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Bouchacourt L, Smith S, Mackert M, Almalki S, Awad G, Barczyk A, Bearman SK, Castelli D, Champagne F, de Barbaro K, Garcia S, Johnson K, Kinney K, Lawson K, Nagy Z, Quiñones Camacho L, Rodríguez L, Schnyer D, Thomaz E, Upshaw S, Zhang Y. Strategies to Implement a Community-Based, Longitudinal Cohort Study: The Whole Communities-Whole Health Case Study. JMIR Form Res 2024; 8:e60368. [PMID: 39636676 DOI: 10.2196/60368] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/08/2024] [Revised: 09/23/2024] [Accepted: 10/11/2024] [Indexed: 12/07/2024] Open
Abstract
This paper discusses the implementation of the Whole Communities-Whole Health (WCWH) initiative, which is a community-based, longitudinal cohort study. WCWH seeks to better understand the impact of location on family health and child development while also providing support for families participating in the study. Implementing a longitudinal study that is both comprehensive in the data it is collecting and inclusive in the population it is representing is what makes WCWH extremely challenging. This paper highlights the learning process the initiative has gone through to identify effective strategies for implementing this type of research study and work toward building a new model for community-engaged research. Through iterative testing following the Plan-Do-Study-Act model, three main strategies for implementation were identified. These strategies are (1) creating a data collection schedule that balances participant burden and maintains temporality across data types; (2) facilitating multiple opportunities for qualitative and quantitative input from faculty, families, and nonparticipant community members; and (3) establishing an open-door policy for data analysis and interpretation. This paper serves as a guide and provides resources for other researchers wanting to implement a multidisciplinary and community-based cohort study.
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Affiliation(s)
- Lindsay Bouchacourt
- Center for Health Communication, The University of Texas at Austin, Austin, TX, United States
| | - Sarah Smith
- Office of the Vice President for Research, Scholarship and Creative Endeavors, The University of Texas at Austin, Austin, TX, United States
| | - Michael Mackert
- Center for Health Communication, The University of Texas at Austin, Austin, TX, United States
- School of Advertising and Public Relations, The University of Texas at Austin, Austin, TX, United States
- Department of Population Health, The University of Texas at Austin, Austin, TX, United States
| | - Shoaa Almalki
- School of Social and Behavioral Sciences, Marymount University, Arlington, United States
| | - Germine Awad
- Department of Psychology, University of Michigan, Ann Arbor, MI, United States
| | - Amanda Barczyk
- Department of Population Health, The University of Texas at Austin, Austin, TX, United States
| | - Sarah Kate Bearman
- Ballmer Institute for Children's Behavioral Health, The University of Oregon, Eugene, OR, United States
| | - Darla Castelli
- Department of Physical Therapy, Movement, and Rehabilitation Sciences, Northeastern University, Boston, MA, United States
| | - Frances Champagne
- Department of Psychology, The University of Texas at Austin, Austin, TX, United States
| | - Kaya de Barbaro
- Department of Psychology, The University of Texas at Austin, Austin, TX, United States
| | - Shirene Garcia
- Steve Hicks School of Social Work, The University of Texas at Austin, Austin, TX, United States
| | - Karen Johnson
- School of Nursing, The University of Texas at Austin, Austin, TX, United States
| | - Kerry Kinney
- Department of Civil, Architectural and Environmental Engineering, The University of Texas at Austin, Austin, TX, United States
| | - Karla Lawson
- Department of Surgery & Perioperative Care, The University of Texas at Austin, Austin, TX, United States
| | - Zoltan Nagy
- Department of Civil, Architectural and Environmental Engineering, The University of Texas at Austin, Austin, TX, United States
| | - Laura Quiñones Camacho
