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Pöstyéni E, Gábriel R, Kovács-Valasek A. Poly (ADP-Ribose) Polymerase-1 (PARP-1) Inhibitors in Diabetic Retinopathy: An Attractive but Elusive Choice for Drug Development. Pharmaceutics 2024; 16:1320. [PMID: 39458649 PMCID: PMC11510672 DOI: 10.3390/pharmaceutics16101320] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/09/2024] [Revised: 10/03/2024] [Accepted: 10/08/2024] [Indexed: 10/28/2024] Open
Abstract
Owing to its promiscuous roles, poly (ADP-ribose) polymerase-1 (PARP-1) is involved in various neurological disorders including several retinal pathologies. Diabetic retinopathy (DR) is the most common microvascular complication of diabetes mellitus affecting the retina. In the present review, we highlight the importance of PARP-1 participation in pathophysiology of DR and discuss promising potential inhibitors for treatment. A high glucose level enhances PARP-1 expression; PARP inhibitors have gained attention due to their potential therapeutic effects in DR. They target different checkpoints (blocking nuclear transcription factor (NF-κB) activation; oxidative stress protection, influence on vascular endothelial growth factor (VEGF) expression, impacting neovascularization). Nowadays, there are several improved clinical PARP-1 inhibitors with different allosteric effects. Combining PARP-1 inhibitors with other compounds is another promising option in DR treatments. Besides pharmacological inhibition, genetic disruption of the PARP-1 gene is another approach in PARP-1-initiated therapies. In terms of future treatments, the limitations of single-target approaches shift the focus onto combined therapies. We emphasize the importance of multi-targeted therapies, which could be effective not only in DR, but also in other ischemic conditions.
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Affiliation(s)
- Etelka Pöstyéni
- Department of Experimental Zoology and Neurobiology, University of Pécs, Ifjúság útja 6, 7624 Pécs, Hungary; (E.P.); (A.K.-V.)
| | - Róbert Gábriel
- Department of Experimental Zoology and Neurobiology, University of Pécs, Ifjúság útja 6, 7624 Pécs, Hungary; (E.P.); (A.K.-V.)
| | - Andrea Kovács-Valasek
- Department of Experimental Zoology and Neurobiology, University of Pécs, Ifjúság útja 6, 7624 Pécs, Hungary; (E.P.); (A.K.-V.)
- János Szentágothai Research Centre, Ifjúság útja 20, 7624 Pécs, Hungary
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Woodward MA, Hicks PM, Harris-Nwanyanwu K, Modjtahedi B, Chan RVP, Vogt EL, Lu MC, Newman-Casey PA. Eye Care in Federally Qualified Health Centers. Ophthalmology 2024; 131:1225-1233. [PMID: 38697267 PMCID: PMC11416322 DOI: 10.1016/j.ophtha.2024.04.019] [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: 02/06/2024] [Revised: 04/08/2024] [Accepted: 04/23/2024] [Indexed: 05/04/2024] Open
Abstract
PURPOSE To assess changes in vision care availability at Federally Qualified Health Centers (FQHCs) between 2017 and 2021 and whether neighborhood-level demographic social risk factors (SRFs) associated with eye care services provided by FQHCs. DESIGN Secondary data analysis of the Health Resources and Services Administration (HRSA) data and 2017-2021 American Community Survey (ACS). PARTICIPANTS Federally Qualified Health Centers. METHODS Patient and neighborhood characteristics for SRFs were summarized. Differences in FQHCs providing and not providing vision care were compared via Wilcoxon-Mann-Whitney tests for continuous measures and chi-square tests for categorical measures. Logistic regression models were used to test the associations between neighborhood measures and FQHCs providing vision care, adjusted for patient characteristics. MAIN OUTCOME MEASURES Odds ratios (ORs) with 95% confidence intervals (CIs) for neighborhood-level predictors of FQHCs providing vision care services. RESULTS Overall, 28.5% of FQHCs (n = 375/1318) provided vision care in 2017 versus 32% (n = 435/1362) in 2021 with some increases and decreases in both the number of FQHCs and those with and without vision services. Only 2.6% of people who accessed FQHC services received eye care in 2021. Among the 435 FQHCs that provided vision care in 2021, 27.1% (n = 118) had added vision services between 2017 and 2021, 71.5% (n = 311) had been offering vision services since at least 2017, and 1.4% (n = 6) were newly established. FQHCs providing vision care in 2021 were more likely to be in neighborhoods with a higher percentage of Hispanic/Latino individuals (OR, 1.08, 95% CI, 1.02-1.14, P = 0.0094), Medicaid-insured individuals (OR, 1.08, 95% CI, 1.02-1.14, P = 0.0120), and no car households (OR, 1.07, 95% CI, 1.01-1.13, P = 0.0142). However, FQHCs with vision care, compared to FQHCs without vision care, served a lower percentage of Hispanic/Latino individuals (27.2% vs. 33.9%, P = 0.0007), Medicaid-insured patients (42.8% vs. 46.8%, P < 0.0001), and patients living at or below 100% of the federal poverty line (61.3% vs. 66.3%, P < 0.0001). CONCLUSIONS Vision care services are available at a few FQHCs, localized to a few states. Expanding eye care access at FQHCs would meet patients where they seek care to mitigate vision loss to underserved communities. FINANCIAL DISCLOSURE(S) Proprietary or commercial disclosure may be found after the references.
