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Dickerson SS, George SJ, Ventuneac A, Dharia A, Talal AH. Care Integration for Hepatitis C Virus Treatment Through Facilitated Telemedicine Within Opioid Treatment Programs: Qualitative Study. J Med Internet Res 2024; 26:e53049. [PMID: 38865703 PMCID: PMC11208831 DOI: 10.2196/53049] [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: 10/15/2023] [Revised: 01/28/2024] [Accepted: 04/29/2024] [Indexed: 06/14/2024] Open
Abstract
BACKGROUND Telemedicine has the potential to remove geographic and temporal obstacles to health care access. Whether and how telemedicine can increase health care access for underserved populations remains an open question. To address this issue, we integrated facilitated telemedicine encounters for the management of hepatitis C virus (HCV), a highly prevalent condition among people with opioid use disorder (OUD), into opioid treatment programs (OTPs). In New York State, OTPs are methadone-dispensing centers that provide patient-centered, evidence-based treatment for OUD. We investigated the integration and impact of facilitated telemedicine into OTP workflows in these settings. OBJECTIVE This study aims to understand OTP staff experiences with integrating facilitated telemedicine for HCV treatment into OTPs, including best practices and lessons learned. METHODS We conducted semistructured interviews with 45 OTP staff members (13 clinical, 12 administrative, 6 physicians, and 14 support staff members) at least one year after the implementation of facilitated telemedicine for HCV management. We used hermeneutic phenomenological analysis to understand OTP staff experiences. RESULTS We identified 4 overarching themes illustrating the successful integration of facilitated telemedicine for HCV care into OTPs. First, integration requires an understanding of the challenges, goals, and values of the OTP. As OTP staff learned about new, highly effective HCV therapies, they valued an HCV cure as a "win" for their patients and were excited about the potential to eliminate a highly prevalent infectious disease. Second, the integration of facilitated telemedicine into OTPs fosters social support and reinforces relationships between patients and OTP staff. OTP staff appreciated the ability to have "eyes on" patients during telemedicine encounters to assess body language, a necessary component of OUD management. Third, participants described high levels of interprofessional collaboration as a care team that included the blurring of lines between disciplines working toward a common goal of improving patient care. Study case managers were integrated into OTP workflows and established communication channels to improve patient outcomes. Fourth, administrators endorsed the sustained and future expansion of facilitated telemedicine to address comorbidities. CONCLUSIONS OTP staff were highly enthusiastic about facilitated telemedicine for an underserved population. They described high levels of collaboration and integration comparable to relevant integrative frameworks. When situated within OTPs, facilitated telemedicine is a high-value application of telemedicine that provides support for underserved populations necessary for high-quality health care. These experiences support sustaining and scaling facilitated telemedicine in comparable settings and evaluating its ability to address other comorbidities. TRIAL REGISTRATION ClinicalTrials.gov NCT02933970; https://clinicaltrials.gov/study/NCT02933970.
