical Care, Icahn School of Medicine at Mount Sinai, New York, New York, USA – name: 6 Department of Environmental Medicine & Public Health, Icahn School of Medicine at Mount Sinai, New York, New York, USA |
Author_xml | – sequence: 1 givenname: Yu-Feng Yvonne surname: Chan fullname: Chan, Yu-Feng Yvonne email: yu-fengyvonne.chan@mssm.edu organization: Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, Department of Emergency Medicine, Icahn School of Medicine at Mount Sinai – sequence: 2 givenname: Pei surname: Wang fullname: Wang, Pei organization: Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai – sequence: 3 givenname: Linda surname: Rogers fullname: Rogers, Linda organization: Department of Medicine, Pulmonary, Critical Care and Sleep Medicine, Icahn School of Medicine at Mount Sinai – sequence: 4 givenname: Nicole surname: Tignor fullname: Tignor, Nicole organization: Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai – sequence: 5 givenname: Micol surname: Zweig fullname: Zweig, Micol organization: Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai – sequence: 6 givenname: Steven G orcidid: 0000-0001-9167-7380 surname: Hershman fullname: Hershman, Steven G organization: LifeMap Solutions, Inc – sequence: 7 givenname: Nicholas surname: Genes fullname: Genes, Nicholas organization: Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, Department of Emergency Medicine, Icahn School of Medicine at Mount Sinai – sequence: 8 givenname: Erick R surname: Scott fullname: Scott, Erick R organization: Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai – sequence: 9 givenname: Eric surname: Krock fullname: Krock, Eric organization: LifeMap Solutions, Inc – sequence: 10 givenname: Marcus surname: Badgeley fullname: Badgeley, Marcus organization: Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai – sequence: 11 givenname: Ron surname: Edgar fullname: Edgar, Ron organization: LifeMap Solutions, Inc – sequence: 12 givenname: Samantha surname: Violante fullname: Violante, Samantha organization: Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai – sequence: 13 givenname: Rosalind surname: Wright fullname: Wright, Rosalind organization: Department of Medicine, Pulmonary, Critical Care and Sleep Medicine, Icahn School of Medicine at Mount Sinai, Department of Pediatrics, Pulmonary and Critical Care, Icahn School of Medicine at Mount Sinai, Department of Environmental Medicine & Public Health, Icahn School of Medicine at Mount Sinai – sequence: 14 givenname: Charles A orcidid: 0000-0003-3509-891X surname: Powell fullname: Powell, Charles A organization: Department of Medicine, Pulmonary, Critical Care and Sleep Medicine, Icahn School of Medicine at Mount Sinai – sequence: 15 givenname: Joel T surname: Dudley fullname: Dudley, Joel T organization: Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, Department of Population Health Science and Policy, Icahn School of Medicine at Mount Sinai – sequence: 16 givenname: Eric E surname: Schadt fullname: Schadt, Eric E email: eric.schadt@mssm.edu organization: Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai |
BackLink | https://www.ncbi.nlm.nih.gov/pubmed/28288104$$D View this record in MEDLINE/PubMed |
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Snippet | Use of the ResearchKit platform to track symptoms of a large cohort of asthma sufferers over time demonstrates the pros and cons of mobile health applications... The feasibility of using mobile health applications to conduct observational clinical studies requires rigorous validation. Here, we report initial findings... |
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SubjectTerms | 631/250 692/699/1785 Adolescent Adult Aged Agriculture Air quality Asthma Asthma - diagnosis Asthma - epidemiology Bioinformatics Biomedical Engineering/Biotechnology Biomedicine Biotechnology Clinical trials Computer based research Feasibility studies Female Health Services Research - organization & administration Health Surveys - methods Health Surveys - statistics & numerical data Humans Life Sciences Male Methods Middle Aged Mobile applications New York - epidemiology Observational studies Observational Studies as Topic - methods Patient Selection Pollen Population Surveillance - methods Prevalence Research Design Risk Factors Telemedicine - utilization Wildfires Young Adult |
Title | The Asthma Mobile Health Study, a large-scale clinical observational study using ResearchKit |
URI | https://link.springer.com/article/10.1038/nbt.3826 https://www.ncbi.nlm.nih.gov/pubmed/28288104 https://www.proquest.com/docview/1886378240 https://www.proquest.com/docview/1891875554 https://pubmed.ncbi.nlm.nih.gov/PMC5559298 |
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