- Department of Educational Psychology, The University of Texas at Austin, Austin, TX, United States
| | | | - David Schnyer
- Department of Psychology, The University of Texas at Austin, Austin, TX, United States
| | - Edison Thomaz
- Department of Electrical and Computer Engineering, The University of Texas at Austin, Austin, TX, United States
| | - Sean Upshaw
- School of Advertising and Public Relations, The University of Texas at Austin, Austin, TX, United States
| | - Yan Zhang
- Center for Health Communication, The University of Texas at Austin, Austin, TX, United States
- School of Information, The University of Texas at Austin, Austin, TX, United States
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Polk SE, Öhman F, Hassenstab J, König A, Papp KV, Schöll M, Berron D. A scoping review of remote and unsupervised digital cognitive assessments in preclinical Alzheimer's disease. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2024:2024.09.25.24314349. [PMID: 39399008 PMCID: PMC11469392 DOI: 10.1101/2024.09.25.24314349] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 10/15/2024]
Abstract
Subtle cognitive changes in preclinical Alzheimer's disease (AD) are difficult to detect using traditional pen-and-paper neuropsychological assessments. Remote and unsupervised digital assessments can improve scalability, measurement reliability, and ecological validity, enabling the detection and monitoring of subtle cognitive change. Here, we evaluate such tools deployed in preclinical AD samples, defined as cognitively unimpaired individuals with abnormal levels of amyloid-β (Aβ), or Aβ and tau. In this scoping review, we screened 1,680 unique reports for studies using remote and unsupervised cognitive assessment tools in preclinical AD samples; 23 tools were found. We describe each tool's usability, validity, and reported metrics of reliability. Construct and criterion validity according to associations with established neuropsychological assessments and measures of Aβ and tau are reported. With this review, we aim to present a necessary update to a rapidly evolving field, following a previous review by Öhman and colleagues (2021; Alzheimers Dement. Diagn. Assess. Dis. Monit) and addressing the open questions of feasibility and reliability of remote testing in the target population. We discuss future directions for using remote and unsupervised digital cognitive assessments in preclinical AD and how such tools may be used for longitudinal monitoring of cognitive function, scalable case finding, and individualized prognostics in both clinical trials and healthcare contexts.
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Affiliation(s)
- S. E. Polk
- Clinical Cognitive Neuroscience, German Center for Neurodegenerative Diseases (DZNE), Magdeburg, DE
| | - F. Öhman
- Wallenberg Centre for Molecular and Translational Medicine, University of Gothenburg, Gothenburg, SE
- Department of Psychiatry and Neurochemistry, Institute of Neuroscience and Physiology, University of Gothenburg, Gothenburg, SE
- Region Västra Götaland, Sahlgrenska University Hospital, Department of Neuropsychiatry, Gothenburg, SE
| | - J. Hassenstab
- Department of Psychological & Brain Sciences, Washington University in St. Louis, St. Louis, MO, USA
- Department of Neurology, Washington University in St. Louis School of Medicine, St. Louis, MO, USA
| | - A. König
- ki:elements UG, Saarbrücken, DE
- Cognition Behaviour Technology (CoBTek) Lab, University Côte d’Azur, Nice, FR
- Université Côte d’Azur, Centre Hospitalier et Universitaire, Clinique Gériatrique du Cerveau et du Mouvement, Centre Mémoire de Ressources et de Recherche, Nice, FR
| | - K. V. Papp
- Mass General Brigham, Department of Neurology, Harvard Medical School, Boston, MA, USA
| | - M. Schöll
- Wallenberg Centre for Molecular and Translational Medicine, University of Gothenburg, Gothenburg, SE
- Department of Psychiatry and Neurochemistry, Institute of Neuroscience and Physiology, University of Gothenburg, Gothenburg, SE
- Region Västra Götaland, Sahlgrenska University Hospital, Department of Neuropsychiatry, Gothenburg, SE