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Affiliation(s)
- Maria A Woodward
- Department of Ophthalmology and Visual Sciences, University of Michigan, Ann Arbor, Michigan; Institute for Healthcare Policy and Innovation, University of Michigan, Ann Arbor, Michigan.
| | - Patrice M Hicks
- Department of Ophthalmology and Visual Sciences, University of Michigan, Ann Arbor, Michigan
| | | | - Bobeck Modjtahedi
- Department of Research and Evaluation, Southern California Permanente Medical Group, Pasadena, California; Department of Clinical Science, Kaiser Permanente Bernard J. Tyson School of Medicine, Pasadena, California; Eye Monitoring Center, Kaiser Permanente Southern California, Baldwin Park, California
| | - R V Paul Chan
- Department of Ophthalmology and Visual Sciences, Illinois Eye and Ear Infirmary, University of Illinois at Chicago, Chicago, Illinois
| | - Emily L Vogt
- Department of Ophthalmology and Visual Sciences, University of Michigan, Ann Arbor, Michigan
| | - Ming-Chen Lu
- Department of Ophthalmology and Visual Sciences, University of Michigan, Ann Arbor, Michigan
| | - Paula Anne Newman-Casey
- Department of Ophthalmology and Visual Sciences, University of Michigan, Ann Arbor, Michigan; Institute for Healthcare Policy and Innovation, University of Michigan, Ann Arbor, Michigan
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Yadlapalli N, Hollinger R, Berzack S, Spies D, Patel A, Sridhar J. Potential Gaps in Eye Care Based on Evaluation of Federally Qualified Health Centers. JAMA Ophthalmol 2024:2823818. [PMID: 39298148 PMCID: PMC11413758 DOI: 10.1001/jamaophthalmol.2024.3569] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/02/2024] [Accepted: 07/11/2024] [Indexed: 09/25/2024]
Abstract
Importance Federally qualified health centers (FQHCs) are federally funded community health clinics that provide comprehensive care to underserved populations, making them potential opportunities to offer eye care and address unmet health care needs. Evaluating the presence of eye care services at FQHCs in Florida is important in understanding and addressing possible gaps in care for the state's large uninsured and underserved populations. Objective To determine whether FQHCs in Florida are currently offering eye care services, where they are available, what services are being offered, and who provides them. Design, Setting, and Participants This study used a cross-sectional design conducted within 1 year (from November 2023 to February 2024). FQHCs listed in the US Health Resources and Services Administration database were contacted by telephone to inquire about the presence of eye care services. The FQHCs were located in both urban and rural areas in Florida to assess accessibility of eye care services in the state. School-based health centers and nonophthalmic specialty care health centers were excluded. A total of 437 FQHCs were included. Main Outcomes and Measures Primary outcomes included the presence of eye care services, types of services offered, clinician type (optometrists or ophthalmologists), frequency of services, and availability of pediatric services. Results Among 437 FQHCs contacted, only 39 (8.9%) reported offering eye care services. These services primarily included vision examinations, glasses prescriptions, and dilated eye examinations. Optometrists were the primary providers of services at all clinics, with no clinics reporting care by ophthalmologists. The frequency of services varied considerably, ranging from daily to bimonthly. Thirty-seven (94.9%) of the 39 clinics offered pediatric eye care services. Conclusions and Relevance The low prevalence of FQHCs with eye care services and the absence of ophthalmologist-provided care highlight a gap in access to eye care for underserved populations in Florida. These findings support investigations into implementing eye care services and interventions at FQHCs that might enhance access and equity in eye care.
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Affiliation(s)
- Nikhita Yadlapalli
- Florida International University Herbert Wertheim College of Medicine, Miami
| | - Ruby Hollinger
- Florida International University Herbert Wertheim College of Medicine, Miami
| | - Shannan Berzack
- Florida International University Herbert Wertheim College of Medicine, Miami
| | - Daniela Spies
- Florida International University Herbert Wertheim College of Medicine, Miami
| | | | - Jayanth Sridhar
- Olive View Medical Center, University of California, Los Angeles
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Bonilla-Escobar FJ, Eibel MR, Le L, Gallagher DS, Waxman EL. Follow-up in a point-of-care diabetic retinopathy program in Pittsburgh: a non-concurrent retrospective cohort study. BMC Ophthalmol 2024; 24:356. [PMID: 39164678 PMCID: PMC11334608 DOI: 10.1186/s12886-024-03581-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/26/2024] [Accepted: 07/17/2024] [Indexed: 08/22/2024] Open
Abstract
BACKGROUND The Point-of-Care Diabetic Retinopathy Examination Program (POCDREP) was initiated in 2015 at the University of Pittsburgh/UPMC in response to low diabetic retinopathy (DR) examination rates, a condition affecting a quarter of people with diabetes mellitus (PwDM) and leading to blindness. Early detection and treatment are critical with DR prevalence projected to triple by 2050. Approximately, half of PwDM in the U.S. undergo yearly examinations, and there are reported varying follow-up rates with eye care professionals, with limited data on the factors influencing these trends. POCDREP aimed to address screening and follow-up gap, partnering with diverse healthcare entities, including primary care sites, free clinics, and federally qualified health centers. METHODS A non-concurrent retrospective cohort study spanning 2015-2018 examined data using electronic health records of patients who underwent retinal imaging. Imaging was performed using 31 cameras across various settings, with results interpreted by ophthalmologists. Follow-up recommendations were made for cases with vision-threatening DR (VTDR), incidental findings, or indeterminate results. Factors influencing follow-up were analyzed, including demographic, clinical, and imaging-related variables. We assessed the findings at follow-up of patients with indeterminate results. RESULTS Out of 7,733 examinations (6,242 patients), 32.25% were recommended for follow-up. Among these, 5.57% were classified as having VTDR, 14.34% had other ocular findings such as suspected glaucoma and age-related macular degeneration (AMD), and 12.13% were indeterminate. Of those recommended for follow-up, only 30.87% were assessed by eye care within six months. Older age, marriage, and severe DR were associated with higher odds of following up. Almost two thirds (64.35%) of the patients with indeterminate exams were found with a vision-threatening disease at follow-up. CONCLUSION The six-month follow-up rate was found to be suboptimal. Influential factors for follow-up included age, marital status, and the severity of diabetic retinopathy (DR). While the program successfully identified a range of ocular conditions, screening initiatives must extend beyond mere disease detection. Ensuring patient follow-up is crucial to DR preventing programs mission. Recommended strategies to improve follow-up adherence include education, incentives, and personalized interventions. Additional research is necessary to pinpoint modifiable factors that impact adherence and to develop targeted interventions.
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Affiliation(s)
- Francisco J Bonilla-Escobar
- Department of Ophthalmology, University of Pittsburgh, UPMC Vision Institute, Pittsburgh, PA, USA.