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Affiliation(s)
- Suzanne S Dickerson
- Division of Tenured and Tenure-track Faculty Development, School of Nursing, University at Buffalo, State University of New York, Buffalo, NY, United States
| | - Saliyah J George
- Division of Liver Diseases, Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, United States
| | - Ana Ventuneac
- START Treatment & Recovery Centers, Brooklyn, NY, United States
| | - Arpan Dharia
- Division of Gastroenterology, Hepatology and Nutrition, Jacobs School of Medicine and Biomedical Sciences, University at Buffalo, State University of New York, Buffalo, NY, United States
| | - Andrew H Talal
- Division of Gastroenterology, Hepatology and Nutrition, Jacobs School of Medicine and Biomedical Sciences, University at Buffalo, State University of New York, Buffalo, NY, United States
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Talal AH, Markatou M, Liu A, Perumalswami PV, Dinani AM, Tobin JN, Brown LS. Integrated Hepatitis C-Opioid Use Disorder Care Through Facilitated Telemedicine: A Randomized Trial. JAMA 2024; 331:1369-1378. [PMID: 38568601 PMCID: PMC10993166 DOI: 10.1001/jama.2024.2452] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/11/2023] [Accepted: 02/13/2024] [Indexed: 04/06/2024]
Abstract
Importance Facilitated telemedicine may promote hepatitis C virus elimination by mitigating geographic and temporal barriers. Objective To compare sustained virologic responses for hepatitis C virus among persons with opioid use disorder treated through facilitated telemedicine integrated into opioid treatment programs compared with off-site hepatitis specialist referral. Design, Setting, and Participants Prospective, cluster randomized clinical trial using a stepped wedge design. Twelve programs throughout New York State included hepatitis C-infected participants (n = 602) enrolled between March 1, 2017, and February 29, 2020. Data were analyzed from December 1, 2022, through September 1, 2023. Intervention Hepatitis C treatment with direct-acting antivirals through comanagement with a hepatitis specialist either through facilitated telemedicine integrated into opioid treatment programs (n = 290) or standard-of-care off-site referral (n = 312). Main Outcomes and Measures The primary outcome was hepatitis C virus cure. Twelve programs began with off-site referral, and every 9 months, 4 randomly selected sites transitioned to facilitated telemedicine during 3 steps without participant crossover. Participants completed 2-year follow-up for reinfection assessment. Inclusion criteria required 6-month enrollment in opioid treatment and insurance coverage of hepatitis C medications. Generalized linear mixed-effects models were used to test for the intervention effect, adjusted for time, clustering, and effect modification in individual-based intention-to-treat analysis. Results Among 602 participants, 369 were male (61.3%); 296 (49.2%) were American Indian or Alaska Native, Asian, Black or African American, multiracial, or other (ie, no race category was selected, with race data collected according to the 5 standard National Institutes of Health categories); and 306 (50.8%) were White. The mean (SD) age of the enrolled participants in the telemedicine group was 47.1 (13.1) years; that of the referral group was 48.9 (12.8) years. In telemedicine, 268 of 290 participants (92.4%) initiated treatment compared with 126 of 312 participants (40.4%) in referral. Intention-to-treat cure percentages were 90.3% (262 of 290) in telemedicine and 39.4% (123 of 312) in referral, with an estimated logarithmic odds ratio of the study group effect of 2.9 (95% CI, 2.0-3.5; P < .001) with no effect modification. Observed cure percentages were 246 of 290 participants (84.8%) in telemedicine vs 106 of 312 participants (34.0%) in referral. Subgroup effects were not significant, including fibrosis stage, urban or rural participant residence location, or mental health (anxiety or depression) comorbid conditions. Illicit drug use decreased significantly (referral: 95% CI, 1.2-4.8; P = .001; telemedicine: 95% CI, 0.3-1.0; P < .001) among cured participants. Minimal reinfections (n = 13) occurred, with hepatitis C virus reinfection incidence of 2.5 per 100 person-years. Participants in both groups rated health care delivery satisfaction as high or very high. Conclusions and Relevance Opioid treatment program-integrated facilitated telemedicine resulted in significantly higher hepatitis C virus cure rates compared with off-site referral, with high participant satisfaction. Illicit drug use declined significantly among cured participants with minimal reinfections. Trial Registration ClinicalTrials.gov Identifier: NCT02933970.