- Dementia Research Centre, Department of Neurodegenerative Disease, UCL Queen Square Institute of Neurology, University College London, UK
| | - D. Berron
- Clinical Cognitive Neuroscience, German Center for Neurodegenerative Diseases (DZNE), Magdeburg, DE
- Center for Behavioral Brain Sciences, Otto-von-Guericke University Magdeburg, Magdeburg, DE
- Clinical Memory Research Unit, Department of Clinical Sciences, Lund University, Lund, SE
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3
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Goodday SM, Karlin E, Brooks A, Chapman C, Harry C, Lugo N, Peabody S, Rangwala S, Swanson E, Tempero J, Yang R, Karlin DR, Rabinowicz R, Malkin D, Travis S, Walsh A, Hirten RP, Sands BE, Bettegowda C, Holdhoff M, Wollett J, Szajna K, Dirmeyer K, Dodd A, Hutchinson S, Ramotar S, Grant RC, Boch A, Wildman M, Friend SH. Value of Engagement in Digital Health Technology Research: Evidence Across 6 Unique Cohort Studies. J Med Internet Res 2024; 26:e57827. [PMID: 39226552 PMCID: PMC11408887 DOI: 10.2196/57827] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/06/2024] [Revised: 04/12/2024] [Accepted: 05/29/2024] [Indexed: 09/05/2024] Open
Abstract
BACKGROUND Wearable digital health technologies and mobile apps (personal digital health technologies [DHTs]) hold great promise for transforming health research and care. However, engagement in personal DHT research is poor. OBJECTIVE The objective of this paper is to describe how participant engagement techniques and different study designs affect participant adherence, retention, and overall engagement in research involving personal DHTs. METHODS Quantitative and qualitative analysis of engagement factors are reported across 6 unique personal DHT research studies that adopted aspects of a participant-centric design. Study populations included (1) frontline health care workers; (2) a conception, pregnant, and postpartum population; (3) individuals with Crohn disease; (4) individuals with pancreatic cancer; (5) individuals with central nervous system tumors; and (6) families with a Li-Fraumeni syndrome affected member. All included studies involved the use of a study smartphone app that collected both daily and intermittent passive and active tasks, as well as using multiple wearable devices including smartwatches, smart rings, and smart scales. All studies included a variety of participant-centric engagement strategies centered on working with participants as co-designers and regular check-in phone calls to provide support over study participation. Overall retention, probability of staying in the study, and median adherence to study activities are reported. RESULTS The median proportion of participants retained in the study across the 6 studies was 77.2% (IQR 72.6%-88%). The probability of staying in the study stayed above 80% for all studies during the first month of study participation and stayed above 50% for the entire active study period across all studies. Median adherence to study activities varied by study population. Severely ill cancer populations and postpartum mothers showed the lowest adherence to personal DHT research tasks, largely the result of physical, mental, and situational barriers. Except for the cancer and postpartum populations, median adherences for the Oura smart ring, Garmin, and Apple smartwatches were over 80% and 90%, respectively. Median adherence to the scheduled check-in calls was high across all but one cohort (50%, IQR 20%-75%: low-engagement cohort). Median adherence to study-related activities in this low-engagement cohort was lower than in all other included studies. CONCLUSIONS Participant-centric engagement strategies aid in participant retention and maintain good adherence in some populations. Primary barriers to engagement were participant burden (task fatigue and inconvenience), physical, mental, and situational barriers (unable to complete tasks), and low perceived benefit (lack of understanding of the value of personal DHTs). More population-specific tailoring of personal DHT designs is needed so that these new tools can be perceived as personally valuable to the end user.