- Grupo de Investigación Visión y Salud Ocular, Servicio de Oftalmología, Universidad del Valle, Hospital Universitario del Valle, Cali, Colombia.
- Fundación Somos Ciencia al Servicio de la Comunidad, Fundación SCISCO /, Science to Serve the Community Foundation, SCISCO Foundation, Cali, Colombia.
| | - Maria Regina Eibel
- Department of Ophthalmology, University of Pittsburgh, UPMC Vision Institute, Pittsburgh, PA, USA
| | - Laura Le
- Department of Ophthalmology, University of Pittsburgh, UPMC Vision Institute, Pittsburgh, PA, USA
| | - Denise S Gallagher
- Department of Ophthalmology, University of Pittsburgh, UPMC Vision Institute, Pittsburgh, PA, USA
| | - Evan L Waxman
- Department of Ophthalmology, University of Pittsburgh, UPMC Vision Institute, Pittsburgh, PA, USA
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Maaß L, Angoumis K, Freye M, Pan CC. Mapping Digital Public Health Interventions Among Existing Digital Technologies and Internet-Based Interventions to Maintain and Improve Population Health in Practice: Scoping Review. J Med Internet Res 2024; 26:e53927. [PMID: 39018096 PMCID: PMC11292160 DOI: 10.2196/53927] [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: 10/24/2023] [Revised: 01/31/2024] [Accepted: 05/15/2024] [Indexed: 07/18/2024] Open
Abstract
BACKGROUND The rapid progression and integration of digital technologies into public health have reshaped the global landscape of health care delivery and disease prevention. In pursuit of better population health and health care accessibility, many countries have integrated digital interventions into their health care systems, such as web-based consultations, electronic health records, and telemedicine. Despite the increasing prevalence and relevance of digital technologies in public health and their varying definitions, there has been a shortage of studies examining whether these technologies align with the established definition and core characteristics of digital public health (DiPH) interventions. Hence, the imperative need for a scoping review emerges to explore the breadth of literature dedicated to this subject. OBJECTIVE This scoping review aims to outline DiPH interventions from different implementation stages for health promotion, primary to tertiary prevention, including health care and disease surveillance and monitoring. In addition, we aim to map the reported intervention characteristics, including their technical features and nontechnical elements. METHODS Original studies or reports of DiPH intervention focused on population health were eligible for this review. PubMed, Web of Science, CENTRAL, IEEE Xplore, and the ACM Full-Text Collection were searched for relevant literature (last updated on October 5, 2022). Intervention characteristics of each identified DiPH intervention, such as target groups, level of prevention or health care, digital health functions, intervention types, and public health functions, were extracted and used to map DiPH interventions. MAXQDA 2022.7 (VERBI GmbH) was used for qualitative data analysis of such interventions' technical functions and nontechnical characteristics. RESULTS In total, we identified and screened 15,701 records, of which 1562 (9.94%) full texts were considered relevant and were assessed for eligibility. Finally, we included 185 (11.84%) publications, which reported 179 different DiPH interventions. Our analysis revealed a diverse landscape of interventions, with telemedical services, health apps, and electronic health records as dominant types. These interventions targeted a wide range of populations and settings, demonstrating their adaptability. The analysis highlighted the multifaceted nature of digital interventions, necessitating precise definitions and standardized terminologies for effective collaboration and evaluation. CONCLUSIONS Although this scoping review was able to map characteristics and technical functions among 13 intervention types in DiPH, emerging technologies such as artificial intelligence might have been underrepresented in our study. This review underscores the diversity of DiPH interventions among and within intervention groups. Moreover, it highlights the importance of precise terminology for effective planning and evaluation. This review promotes cross-disciplinary collaboration by emphasizing the need for clear definitions, distinct technological functions, and well-defined use cases. It lays the foundation for international benchmarks and comparability within DiPH systems. Further research is needed to map intervention characteristics in this still-evolving field continuously. TRIAL REGISTRATION PROSPERO CRD42021265562; https://tinyurl.com/43jksb3k. INTERNATIONAL REGISTERED REPORT IDENTIFIER (IRRID) RR2-10.2196/33404.
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Affiliation(s)
- Laura Maaß
- University of Bremen, SOCIUM Research Center on Inequality and Social Policy, Bremen, Germany
- Leibniz ScienceCampus Digital Public Health Bremen, Bremen, Germany
- Digital Health Section, European Public Health Association - EUPHA, Utrecht, Netherlands
| | - Konstantinos Angoumis
- University of Bielefeld, Bielefeld, Germany
- Leibniz Institute for Prevention Research and Epidemiology - BIPS, Bremen, Germany
| | - Merle Freye
- Leibniz ScienceCampus Digital Public Health Bremen, Bremen, Germany
- University of Bremen, Institute for Information, Health and Medical Law - IGMR, Bremen, Germany
| | - Chen-Chia Pan
- Leibniz ScienceCampus Digital Public Health Bremen, Bremen, Germany
- Leibniz Institute for Prevention Research and Epidemiology - BIPS, Bremen, Germany
- University of Bremen, Institute for Public Health and Nursing Research - IPP, Bremen, Germany
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Wiley K, Johnson J, Coleman C, Olson C, Chuo J, McSwain D. Translating Value Across Telehealth Stakeholders: A Rapid Review of Telehealth Measurement Evidence and a New Policy Framework to Guide Telehealth Researchers. Telemed J E Health 2024; 30:1559-1573. [PMID: 38563764 DOI: 10.1089/tmj.2023.0211] [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: 04/04/2024] Open
Abstract
Introduction: The surge in virtual care during the pandemic was accompanied by an increase in telehealth data of interest to policy stakeholders and other health care decision makers. However, these data often require substantial preprocessing and targeted analyses to be usable. By deliberately evaluating telehealth services with stakeholder perspectives in mind, telehealth researchers can more effectively inform clinical and policy decision making. Objective: To examine existing literature on telehealth measurement and evaluation and develop a new policy-oriented framework to guide telehealth researchers. Materials and Methods: A systematic rapid review of literature on telehealth measurement and evaluation was conducted by two independent reviewers in accordance with the Preferred Reporting Items for Systematic Reviews and Meta-Analyses. The findings were analyzed and applied to the Supporting Pediatric Research on Outcomes and Utilization of Telehealth Evaluation and Measurement (STEM) Framework through the lens of key health care delivery decision makers to create a STEM Policy Framework Results: An initial search yielded 2,324 peer-reviewed articles and gray literatyre from 2012 to 2022, of which 56 met inclusion criteria. These measured and evaluated telehealth access (41.5%), quality (32.1%), cost (15.1%), experience (5.7%), and utilization (5.7%), consistent with the STEM Framework domains, but there was no universal approach. The STEM Policy Framework focuses this literature by describing data measures for each domain from the perspectives of five stakeholders. Conclusions: Literature describing measurement and evaluation approaches for telehealth is limited and not standardized, with few considering policy stakeholder perspectives. With this proposed STEM Policy Framework, we aim to improve this body of literature and support researchers seeking to inform telehealth policy through their work.