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Affiliation(s)
- Andrew H. Talal
- Division of Gastroenterology, Hepatology, and Nutrition, Jacobs School of Medicine and Biomedical Sciences, University at Buffalo, Buffalo, New York
| | | | - Anran Liu
- Department of Biostatistics, University at Buffalo, Buffalo, New York
| | - Ponni V. Perumalswami
- Division of Liver Diseases, Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, New York
- Division of Gastroenterology and Hepatology, University of Michigan, Ann Arbor
| | - Amreen M. Dinani
- Division of Liver Diseases, Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, New York
| | - Jonathan N. Tobin
- Clinical Directors Network, Inc (CDN), New York, New York
- The Rockefeller University Center for Clinical and Translational Science, New York, New York
| | - Lawrence S. Brown
- START Treatment & Recovery Centers, Brooklyn, New York
- Weill Cornell Medicine, New York, New York
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Talal AH, Jaanimägi U, Dharia A, Dickerson SS. Facilitated telemedicine for hepatitis C virus: Addressing challenges for improving health and life for people with opioid use disorder. Health Expect 2023; 26:2594-2607. [PMID: 37641398 PMCID: PMC10632612 DOI: 10.1111/hex.13854] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/13/2022] [Revised: 08/07/2023] [Accepted: 08/08/2023] [Indexed: 08/31/2023] Open
Abstract
BACKGROUND People who use drugs (PWUD) frequently delay or avoid obtaining medical care in traditional healthcare settings. Through a randomized controlled trial, we investigated facilitated telemedicine for hepatitis C virus (HCV) integrated into opioid treatment programmes. We sought to understand the experiences and meanings of facilitated telemedicine and an HCV cure among PWUD. METHODS We utilized purposive sampling to interview 25 participants, 6-40 months after achieving an HCV cure. We interpreted and explicated common meanings of participants' experiences of an HCV cure obtained through facilitated telemedicine. RESULTS Participants embraced facilitated telemedicine integrated into opioid treatment programmes as patient-centred care delivered in 'safe spaces' (Theme 1). Participants elucidated their experiences of substance use and HCV while committing to treatment for both entities. Facilitated telemedicine integrated into opioid treatment programmes enabled participants to avoid stigma encountered in conventional healthcare settings (Theme 2). Participants conveyed facing negative perceptions of HCV and substance use disorder. Improved self-awareness, acquired through HCV and substance use treatment, enabled participants to develop strategies to address shame and stigma (Theme 3). An HCV cure, considered by PWUD as a victory over a lethal infectious disease, promotes self-confidence, enabling participants to improve their health and lives (Theme 4). CONCLUSIONS Integrating facilitated telemedicine into opioid treatment programmes addresses several healthcare barriers for PWUD. Similarly, obtaining an HCV cure increases their self-confidence, permissive to positive lifestyle changes and mitigating the negative consequences of substance use. PATIENT AND PUBLIC CONTRIBUTION In this study of patient involvement, we interviewed patient-participants to understand the meaning of an HCV cure through facilitated telemedicine. Participants from a facilitated telemedicine pilot study provided essential input on the design and outcomes of a randomized controlled trial. Pilot study participants endorsed facilitated telemedicine in a testimonial video. They attended site initiation meetings to guide trial implementation. A Patient Advisory Committee (PAC) ensured that patient participants were active members of the research team. The PAC represented patients' voices through feedback on study procedures. A Sustainability Committee supported public involvement in the research process, including educational opportunities, feedback on implementation, and future sustainability considerations.
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Affiliation(s)
- Andrew H. Talal
- Department of MedicineJacobs School of Medicine, Division of Gastroenterology, Hepatology, and Nutrition, University at BuffaloBuffaloNew YorkUSA
| | - Urmo Jaanimägi
- Department of MedicineJacobs School of Medicine, Division of Gastroenterology, Hepatology, and Nutrition, University at BuffaloBuffaloNew YorkUSA
| | - Arpan Dharia
- Department of MedicineJacobs School of Medicine, Division of Gastroenterology, Hepatology, and Nutrition, University at BuffaloBuffaloNew YorkUSA
| | - Suzanne S. Dickerson
- School of Nursing, Division of Biobehavioral Health and Clinical Sciences, University at BuffaloBuffaloNew YorkUSA
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Ventuneac A, Dickerson SS, Dharia A, George SJ, Talal AH. Scaling and Sustaining Facilitated Telemedicine to Expand Treatment Access Among Underserved Populations: A Qualitative Study. Telemed J E Health 2023; 29:1862-1869. [PMID: 37252770 DOI: 10.1089/tmj.2022.0534] [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] [Indexed: 05/31/2023] Open
Abstract
Background: Opioid treatment programs are an essential component of the management of opioid use disorder (OUD). They have also been proposed as "medical homes" to expand health care access for underserved populations. We utilized telemedicine as a method to increase access for hepatitis C virus (HCV) care among people with OUD. Methods: We interviewed 30 staff and 15 administrators regarding the integration of facilitated telemedicine for HCV into opioid treatment programs. Participants provided feedback and insight for sustaining and scaling facilitated telemedicine for people with OUD. We utilized hermeneutic phenomenology to develop themes related to telemedicine sustainability in opioid treatment programs. Results: Three themes emerged on sustaining the facilitated telemedicine model: (1) Telemedicine as a Technical Innovation in Opioid Treatment Programs, (2) Technology Transcending Space and Time, and (3) COVID-19 Disrupting the Status Quo. Participants identified skilled staff, ongoing training, technology infrastructure and support, and an effective marketing campaign as key to maintaining the facilitated telemedicine model. Participants highlighted the study-supported case manager's role in managing the technology to transcend temporal and geographical challenges for HCV treatment access for people with OUD. COVID-19 fueled changes in health care delivery, including facilitated telemedicine, to expand the opioid treatment program's mission as a medical home for people with OUD. Conclusions: Opioid treatment programs can sustain facilitated telemedicine to increase health care access for underserved populations. COVID-19-induced disruptions promoted innovation and policy changes recognizing telemedicine's role in expanding health care access to underserved populations. ClinicalTrials.gov Identifier: NCT02933970.