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Affiliation(s)
- Sarah M Goodday
- 4YouandMe, Seattle, WA, United States
- Department of Psychiatry, University of Oxford, Oxford, United Kingdom
| | | | | | - Carol Chapman
- Crohn's & Colitis Foundation, New York, NY, United States
| | | | | | | | - Shazia Rangwala
- Section of Urology and Renal Transplantation, Virginia Mason Francisan Health, Seattle, WA, United States
| | | | | | | | - Daniel R Karlin
- 4YouandMe, Seattle, WA, United States
- MindMed Inc, New York, NY, United States
- Tufts University School of Medicine, Boston, MA, United States
| | - Ron Rabinowicz
- Department of Paediatrics, University of Toronto, Toronto, ON, Canada
- Department of Pediatric Hematology/Oncology, Schneider Children's Medical Center of Israel, Petach-Tikva, Israel
| | - David Malkin
- Department of Paediatrics, University of Toronto, Toronto, ON, Canada
- Department of Pediatrics, University of Toronto, Toronto, ON, Canada
| | - Simon Travis
- Gasteroentology Unit, Oxford University Hospitals NHS Foundation Trust and Biomedical Research Centre, Oxford, United Kingdom
| | - Alissa Walsh
- Gasteroentology Unit, Oxford University Hospitals NHS Foundation Trust and Biomedical Research Centre, Oxford, United Kingdom
| | - Robert P Hirten
- The Dr. Henry D. Janowitz Division of Gastroenterology, Icahn School of Medicine at Mount Sinai, New York, NY, United States
| | - Bruce E Sands
- The Dr. Henry D. Janowitz Division of Gastroenterology, Icahn School of Medicine at Mount Sinai, New York, NY, United States
| | - Chetan Bettegowda
- Department of Neurosurgery, Johns Hopkins University School of Medicine, Baltimore, MD, United States
| | - Matthias Holdhoff
- The Sidney Kimmel Comprehensive Cancer Center at Johns Hopkins, Baltimore, MD, United States
| | - Jessica Wollett
- Department of Neurosurgery, Johns Hopkins University School of Medicine, Baltimore, MD, United States
| | - Kelly Szajna
- Department of Neurosurgery, Johns Hopkins University School of Medicine, Baltimore, MD, United States
| | - Kallan Dirmeyer
- Department of Neurosurgery, Johns Hopkins University School of Medicine, Baltimore, MD, United States
| | - Anna Dodd
- Princess Margaret Cancer Center, University Health Network, Toronto, ON, Canada
| | - Shawn Hutchinson
- Princess Margaret Cancer Center, University Health Network, Toronto, ON, Canada
| | - Stephanie Ramotar
- Princess Margaret Cancer Center, University Health Network, Toronto, ON, Canada
| | - Robert C Grant
- Princess Margaret Cancer Center, University Health Network, Toronto, ON, Canada
| | - Adrien Boch
- Evidation Health Inc, Santa Mateo, CA, United States
| | | | - Stephen H Friend
- Department of Psychiatry, University of Oxford, Oxford, United Kingdom
- Section of Urology and Renal Transplantation, Virginia Mason Francisan Health, Seattle, WA, United States
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Meier S, Cheng A, Tischbein M, Shyr C, Jerome RN, Edwards TL, Stroud M, Wilkins CH, Harris PA. Impact of financial compensation on enrollment and participation in a remote, mobile-app based research study. J Clin Transl Sci 2024; 8:e75. [PMID: 38715567 PMCID: PMC11075110 DOI: 10.1017/cts.2024.515] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/06/2023] [Revised: 03/08/2024] [Accepted: 03/28/2024] [Indexed: 01/24/2025] Open
Abstract
Background There is no consensus on how to determine appropriate financial compensation for research recruitment. Selecting incentive amounts that are reasonable and respectful, without undue inducement, remains challenging. Previously, we demonstrated that incentive amount significantly impacts participants' willingness to complete various hypothetical research activities. Here we further explore this relationship in a mock decentralized study. Methods Adult ResearchMatch volunteers were invited to join a prospective study where interested individuals were given an opportunity to view details for a study along with participation requirements, then offered a randomly generated compensation amount between $0 and $50 to enroll and participate. Individuals agreeing to participate were then asked to complete tasks using a remote mobile application (MyCap), for two weeks. Tasks included a weekly survey, a daily gratitude journal and daily phone tapping task. Results Willingness to participate was 85% across all incentive levels but not significantly impacted by amount. Task completion appeared to increase as a function of compensation until a plateau at $25. While participants described the study as low burden and reported that compensation was moderately important to their decision to join, only 31% completed all study tasks. Conclusion While offering compensation in this study did not have a strong effect on enrollment rate, this work provides insight into participant motivation when joining and participating in studies employing mobile applications.