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Affiliation(s)
- Kevin Wiley
- Department of Health Care Leadership and Management, Medical University of South Carolina, Charleston, South Carolina, USA
| | - Jada Johnson
- Department of Health Care Leadership and Management, Medical University of South Carolina, Charleston, South Carolina, USA
| | - Christina Coleman
- Department of Pediatrics, UNC School of Medicine, University of North Carolina, Chapel Hill, North Carolina, USA
| | - Christina Olson
- Children's Hospital Colorado, Aurora, Colorado, USA
- Department of Pediatrics, School of Medicine, University of Colorado, Aurora, Colorado, USA
| | - John Chuo
- Children's Hospital of Philadelphia, Philadelphia, Pennsylvania, USA
- Department of Pediatrics, University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania, USA
| | - David McSwain
- Department of Pediatrics, UNC School of Medicine, University of North Carolina, Chapel Hill, North Carolina, USA
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Au A, Bajar BT, Wong BM, Daskivich LP, Hosseini H, Prasad PS. Systemic and ocular outcomes in patients with young-onset type 2 diabetes. J Diabetes Complications 2024; 38:108670. [PMID: 38219336 DOI: 10.1016/j.jdiacomp.2023.108670] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/09/2023] [Revised: 11/03/2023] [Accepted: 12/17/2023] [Indexed: 01/16/2024]
Abstract
PURPOSE To analyze the systemic and ocular outcomes in patients with young-onset type 2 diabetes (YO-DM2) based on grade of presenting diabetic retinopathy (DR). METHODS Retrospective cohort study analysis of empaneled patients with type 2 diabetes <40 years old with retinopathy screening within the Los Angeles Department of Health Services between 01/01/2017-07/01/2021 were included. Patients were stratified based on presenting severity of DR determined on fundus photographs or clinical examination. Patient's systemic co-morbidities and ocular outcomes were then compared across each group. Procedural (e.g. intravitreal injections) and surgical interventions (e.g. pars plana vitrectomy) were documented as performed by the treating physician. RESULTS 2795 patients were screened from 12,456 patients diagnosed with diabetes younger than age 40 (22.4 %). Of these, 1496 patients were diagnosed with type 2 DM. 1084 (72.4 %) of patients presented without DR, 307 (20.5 %) presented with non-proliferative diabetic retinopathy (NPDR), and 105 (7.0 %) of patients presented with proliferative diabetic retinopathy (PDR). Increasing presenting diabetic retinopathy severity was associated with longer duration of diabetes, greater systemic comorbidities (e.g. diabetic foot disease, neuropathy, chronic kidney or end stage renal disease), worse baseline and final visual acuity, and required more procedural and surgical interventions. CONCLUSIONS Worse presenting DR severity in patients young-onset type 2 diabetes was associated with greater comorbid systemic and ocular disease with worse visual acuity outcomes. <1 % of patients without diabetic retinopathy or with mild NPDR were likely to progress to PDR. Diabetic kidney disease was an independent risk factor for developing neovascular glaucoma and retinal detachments. Prompt evaluation and intervention in patients with YO-DM2 may help reduce the associated systemic and ocular morbidity.
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Affiliation(s)
- Adrian Au
- Stein Eye Institute, University of California Los Angeles, Los Angeles, CA, United States of America; Division of Ophthalmology, Harbor-UCLA Medical Center, Torrance, CA, United States of America
| | - Bryce T Bajar
- Stein Eye Institute, University of California Los Angeles, Los Angeles, CA, United States of America
| | - Brittany M Wong
- Stein Eye Institute, University of California Los Angeles, Los Angeles, CA, United States of America
| | - Lauren P Daskivich
- Los Angeles County Department of Health Services, Los Angeles, CA, United States of America
| | - Hamid Hosseini
- Stein Eye Institute, University of California Los Angeles, Los Angeles, CA, United States of America; Division of Ophthalmology, Harbor-UCLA Medical Center, Torrance, CA, United States of America
| | - Pradeep S Prasad
- Stein Eye Institute, University of California Los Angeles, Los Angeles, CA, United States of America; Division of Ophthalmology, Harbor-UCLA Medical Center, Torrance, CA, United States of America.
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Song A, Borkar DS. Advances in Teleophthalmology Screening for Diabetic Retinopathy. Int Ophthalmol Clin 2024; 64:97-113. [PMID: 38146884 DOI: 10.1097/iio.0000000000000505] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/27/2023]
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Chen JS, Lin MC, Yiu G, Thorne C, Kulasa K, Stewart J, Nudleman E, Freeby M, Han MA, Baxter SL. Barriers to Implementation of Teleretinal Diabetic Retinopathy Screening Programs Across the University of California. Telemed J E Health 2023; 29:1810-1818. [PMID: 37256712 PMCID: PMC10714257 DOI: 10.1089/tmj.2022.0489] [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: 11/17/2022] [Revised: 12/17/2022] [Accepted: 12/19/2022] [Indexed: 06/02/2023] Open
Abstract
Aim: To describe barriers to implementation of diabetic retinopathy (DR) teleretinal screening programs and artificial intelligence (AI) integration at the University of California (UC). Methods: Institutional representatives from UC Los Angeles, San Diego, San Francisco, Irvine, and Davis were surveyed for the year of their program's initiation, active status at the time of survey (December 2021), number of primary care clinics involved, screening image quality, types of eye providers, image interpretation turnaround time, and billing codes used. Representatives were asked to rate perceptions toward barriers to teleretinal DR screening and AI implementation using a 5-point Likert scale. Results: Four UC campuses had active DR teleretinal screening programs at the time of survey and screened between 246 and 2,123 patients at 1-6 clinics per campus. Sites reported variation between poor-quality photos (<5% to 15%) and average image interpretation time (1-5 days). Patient education, resource availability, and infrastructural support were identified as barriers to DR teleretinal screening. Cost and integration into existing technology infrastructures were identified as barriers to AI integration in DR screening. Conclusions: Despite the potential to increase access to care, there remain several barriers to widespread implementation of DR teleretinal screening. More research is needed to develop best practices to overcome these barriers.