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Affiliation(s)
- Ana Ventuneac
- START Treatment & Recovery Centers, Brooklyn, New York, USA
| | - Suzanne S Dickerson
- Division of Biobehavioral Health & Clinical Sciences, School of Nursing, University at Buffalo, Buffalo, New York, USA
| | - Arpan Dharia
- Division of Gastroenterology, Hepatology, and Nutrition, Department of Medicine, Jacobs School of Medicine and Biomedical Sciences, University at Buffalo, Buffalo, New York, USA
| | - Saliyah J George
- Division of Liver Diseases, Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Andrew H Talal
- Division of Gastroenterology, Hepatology, and Nutrition, Department of Medicine, Jacobs School of Medicine and Biomedical Sciences, University at Buffalo, Buffalo, New York, USA
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Komro KA, D'Amico EJ, Dickerson DL, Skinner JR, Johnson CL, Kominsky TK, Etz K. Culturally Responsive Opioid and Other Drug Prevention for American Indian/Alaska Native People: a Comparison of Reservation- and Urban-Based Approaches. PREVENTION SCIENCE : THE OFFICIAL JOURNAL OF THE SOCIETY FOR PREVENTION RESEARCH 2023; 24:88-98. [PMID: 35750937 PMCID: PMC9244356 DOI: 10.1007/s11121-022-01396-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 06/06/2022] [Indexed: 11/24/2022]
Abstract
There are few substance use treatment and prevention programs for AI/AN people that integrate culturally based practices with evidence-based treatment and prevention. The National Institutes of Health's (NIH's) Helping to End Addiction Long-term (HEAL) Prevention Cooperative supports two projects focused on AI/AN populations. One focuses on youth ages 15 to 20 years living within the Cherokee Nation reservation, a multicultural rural area in northeastern Oklahoma, and the second focuses on emerging adults ages 18 to 25 years living in diverse urban areas. We provide a brief overview of the two prevention trials and a case comparison across approaches using the framework of promising practices for intervention science with Indigenous communities (Whitesell et al., 2020) related to (1) integration of Indigenous and academic perspectives to respond to community needs, (2) community partnership and engagement, (3) alignment with Indigenous cultural values and practices, (4) capacity building and empowerment, (5) implementation within complex cultural contexts, and (6) tribal oversight. Overall, these two projects highlight the importance of long-standing relationships with community partners, engaging the community at all levels to ensure that programming is culturally and developmentally appropriate, and having tribal and elder oversight. These practices are key to establishing trust and building confidence in research in these communities and ensuring that research can benefit AI/AN people. These studies showcase how strong partnerships can advance health and support the conduct of rigorous science to help pinpoint optimal health solutions by identifying efficacious, culturally grounded intervention strategies. Although the sovereign status of tribes demands this type of partnership, this research serves as a model for all community research that has a goal of improving health.