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Affiliation(s)
- Shelby Meier
- Vanderbilt Institute for Clinical and Translational Research, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Alex Cheng
- Vanderbilt Institute for Clinical and Translational Research, Vanderbilt University Medical Center, Nashville, TN, USA
- Department of Biomedical Informatics, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Maeve Tischbein
- Vanderbilt Institute for Clinical and Translational Research, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Cathy Shyr
- Department of Biomedical Informatics, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Rebecca N. Jerome
- Vanderbilt Institute for Clinical and Translational Research, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Terri L. Edwards
- Vanderbilt Institute for Clinical and Translational Research, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Mary Stroud
- Vanderbilt Institute for Clinical and Translational Research, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Consuelo H. Wilkins
- Vanderbilt Institute for Clinical and Translational Research, Vanderbilt University Medical Center, Nashville, TN, USA
- Office of Health Equity, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Paul A. Harris
- Vanderbilt Institute for Clinical and Translational Research, Vanderbilt University Medical Center, Nashville, TN, USA
- Department of Biomedical Informatics, Vanderbilt University Medical Center, Nashville, TN, USA
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5
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Boccieri M, Craig R, Zhang X, Firestine AM, Long MD, Kappelman MD. Racial and ethnic differences in the degree of participation and retention in a decentralized cohort study of COVID-19 immunization in patients with inflammatory bowel diseases. J Clin Transl Sci 2024; 8:e31. [PMID: 38384911 PMCID: PMC10880004 DOI: 10.1017/cts.2024.5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/21/2023] [Revised: 12/14/2023] [Accepted: 01/03/2024] [Indexed: 02/23/2024] Open
Abstract
Introduction Disparities in the recruitment of minority populations in research are well-documented. However, the degree of participation and retention of minorities following enrollment is less known, particularly in decentralized studies. Although decentralized clinical research methods may allow researchers to engage broader study populations with less participation burden, they may present different retention challenges. To evaluate racial and ethnic differences in the degree of participation after enrollment in a decentralized study, we analyzed data from a cohort of patients with inflammatory bowel diseases following COVID-19 immunization. Methods We compared by race and ethnicity the following post-enrollment participation metrics: response to > 50% of follow-up surveys, donation of a blood sample for antibody testing, consent to use of bio samples for future research, and withdrawal prior to study completion. Results Overall, we observed higher levels of post-enrollment study participation among non-Hispanic White (NHW) participants as compared to Black or Hispanic participants: 95% of NHW participants completed follow-up versus 87% of Black participants and 91% of Hispanic participants, 73% of NHW participants provided bio samples versus 64% Black participants and 67% Hispanic participants, and 65% of NHW participants provided consent for future research versus 62% of Black participants and 52% of Hispanic participants. Conclusions Our findings demonstrate that the degree of study participation after enrollment in this decentralized study differed by race and ethnicity, indicating that attention to diversity, equity, and inclusion is needed not only in clinical research recruitment but also throughout study administration.