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Affiliation(s)
- Jimmy S. Chen
- Division of Ophthalmology Informatics and Data Science, Viterbi Family Department of Ophthalmology and Shiley Eye Institute, University of California San Diego, La Jolla, California, USA
| | - Mark C. Lin
- Division of Ophthalmology Informatics and Data Science, Viterbi Family Department of Ophthalmology and Shiley Eye Institute, University of California San Diego, La Jolla, California, USA
| | - Glenn Yiu
- Department of Ophthalmology and Vision Science, University of California Davis Health, Sacramento, California, USA
| | - Christine Thorne
- Department of Family Medicine and Public Health, University of California San Diego, La Jolla, California, USA
| | - Kristen Kulasa
- Department of Endocrinology, University of California San Diego, La Jolla, California, USA
| | - Jay Stewart
- Department of Ophthalmology, University of California, San Francisco, San Francisco, California, USA
- Department of Ophthalmology, Zuckerberg San Francisco General Hospital and Trauma Center, San Francisco, California, USA
| | - Eric Nudleman
- Division of Ophthalmology Informatics and Data Science, Viterbi Family Department of Ophthalmology and Shiley Eye Institute, University of California San Diego, La Jolla, California, USA
| | - Matthew Freeby
- Department of Medicine, University of California Los Angeles, Los Angeles, California, USA
| | - Maria A. Han
- Department of Medicine, University of California Los Angeles, Los Angeles, California, USA
| | - Sally L. Baxter
- Division of Ophthalmology Informatics and Data Science, Viterbi Family Department of Ophthalmology and Shiley Eye Institute, University of California San Diego, La Jolla, California, USA
- Health Department of Biomedical Informatics, University of California San Diego, La Jolla, California, USA
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Padilla Conde T, Robinson L, Vora P, Ware SL, Stromberg A, Bastos de Carvalho A. Effectiveness of telemedicine diabetic retinopathy screening in the USA: a protocol for systematic review and meta-analysis. Syst Rev 2023; 12:48. [PMID: 36927386 PMCID: PMC10018958 DOI: 10.1186/s13643-023-02201-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/16/2021] [Accepted: 02/23/2023] [Indexed: 03/18/2023] Open
Abstract
BACKGROUND Diabetic retinopathy (DR) is the leading cause of vision loss among adults in the USA. Vision loss associated with diabetic retinopathy can be prevented with timely ophthalmologic care, and therefore, it is recommended that individuals with diabetes have annual retinal examinations. There is limited evidence on whether using telemedicine to screen for DR in primary care clinics in the USA effectively leads to increased DR screening rates. The objective of this systematic review is to collate evidence from existing studies to investigate the effectiveness of telemedicine DR screening (TDRS) in primary care clinics on DR screening rates. METHODS Relevant studies will be identified through searching MEDLINE/PubMed interface, Scopus, and Web of Science from their inception until November 2021, as well as searching reference lists of included studies and previous related review articles or systematic reviews. There will be no restrictions on study design. Eligible studies will include subjects with either type 1 or type 2 diabetes, will evaluate telemedicine technology for screening of DR, will have been conducted in the USA, and will report DR screening rates or data necessary for calculating such rates. Two reviewers will screen search results independently. Risk-of-bias assessment and data extraction will be carried out by two reviewers. The version 2 of the Cochrane risk-of-bias tool (RoB 2) and the Newcastle-Ottawa scale (NOS) tool will be used to assess the quality and validity of individual studies. If feasible, we will conduct random-effects meta-analysis where appropriate. If possible, we will conduct subgroup analyses to explore potential heterogeneity sources (setting, socio-economic status, age, ethnicity, study design, outcomes). We will disseminate the findings through publications and relevant networks. DISCUSSION This protocol outlines the methods for systematic review and synthesis of evidence of TDRS and its effect on DR screening rates. The results will be of interest to policy makers and program managers tasked with designing and implementing evidence-based services to prevent and manage diabetes and its complications in similar settings. SYSTEMATIC REVIEW REGISTRATION PROSPERO CRD42021231067.
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Affiliation(s)
- Tania Padilla Conde
- Department of Ophthalmology and Visual Science, University of Kentucky, Lexington, KY, USA
| | - Lauren Robinson
- Medical Center Library, University of Kentucky, Lexington, KY, USA
| | - Paras Vora
- Department of Ophthalmology and Visual Science, University of Kentucky, Lexington, KY, USA
| | - S Lee Ware
- Department of Ophthalmology and Visual Science, University of Kentucky, Lexington, KY, USA
| | - Arnold Stromberg
- Department of Statistics, University of Kentucky, Lexington, KY, USA
| | - Ana Bastos de Carvalho
- Department of Ophthalmology and Visual Science, University of Kentucky, Lexington, KY, USA.