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Affiliation(s)
- Kelli A Komro
- Department of Behavioral, Social, and Health Education Sciences, Rollins School of Public Health, Emory University, Atlanta, GA, USA.
| | | | - Daniel L Dickerson
- Integrated Substance Abuse Programs (ISAP), University of California Los Angeles, Los Angeles, CA, USA
| | | | | | | | - Kathy Etz
- Epidemiology Research Branch, National Institute On Drug Abuse, North Bethesda, USA
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Talal AH, George SJ, Talal LA, Dharia A, Ventuneac A, Baciewicz G, Perumalswami PV, Dickerson SS. Engaging people who use drugs in clinical research: integrating facilitated telemedicine for HCV into substance use treatment. RESEARCH INVOLVEMENT AND ENGAGEMENT 2023; 9:63. [PMID: 37533127 PMCID: PMC10399008 DOI: 10.1186/s40900-023-00474-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/28/2023] [Accepted: 07/20/2023] [Indexed: 08/04/2023]
Abstract
BACKGROUND People who use drugs (PWUD) have difficulty participating in clinical research. We evaluated approaches to engage PWUD in clinical research, using facilitated telemedicine for hepatitis C virus (HCV) care as an example. METHODS We analyzed stakeholder interview transcripts and study-related data (i.e., progress reports, meeting minutes) from interrelated studies to understand engagement experiences at the patient, site, and organizational levels. Stakeholders include patient-participants, opioid treatment program (OTP) staff and administrators, and research team members involved in HCV management through facilitated telemedicine integrated into OTPs. RESULTS Three themes emerged. Initially, the research team sought understanding of the unique culture and community of each OTP (Theme 1). The team built trusting relationships through education, communication, and feedback (Theme 2). Finally, the research team enhanced collaborative care and incorporated the patients' voice to improve health outcomes (Theme 3). Patient-participants and OTP staff endorsed the integrated HCV care approach. Engagement practices are summarized as the CREATE framework (C = culture, R = respect, E = educate, A = advantage, T = trust, E = endorse). CONCLUSIONS PWUD engagement in clinical research is maximized by building trusting relationships with open communication channels. Understanding the community, demonstrating respect, and augmenting knowledge are foundational for engaging PWUD in clinical research. These practices are transferable to engagement of PWUD in clinical research broadly.
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Affiliation(s)
- Andrew H Talal
- Division of Gastroenterology, Hepatology, and Nutrition, Department of Medicine, University at Buffalo, State University of New York, 875 Ellicott Street, Suite 6090, Buffalo, NY, 14203, USA.
| | - Saliyah J George
- Division of Liver Diseases, Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | | | - Arpan Dharia
- Division of Gastroenterology, Hepatology, and Nutrition, Department of Medicine, University at Buffalo, State University of New York, 875 Ellicott Street, Suite 6090, Buffalo, NY, 14203, USA
| | - Ana Ventuneac
- START Treatment and Recovery Centers, Brooklyn, NY, USA
| | | | - Ponni V Perumalswami
- Division of Liver Diseases, Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Suzanne S Dickerson
- Division of Biobehavioral Health and Clinical Sciences, School of Nursing, University at Buffalo, Buffalo, NY, USA
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Talal AH, Sofikitou EM, Wang K, Dickerson S, Jaanimägi U, Markatou M. High Satisfaction with Patient-Centered Telemedicine for Hepatitis C Virus Delivered to Substance Users: A Mixed-Methods Study. Telemed J E Health 2023; 29:395-407. [PMID: 35925809 PMCID: PMC10024261 DOI: 10.1089/tmj.2022.0189] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
Background: While telemedicine may increase health care access for vulnerable populations, data are limited on whether people with opioid use disorder (PWOUD) are satisfied with telemedicine. We assessed PWOUD satisfaction with telemedicine and identified factors that increase telemedicine satisfaction. Methods: We conducted a mixed-methods study among hepatitis C virus (HCV)-infected persons enrolled at 12 opioid treatment programs (OTPs) throughout New York State. Participants successfully completed HCV treatment either through telemedicine integrated into OTPs (N = 238) or through offsite referral (N = 106). We evaluated Patient Satisfaction Questionnaire (PSQ) response scores at the initial and final health care encounters and subsequently interviewed telemedicine study participants (N = 25) to assess their experiences with telemedicine. Results: All participants (N = 344) successfully completed HCV treatment. We observed no differences in PSQ scores between telemedicine and in-person encounters (98.3% and 98.7% of telemedicine participants provided PSQ scores of satisfied or highly satisfied at each timepoint, respectively). Study participants indicated that attributes associated with high telemedicine encounter satisfaction included: (1) communicating study information, (2) gaining trust, and (3) delivering patient-centered care. Participants weighted "General Satisfaction" and "Time Spent with Doctor" higher than "Accessibility and Convenience," and female participants were significantly more satisfied than males. Satisfaction with health care delivery among all participants increased significantly comparing timepoints. Conclusions: Participants were highly satisfied with HCV telemedicine encounters equivalent to in-person encounters. Communication augments trust facilitating delivery of patient-centered care through telemedicine. Participants value empathy and trust with providers over accessibility and convenience. In summary, PWOUD are highly satisfied with the facilitated telemedicine model and value empathetic and trusting providers. ClinicalTrials.gov Identifier: NCT02933970.