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Affiliation(s)
- Margie Boccieri
- Pediatric Gastroenterology, The University of North Carolina at Chapel Hill School of Medicine, Chapel Hill, NC, USA
| | - Riley Craig
- Pediatric Gastroenterology, The University of North Carolina at Chapel Hill School of Medicine, Chapel Hill, NC, USA
| | - Xian Zhang
- Pediatric Gastroenterology, The University of North Carolina at Chapel Hill School of Medicine, Chapel Hill, NC, USA
| | - Ann M. Firestine
- Pediatric Gastroenterology, The University of North Carolina at Chapel Hill School of Medicine, Chapel Hill, NC, USA
| | - Millie D. Long
- Gastroenterology, The University of North Carolina at Chapel Hill School of Medicine, Chapel Hill, NC, USA
| | - Michael D. Kappelman
- Pediatric Gastroenterology, The University of North Carolina at Chapel Hill School of Medicine, Chapel Hill, NC, USA
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Huh KY, Chung WK, Park J, Lee S, Kim M, Oh J, Yu K. Feasibility study for a fully decentralized clinical trial in participants with functional constipation symptoms. Clin Transl Sci 2023; 16:2177-2188. [PMID: 37632169 PMCID: PMC10651644 DOI: 10.1111/cts.13617] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/12/2023] [Revised: 07/17/2023] [Accepted: 08/11/2023] [Indexed: 08/27/2023] Open
Abstract
Decentralized clinical trials (DCTs) leverage digital technologies to reduce dependency on study sites and intermediaries. DCT should be balanced with accessibility and data reliability while meeting regulatory requirements. Here, we conducted a pilot study for functional constipation symptoms to investigate the feasibility of DCT. The study was an open, fully remote, randomized clinical trial in participants who had functional constipation symptoms. Electronic consent was obtained remotely, and study volunteers were screened through web-based questionnaires. Subjects were randomized to either receive Lactobacillus and vitamin C supplements or vitamin C alone in a 1:1 ratio, which were delivered directly to subjects. Subjects kept track of bowel diaries daily during the 1-week baseline and 2-week treatment period using mobile applications. Bowel symptoms and the validity of the records were descriptively evaluated. A total of 30 subjects were randomized and completed the study. A total of 26.7% of subjects resided outside of the metropolitan area. Two-week Lactobacillus treatments increased the number of defecations (+0.80 vs. +0.46 times per week) and decreased the defecation time (-3.94 h vs. -1.62 h) compared to the comparator group. Overall, 67.1% of bowel diary records were completed in accordance with the schedule whereas 32.9% were not. Implementation of DCTs can facilitate geographic accessibility but should be guaranteed for data reliability. Prompt detection of errors and response using objective metrics would be required.
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Affiliation(s)
- Ki Young Huh
- Department of Clinical Pharmacology and TherapeuticsSeoul National University College of Medicine and HospitalSeoulKorea
| | - Woo Kyung Chung
- Department of Clinical Pharmacology and TherapeuticsSeoul National University College of Medicine and HospitalSeoulKorea
| | - Jiyeon Park
- Department of Clinical Pharmacology and TherapeuticsSeoul National University College of Medicine and HospitalSeoulKorea
| | - SeungHwan Lee
- Department of Clinical Pharmacology and TherapeuticsSeoul National University College of Medicine and HospitalSeoulKorea
| | - Min‐Gul Kim
- Nanum Space Co., LtdJeonjuKorea
- Department of Pharmacology, Medical SchoolJeonbuk National UniversityJeonjuKorea
| | - Jaeseong Oh
- Department of Clinical Pharmacology and TherapeuticsSeoul National University College of Medicine and HospitalSeoulKorea
- Present address:
Department of PharmacologyJeju National University School of MedicineJejuRepublic of Korea
| | - Kyung‐Sang Yu
- Department of Clinical Pharmacology and TherapeuticsSeoul National University College of Medicine and HospitalSeoulKorea
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Zawada SJ, Ruff KC, Sklar T, Demaerschalk BM. Towards a conceptual framework for addressing state-level barriers to decentralized clinical trials in the U.S. J Clin Transl Sci 2023; 7:e162. [PMID: 37528942 PMCID: PMC10388410 DOI: 10.1017/cts.2023.584] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2023] [Revised: 06/16/2023] [Accepted: 06/28/2023] [Indexed: 08/03/2023] Open
Affiliation(s)
| | - Kevin C. Ruff
- Mayo Clinic Center for Digital Health, Phoenix, AZ, USA
| | - Tara Sklar
- University of Arizona James E. Rogers College of Law, Tucson, AZ, USA
- Arizona Telemedicine Program, Phoenix, AZ, USA
| | - Bart M. Demaerschalk
- Mayo Clinic College of Medicine and Science, Scottsdale, AZ, USA
- Mayo Clinic Center for Digital Health, Phoenix, AZ, USA
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8