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11
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Song A, Johnson NA, Mirzania D, Ayala AM, Muir KW, Thompson AC. Factors Associated with Ophthalmology Referral and Adherence in a Teleretinal Screening Program: Insights from a Federally Qualified Health Center. Clin Ophthalmol 2022; 16:3019-3031. [PMID: 36119392 PMCID: PMC9480601 DOI: 10.2147/opth.s380629] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/01/2022] [Accepted: 08/29/2022] [Indexed: 11/23/2022] Open
Abstract
Background Early detection of ophthalmic conditions such as diabetic retinopathy (DR) and glaucoma is crucial to preventing vision loss. Previous studies have evaluated teleretinal screening programs for DR in well-insured populations. The purpose of this retrospective study was to evaluate a teleretinal screening program in a population of uninsured and underinsured patients seen in a Federally Qualified Health Center (FQHC). Methods We conducted a retrospective chart review of patients (age ≥18) who underwent teleretinal imaging (TRI) at a FQHC between January 2015 and September 2019. TRI gradings and patient demographic and clinical information were abstracted. Factors associated with referral for a dilated eye exam by an ophthalmologist, adherence to recommended follow-up dilated eye exam, and ophthalmology visit attendance were examined. Results 3130 TRIs were graded in 2216 eyes (1107 patients). 65.2% (N = 722) self-identified as Hispanic and 56.3% (N = 623) required interpreter services. Follow-up dilated fundus examination (DFE) was recommended for 388 TRIs, 49% (N = 190) of which were completed within 1 year. Adherence to the recommended ophthalmology exam was not associated with any baseline clinical or demographic characteristics (p > 0.05). Older age, male sex, hypertension, proteinuria, and higher A1c were significantly associated with greater odds of ophthalmology referral based on TRI (all p < 0.05), after adjusting for covariates. Less severe diabetic retinopathy, no insurance coverage, and Hispanic ethnicity were associated with lower odds of attending an ophthalmology visit, regardless of follow-up recommendations based on TRI (all p < 0.05). Conclusion In an FQHC serving predominantly uninsured and underinsured patients, only 49% of recommended DFE were completed within one year. Less severe diabetic retinopathy, lack of insurance coverage, and Hispanic ethnicity were associated with a lower likelihood of having a DFE regardless of recommendation. These results suggest that greater system-level efforts are needed to increase adherence to follow-up eye exams after TRI to ensure sight-saving care for underserved populations.
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Affiliation(s)
- Ailin Song
- Duke University School of Medicine, Durham, NC, USA
| | | | - Delaram Mirzania
- Duke University School of Medicine, Durham, NC, USA
- Department of Ophthalmology and Visual Sciences, Kellogg Eye Center, University of Michigan Health, Ann Arbor, MI, USA
| | | | - Kelly W Muir
- Department of Ophthalmology, Duke University, Durham, NC, USA
- Durham Center of Innovation to Accelerate Discovery and Practice Transformation, Durham Veterans Affairs Health Care System, Durham, NC, USA
| | - Atalie C Thompson
- Department of Ophthalmology, Duke University, Durham, NC, USA
- Wake Forest Baptist Health, Winston Salem, NC, USA
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12
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Ware SL, Studts CR, Lei F, Bush H, Higgins EB, Studts JL, Bastos de Carvalho A. Ranked determinants of telemedicine diabetic retinopathy screening performance in the United States primary care safety-net setting: an exploratory CART analysis. BMC Health Serv Res 2022; 22:507. [PMID: 35421978 PMCID: PMC9011929 DOI: 10.1186/s12913-022-07915-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/15/2021] [Accepted: 04/05/2022] [Indexed: 11/12/2022] Open
Abstract
BACKGROUND Diabetic retinopathy (DR) is a leading cause of blindness worldwide, despite easy detection and effective treatment. Annual screening rates in the USA remain low, especially for the disadvantaged, which telemedicine-based DR screening (TDRS) during routine primary care has been shown to improve. Screening rates from such programs have varied, however, pointing to inconsistent implementation and unaddressed barriers. This work seeks to identify and prioritize modifiable barriers for targeted intervention. METHODS In this final phase of an exploratory mixed-methods study, we developed, validated, and administered a 62-item survey to multilevel stakeholders involved with TDRS in primary care safety-net clinics. Survey items were aligned with previously identified determinants of clinic-level screening and mapped to the Consolidated Framework for Implementation Research (CFIR). Classification and Regression Tree (CART) analyses were used to identify and rank independent variables predictive of individual-level TDRS screening performance. RESULTS Overall, 133 of the 341 invited professionals responded (39%), representing 20 safety-net clinics across 6 clinical systems. Respondents were predominately non-Hispanic White (77%), female (94%), and between 31 and 65 years of age (79%). Satisfaction with TDRS was high despite low self-reported screening rates. The most important screening determinants were: provider reinforcement of TDRS importance; explicit instructions by providers to staff; effective reminders; standing orders; high relative priority among routine diabetic measures; established TDRS workflows; performance feedback; effective TDRS champions; and leadership support. CONCLUSIONS In this survey of stakeholders involved with TDRS in safety-net clinics, screening was low despite high satisfaction with the intervention. The best predictors of screening performance mapped to the CFIR constructs Leadership Engagement, Compatibility, Goals & Feedback, Relative Priority, Champions, and Available Resources. These findings facilitate the prioritization of implementation strategies targeting determinants of TDRS performance, potentially increasing its public health impact.
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Affiliation(s)
- S Lee Ware
- Department of Ophthalmology and Visual Sciences, University of Kentucky College of Medicine, 110 Conn Terrace, Ste 550, Lexington, KY, 40508, USA
| | - Christina R Studts
- Department of Pediatrics, University of Colorado School of Medicine, Aurora, CO, USA
| | - Feitong Lei
- Department of Biostatistics, University of Kentucky College of Public Health, Lexington, KY, USA
| | - Heather Bush
- Department of Biostatistics, University of Kentucky College of Public Health, Lexington, KY, USA
| | - Eric B Higgins
- Department of Ophthalmology and Visual Sciences, University of Kentucky College of Medicine, 110 Conn Terrace, Ste 550, Lexington, KY, 40508, USA
| | - Jamie L Studts
- Cancer Prevention and Control Program, University of Colorado Cancer Center, Aurora, USA
- Division of Medical Oncology, Department of Medicine, University of Colorado Anschutz Medical Campus, Aurora, CO, USA
| | - Ana Bastos de Carvalho
- Department of Ophthalmology and Visual Sciences, University of Kentucky College of Medicine, 110 Conn Terrace, Ste 550, Lexington, KY, 40508, USA.