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Affiliation(s)
- Andrew H. Talal
- Division of Gastroenterology, Hepatology, and Nutrition, Department of Medicine, University at Buffalo, Buffalo, New York, USA
- Address correspondence to: Andrew H. Talal, MD, MPH, Division of Gastroenterology, Hepatology, and Nutrition, Department of Medicine, University at Buffalo, State University of New York, 875 Ellicott Street, Suite 6090, Buffalo, NY 14203, USA
| | - Elisavet M. Sofikitou
- Department of Biostatistics, School of Public Health and Health Professions, University at Buffalo, Buffalo, New York, USA
| | - Kejia Wang
- Department of Biostatistics, School of Public Health and Health Professions, University at Buffalo, Buffalo, New York, USA
| | - Suzanne Dickerson
- Division of Biobehavioral Health and Clinical Sciences, School of Nursing, University at Buffalo, Buffalo, New York, USA
| | - Urmo Jaanimägi
- Division of Gastroenterology, Hepatology, and Nutrition, Department of Medicine, University at Buffalo, Buffalo, New York, USA
| | - Marianthi Markatou
- Department of Biostatistics, School of Public Health and Health Professions, University at Buffalo, Buffalo, New York, USA
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Markatou M, Kennedy O, Brachmann M, Mukhopadhyay R, Dharia A, Talal AH. Social determinants of health derived from people with opioid use disorder: Improving data collection, integration and use with cross-domain collaboration and reproducible, data-centric, notebook-style workflows. Front Med (Lausanne) 2023; 10:1076794. [PMID: 36936205 PMCID: PMC10017859 DOI: 10.3389/fmed.2023.1076794] [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: 10/22/2022] [Accepted: 01/30/2023] [Indexed: 03/06/2023] Open
Abstract
Deriving social determinants of health from underserved populations is an important step in the process of improving the well-being of these populations and in driving policy improvements to facilitate positive change in health outcomes. Collection, integration, and effective use of clinical data for this purpose presents a variety of specific challenges. We assert that combining expertise from three distinct domains, specifically, medical, statistical, and computer and data science can be applied along with provenance-aware, self-documenting workflow tools. This combination permits data integration and facilitates the creation of reproducible workflows and usable (reproducible) results from the sensitive and disparate sources of clinical data that exist for underserved populations.
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Affiliation(s)
- Marianthi Markatou
- Department of Biostatistics (CDSE Program), University at Buffalo, Buffalo, NY, United States
- Department of Medicine, Jacobs School of Medicine and Biomedical Sciences, University at Buffalo, Buffalo, NY, United States
- *Correspondence: Marianthi Markatou
| | - Oliver Kennedy
- Department of Computer Science and Engineering, University at Buffalo, Buffalo, NY, United States
- Breadcrumb Analytics, Buffalo, NY, United States
| | | | - Raktim Mukhopadhyay
- Department of Biostatistics (CDSE Program), University at Buffalo, Buffalo, NY, United States
| | - Arpan Dharia
- Division of Gastroenterology, Hepatology and Nutrition, Jacobs School of Medicine and Biomedical Sciences, University at Buffalo, Buffalo, NY, United States
| | - Andrew H. Talal
- Division of Gastroenterology, Hepatology and Nutrition, Jacobs School of Medicine and Biomedical Sciences, University at Buffalo, Buffalo, NY, United States
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