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Duus Holm Z, Zibert JR, Thomsen SF, Isberg AP, Andersen AD, Ali Z. Rapid Web-Based Recruitment of Patients With Psoriasis: Multinational Cohort Study. JMIR DERMATOLOGY 2023; 6:e44405. [PMID: 37632941 PMCID: PMC10335121 DOI: 10.2196/44405] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/17/2022] [Revised: 05/29/2023] [Accepted: 05/31/2023] [Indexed: 08/28/2023] Open
Abstract
BACKGROUND Wide-ranging patient recruitment not restricted to the location of the investigator will provide a better representation of the patient population in clinical studies. OBJECTIVE Our goal was to assess the feasibility of a broad web-based recruitment strategy in an 8-week observational study of 500 study participants with psoriasis and healthy controls from locations remote from the investigator and to assess the cost associated with each participant. METHODS A decentralized team in Denmark recruited patients with psoriasis and healthy controls using Google and Facebook advertisements and posts to Facebook groups. All individuals were screened via the internet, and patients diagnosed with psoriasis were included. Questionnaires regarding itch and sleep were completed by both groups at inclusion, week 4, and week 8. RESULTS During a 2-week recruitment period, 12,887 unique advertisement views were registered, and 839 participants were enrolled, of which 507 completed the study (220 with psoriasis and 287 healthy controls) with a retention rate of 60.4%. Participants were recruited from 11 different countries on 4 separate continents, mainly from the United States, Canada, and the United Kingdom. The recruitment rate was 59.9 participants per day, and the conversion rate was 57.2%. Recruitment costs were US $13 per enrolled participant and US $22 per participant completing the study. CONCLUSIONS It is feasible and rapid to recruit a large number of participants from locations different from the investigator and to retain patients in an observational study with no visits to a clinical site at low costs.
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Affiliation(s)
- Zacharias Duus Holm
- Studies&Me A/S, Copenhagen, Denmark
- Department of Dermato-Venereology and Wound Healing Centre, Copenhagen University Hospital Bispebjerg, Copenhagen, Denmark
| | | | - Simon Francis Thomsen
- Department of Dermato-Venereology and Wound Healing Centre, Copenhagen University Hospital Bispebjerg, Copenhagen, Denmark
| | | | | | - Zarqa Ali
- Department of Dermato-Venereology and Wound Healing Centre, Copenhagen University Hospital Bispebjerg, Copenhagen, Denmark
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9
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Zhang Y, Pratap A, Folarin AA, Sun S, Cummins N, Matcham F, Vairavan S, Dineley J, Ranjan Y, Rashid Z, Conde P, Stewart C, White KM, Oetzmann C, Ivan A, Lamers F, Siddi S, Rambla CH, Simblett S, Nica R, Mohr DC, Myin-Germeys I, Wykes T, Haro JM, Penninx BWJH, Annas P, Narayan VA, Hotopf M, Dobson RJB. Long-term participant retention and engagement patterns in an app and wearable-based multinational remote digital depression study. NPJ Digit Med 2023; 6:25. [PMID: 36806317 PMCID: PMC9938183 DOI: 10.1038/s41746-023-00749-3] [Citation(s) in RCA: 14] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/27/2022] [Accepted: 01/10/2023] [Indexed: 02/19/2023] Open
Abstract
Recent growth in digital technologies has enabled the recruitment and monitoring of large and diverse populations in remote health studies. However, the generalizability of inference drawn from remotely collected health data could be severely impacted by uneven participant engagement and attrition over the course of the study. We report findings on long-term participant retention and engagement patterns in a large multinational observational digital study for depression containing active (surveys) and passive sensor data collected via Android smartphones, and Fitbit devices from 614 participants for up to 2 years. Majority of participants (67.6%) continued to remain engaged in the study after 43 weeks. Unsupervised clustering of participants' study apps and Fitbit usage data showed 3 distinct engagement subgroups for each data stream. We found: (i) the least engaged group had the highest depression severity (4 PHQ8 points higher) across all data streams; (ii) the least engaged group (completed 4 bi-weekly surveys) took significantly longer to respond to survey notifications (3.8 h more) and were 5 years younger compared to the most engaged group (completed 20 bi-weekly surveys); and (iii) a considerable proportion (44.6%) of the participants who stopped completing surveys after 8 weeks continued to share passive Fitbit data for significantly longer (average 42 weeks). Additionally, multivariate survival models showed participants' age, ownership and brand of smartphones, and recruitment sites to be associated with retention in the study. Together these findings could inform the design of future digital health studies to enable equitable and balanced data collection from diverse populations.