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13
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Hudson SM, Modjtahedi BS, Altman D, Jimenez JJ, Luong TQ, Fong DS. Factors Affecting Compliance with Diabetic Retinopathy Screening: A Qualitative Study Comparing English and Spanish Speakers. Clin Ophthalmol 2022; 16:1009-1018. [PMID: 35400992 PMCID: PMC8992739 DOI: 10.2147/opth.s342965] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/15/2021] [Accepted: 12/20/2021] [Indexed: 11/23/2022] Open
Affiliation(s)
- Sharon M Hudson
- Keck School of Medicine of USC/Children’s Hospital Los Angeles, Los Angeles, CA, USA
- Department of Research and Evaluation, Southern California Permanente Medical Group, Pasadena, CA, USA
| | - Bobeck S Modjtahedi
- Department of Research and Evaluation, Southern California Permanente Medical Group, Pasadena, CA, USA
- Eye Monitoring Center, Kaiser Permanente Southern California, Baldwin Park, CA, USA
- Department of Clinical Science, Kaiser Permanente Bernard J. Tyson School of Medicine, Pasadena, CA, USA
- Correspondence: Bobeck S Modjtahedi, Eye Monitoring Center, Kaiser Permanente Baldwin Park Medical Center, 1011 Baldwin Park Blvd, Baldwin Park, CA, 91706, USA, Email
| | - Danielle Altman
- Department of Research and Evaluation, Southern California Permanente Medical Group, Pasadena, CA, USA
| | - Jennifer J Jimenez
- Department of Research and Evaluation, Southern California Permanente Medical Group, Pasadena, CA, USA
| | - Tiffany Q Luong
- Department of Research and Evaluation, Southern California Permanente Medical Group, Pasadena, CA, USA
| | - Donald S Fong
- Department of Research and Evaluation, Southern California Permanente Medical Group, Pasadena, CA, USA
- Eye Monitoring Center, Kaiser Permanente Southern California, Baldwin Park, CA, USA
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14
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Snider MJE, Lee D, Chiang B, Gupta S, Khalifa Y, Maa AY. Teleophthalmology and Inequities in Diabetic Eye Disease at Safety Net Hospitals. Telemed J E Health 2021; 28:1134-1142. [PMID: 34978959 PMCID: PMC9398488 DOI: 10.1089/tmj.2021.0329] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
Introduction: Teleophthalmology has emerged as a convenient and cost-effective intervention to increase access to screening for diabetic retinopathy (DR), a disease that disproportionately affects socially disadvantaged communities. However, a few studies have directly compared the detection of eye disease by teleophthalmology between socially and geographically diverse communities. This study compared the rates and severity of diabetic eye disease, as detected by teleophthalmology, between safety net and non-Safety Net Hospitals (non-SNHs). Methods: Retrospective chart review of patients screened for DR at county Safety Net Hospitals (SNHs) and non-SNHs in 150 cities and 30 states. The rates of DR, macular edema, suspected cataract, suspected glaucoma, and suspected age-related macular degeneration were compared. Relative risk and severity of disease in the county SNH population were calculated. Images were graded by the same group of IRIS readers, who used at least one image per eye with a 45° field centered between the optic disc and the macula. Participants with ungradable screening images were excluded. Results: Ninety-four thousand three hundred twenty-nine participants were screened for eye disease from September 1, 2016 to August 31, 2017. Among the screened participants (54% female; mean [SD] age, 58.7 [12.9] years), overall disease detection was 31% in the county SNH population and 23.6% in the non-SNH population. Compared with the non-SNH population, the county SNH population was twice as likely to screen positive for three or more concurrent eye conditions (1.2% vs. 0.7%) and had increased prevalence of DR (20.2% vs. 16.2%), macular edema (4.9% vs. 3.4%), suspected glaucoma (9.1% vs. 4.3%), suspected cataract (9.6% vs. 4.8%), and proliferative DR (2.1% vs. 1.0%). Conclusions: Increased diabetic eye disease prevalence and severity among people seen at SNHs highlights the need for continued resources to screen, treat, and manage disease. Teleophthalmology continues to be an important tool in efforts to mitigate health inequities and address barriers faced by underserved communities.
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Affiliation(s)
| | - Daniel Lee
- Morehouse School of Medicine, Atlanta, Georgia, USA
| | - Bryce Chiang
- Department of Ophthalmology, Byers Eye Institute at Stanford University, Palo Alto, California, USA
| | - Sunil Gupta
- Intelligent Retinal Imaging Systems, Pensacola, Florida, USA
| | - Yousuf Khalifa
- Department of Ophthalmology, Emory University School of Medicine, Atlanta, Georgia, USA
| | - April Y Maa
- Department of Ophthalmology, Emory University School of Medicine, Atlanta, Georgia, USA
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15
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Ramchandran RS, Yousefi-Nooraie R, Dadgostar P, Yilmaz S, Basant J, Dozier AM. Clinical staff impressions on implementation of a teleophthalmology program to improve diabetic retinopathy surveillance informed by implementation science frameworks (Preprint). JMIR Diabetes 2021; 7:e32162. [PMID: 35353038 PMCID: PMC9008535 DOI: 10.2196/32162] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/16/2021] [Revised: 12/04/2021] [Accepted: 01/01/2022] [Indexed: 01/23/2023] Open
Abstract
Background The store-and-forward camera-based evaluation of the eye, or teleophthalmology, is an effective way to identify diabetic retinopathy, the leading cause of blindness in the United States, but uptake has been slow. Understanding the barriers to and facilitators of implementing teleophthalmology programs from those actively adopting, running, and sustaining such programs is important for widespread adoption. Objective This study aims to understand the factors that are important in introducing teleophthalmology to improve access to diagnostic eye care for patients with diabetes in primary care clinics by using implementation science. Methods This qualitative study in 3 urban, low-income, largely racial and ethnic minority–serving safety-net primary care clinics in Rochester, New York, interviewed nurses and physicians on implementing a teleophthalmology program by using questions informed by the Practical, Robust Implementation and Sustainability Model and the Consolidated Framework for Implementation Research. Results Primary care nurses operationalizing the program in their clinics saw increased work burden and a lack of self-efficacy as barriers. Continuous training on the teleophthalmology process for nurses, physicians, and administrative staff through in-service and peer training by champions and superusers were identified by interviewees as needs. Facilitators included the perceived convenience for the patient and a perceived educational advantage to the program, as it gave an opportunity for providers to discuss the importance of eye care with patients. Concerns in making and tracking referrals to ophthalmology because of challenges related to care coordination were highlighted. The financial aspects of the program (eg, patient coverage and care provider reimbursement) were unclear to many staff members, influencing adoption and sustainability. Conclusions Streamlining processes and workflows, training and assigning adequate staff, effectively coordinating care between primary care and eye care to improve follow-ups, and ensuring financial viability can all help streamline the adoption of teleophthalmology.
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Affiliation(s)
- Rajeev S Ramchandran
- Flaum Eye Institute, University of Rochester Medical Center, Rochester, NY, United States
- Department of Public Health Sciences, School of Medicine and Dentistry, University of Rochester, Rochester, NY, United States
| | - Reza Yousefi-Nooraie
- Department of Public Health Sciences, School of Medicine and Dentistry, University of Rochester, Rochester, NY, United States
| | - Porooshat Dadgostar
- Department of Public Health Sciences, School of Medicine and Dentistry, University of Rochester, Rochester, NY, United States
| | - Sule Yilmaz
- Division of Supportive Care in Cancer, Department of Surgery, University of Rochester Medical Center, Rochester, NY, United States
| | - Jesica Basant
- Flaum Eye Institute, University of Rochester Medical Center, Rochester, NY, United States
| | - Ann M Dozier
- Department of Public Health Sciences, School of Medicine and Dentistry, University of Rochester, Rochester, NY, United States
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16
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Bastos de Carvalho A, Lee Ware S, Belcher T, Mehmeti F, Higgins EB, Sprang R, Williams C, Studts JL, Studts CR. Evaluation of multi-level barriers and facilitators in a large diabetic retinopathy screening program in federally qualified health centers: a qualitative study. Implement Sci Commun 2021; 2:54. [PMID: 34022946 PMCID: PMC8141191 DOI: 10.1186/s43058-021-00157-2] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/09/2020] [Accepted: 05/11/2021] [Indexed: 12/29/2022] Open
Abstract
BACKGROUND Recommended annual diabetic retinopathy (DR) screening for people with diabetes has low rates in the USA, especially in underserved populations. Telemedicine DR screening (TDRS) in primary care clinics could expand access and increase adherence. Despite this potential, studies have observed high variability in TDRS rates among clinics and over time, highlighting the need for implementation supports. Previous studies of determinants of TDRS focus on patients' perspectives, with few studies targeting upstream multi-level barriers and facilitators. Addressing this gap, this qualitative study aimed to identify and evaluate multi-level perceived determinants of TDRS in Federally Qualified Health Centers (FQHCs), to inform the development of targeted implementation strategies. METHODS We developed a theory-based semi-structured interview tool based on the Consolidated Framework for Implementation Research (CFIR). We conducted 22 key informant interviews with professionals involved in TDRS (administrators, clinicians, staff). The interviews were audio-recorded and transcribed verbatim. Reported barriers and facilitators were organized into emergent themes and classified according to CFIR constructs. Constructs influencing TDRS implementation were rated for each study site and compared across sites by the investigators. RESULTS Professionals identified 21 main barriers and facilitators under twelve constructs of the five CFIR domains. Several identified themes were novel, whereas others corroborated previous findings in the literature (e.g., lack of time and human resources, presence of a champion). Of the 21 identified themes, 13 were classified under the CFIR's Inner Setting domain, specifically under the constructs Compatibility and Available Resources. Themes under the Outer Setting domain (constructs External Incentives and Cost) were primarily perceived by administrators, whereas themes in other domains were perceived across all professional categories. Two Inner Setting (Leadership Engagement, Goals and Feedback) and two Process (Champion, Engaging) constructs were found to strongly distinguish sites with high versus low TDRS performance. CONCLUSIONS This study classified barriers and facilitators to TDRS as perceived by administrators, clinicians, and staff in FQHCs, then identified CFIR constructs that distinguished high- and low-performance clinics. Implementation strategies such as academic detailing and collection and communication of program data and successes to leadership; engaging of stakeholders through involvement in implementation planning; and appointment of intervention champions may therefore improve TDRS implementation and sustainment in resource-constrained settings.
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Affiliation(s)
- Ana Bastos de Carvalho
- Department of Ophthalmology and Visual Sciences, University of Kentucky, 110 Conn Terrace Ste 550, Lexington, KY, 40508, USA.
| | - S Lee Ware
- Department of Ophthalmology and Visual Sciences, University of Kentucky, 110 Conn Terrace Ste 550, Lexington, KY, 40508, USA
| | - Tamara Belcher
- Department of Ophthalmology and Visual Sciences, University of Kentucky, 110 Conn Terrace Ste 550, Lexington, KY, 40508, USA
| | - Franceska Mehmeti
- Department of Ophthalmology and Visual Sciences, University of Kentucky, 110 Conn Terrace Ste 550, Lexington, KY, 40508, USA
| | - Eric B Higgins
- Department of Ophthalmology and Visual Sciences, University of Kentucky, 110 Conn Terrace Ste 550, Lexington, KY, 40508, USA
| | - Rob Sprang
- Kentucky Telecare, University of Kentucky, Lexington, KY, USA
| | - Cody Williams
- Department of Ophthalmology and Visual Sciences, University of Kentucky, 110 Conn Terrace Ste 550, Lexington, KY, 40508, USA
| | - Jamie L Studts
- Division of Medical Oncology, Department of Medicine, University of Colorado Anschutz Medical Campus, Aurora, CO, USA.,Cancer Prevention and Control Program, University of Colorado Cancer Center, Aurora, CO, USA
| | - Christina R Studts
- Department of Pediatrics, University of Colorado Anschutz Medical Campus, Aurora, CO, USA
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