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Affiliation(s)
- Yuezhou Zhang
- Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
| | - Abhishek Pratap
- Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK.
- Krembil Center for Neuroinformatics, CAMH, Toronto, ON, Canada.
- University of Toronto, Toronto, ON, Canada.
- University of Washington, Seattle, WA, USA.
- Davos Alzheimer's Collaborative, Geneva, Switzerland.
| | - Amos A Folarin
- Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
- University College London, London, UK
- South London and Maudsley NHS Foundation Trust, London, UK
- Health Data Research UK London, University College London, London, UK
| | - Shaoxiong Sun
- Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
| | - Nicholas Cummins
- Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
| | - Faith Matcham
- Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
- School of Psychology, University of Sussex, Falmer, East Sussex, UK
| | | | - Judith Dineley
- Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
| | - Yatharth Ranjan
- Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
| | - Zulqarnain Rashid
- Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
| | - Pauline Conde
- Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
| | - Callum Stewart
- Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
| | - Katie M White
- Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
| | - Carolin Oetzmann
- Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
| | - Alina Ivan
- Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
| | - Femke Lamers
- Department of Psychiatry and Amsterdam Public Health Research Institute, Amsterdam UMC, Vrije Universiteit, Amsterdam, The Netherlands
| | - Sara Siddi
- Parc Sanitari Sant Joan de Déu, Fundació Sant Joan de Déu, CIBERSAM, Universitat de Barcelona, Barcelona, Spain
| | - Carla Hernández Rambla
- Parc Sanitari Sant Joan de Déu, Fundació Sant Joan de Déu, CIBERSAM, Universitat de Barcelona, Barcelona, Spain
| | - Sara Simblett
- Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
| | - Raluca Nica
- RADAR-CNS Patient Advisory Board, King's College London, London, UK
- The Romanian League for Mental Health, Bucharest, Romania
| | - David C Mohr
- Center for Behavioral Intervention Technologies, Department of Preventative Medicine, Northwestern University, Chicago, IL, USA
| | | | - Til Wykes
- Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
- South London and Maudsley NHS Foundation Trust, London, UK
| | - Josep Maria Haro
- Parc Sanitari Sant Joan de Déu, Fundació Sant Joan de Déu, CIBERSAM, Universitat de Barcelona, Barcelona, Spain
| | - Brenda W J H Penninx
- Department of Psychiatry and Amsterdam Public Health Research Institute, Amsterdam UMC, Vrije Universiteit, Amsterdam, The Netherlands
| | | | - Vaibhav A Narayan
- Davos Alzheimer's Collaborative, Geneva, Switzerland
- Janssen Research and Development, LLC, Titusville, NJ, USA
| | - Matthew Hotopf
- Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
- South London and Maudsley NHS Foundation Trust, London, UK
| | - Richard J B Dobson
- Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK.
- University College London, London, UK.
- South London and Maudsley NHS Foundation Trust, London, UK.
- Health Data Research UK London, University College London, London, UK.
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