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Meunier A, Opeifa O, Longworth L, Cox O, Bührer C, Durand-Zaleski I, Kelly SP, Gale RP. An eye on equity: faricimab-driven health equity improvements in diabetic macular oedema using a distributional cost-effectiveness analysis from a UK societal perspective. Eye (Lond) 2024; 38:1917-1925. [PMID: 38555401 PMCID: PMC11226444 DOI: 10.1038/s41433-024-03043-y] [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: 07/13/2023] [Revised: 02/26/2024] [Accepted: 03/15/2024] [Indexed: 04/02/2024] Open
Abstract
BACKGROUND/OBJECTIVES Diabetic macular oedema (DMO) is a leading cause of blindness in developed countries, with significant disease burden associated with socio-economic deprivation. Distributional cost-effectiveness analysis (DCEA) allows evaluation of health equity impacts of interventions, estimation of how health outcomes and costs are distributed in the population, and assessments of potential trade-offs between health maximisation and equity. We conducted an aggregate DCEA to determine the equity impact of faricimab. METHODS Data on health outcomes and costs were derived from a cost-effectiveness model of faricimab compared with ranibizumab, aflibercept and off-label bevacizumab using a societal perspective in the base case and a healthcare payer perspective in scenario analysis. Health gains and health opportunity costs were distributed across socio-economic subgroups. Health and equity impacts, measured using the Atkinson inequality index, were assessed visually on an equity-efficiency impact plane and combined into a measure of societal welfare. RESULTS At an opportunity cost threshold of £20,000/quality-adjusted life year (QALY), faricimab displayed an increase in net health benefits against all comparators and was found to improve equity. The equity impact increased the greater the concerns for reducing health inequalities over maximising population health. Using a healthcare payer perspective, faricimab was equity improving in most scenarios. CONCLUSIONS Long-acting therapies with fewer injections, such as faricimab, may reduce costs, improve health outcomes and increase health equity. Extended economic evaluation frameworks capturing additional value elements, such as DCEA, enable a more comprehensive valuation of interventions, which is of relevance to decision-makers, healthcare professionals and patients.
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Affiliation(s)
| | | | | | - Oliver Cox
- F. Hoffmann-La Roche Ltd, Grenzacherstrasse, Basel, Switzerland
| | | | | | | | - Richard P Gale
- Hull York Medical School, York and Scarborough Teaching Hospitals NHS Foundation Trust, York, UK
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Sandholdt CT, Jacobsen MH, Mathiesen OH, Jønsson ABR, Jensen AN, Steinbo EKF, Reventlow S, Waldorff FB. Older adults' perceptions of navigating eye health care in Denmark: a qualitative study. BJGP Open 2024; 8:BJGPO.2023.0118. [PMID: 37903529 PMCID: PMC11169992 DOI: 10.3399/bjgpo.2023.0118] [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: 06/27/2023] [Revised: 10/18/2023] [Accepted: 10/26/2023] [Indexed: 11/01/2023] Open
Abstract
BACKGROUND Vision impairment can have an impact on cognition, health, and social function. Vision loss may be avoided if detected early and treated promptly. Eye health is a minor topic in general practice, but the ongoing relationship between doctor and patient has the potential to assist the patient in navigating the healthcare system and guaranteeing timely healthcare service delivery. AIM To explore the attitudes of older members of the public (aged ≥60 years) towards navigating primary sector eye health care in Denmark, with a focus on optometrists, practising ophthalmologists (POs), and GPs. DESIGN & SETTING Qualitative study in Copenhagen, Denmark. METHOD Focus group interviews were performed in the spring of 2022 with 21 older members of the public. RESULTS Older members of the public perceived optometrists and POs to be the most relevant health professionals to consult about eye health. Opportunities were identified for enhancing the function of general practice including detecting early signs of visual impairment, being in charge of further referrals, and managing issues affecting quality of life such as dry eyes. CONCLUSION Older members of the public sought help from health professionals who are directly qualified to treat symptoms of vision impairment that patients are experiencing or expect to face in the near future. Participants identified a potential for GPs to address vision impairment. This included focusing on the patient's general health and function, as well as potential comorbidities influencing treatment trajectories. The current denigration of general practice risks missing out on the potential benefits of robust engagement from general practice in eye health.
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Affiliation(s)
- Catharina Thiel Sandholdt
- Research Unit for General Practice & Section of General Practice, Department of Public Health, University of Copenhagen, Copenhagen, Denmark
| | - Marie Honoré Jacobsen
- Research Unit for General Practice & Section of General Practice, Department of Public Health, University of Copenhagen, Copenhagen, Denmark
| | - Olivia Hjulsager Mathiesen
- Research Unit for General Practice & Section of General Practice, Department of Public Health, University of Copenhagen, Copenhagen, Denmark
| | - Alexandra Brandt Ryborg Jønsson
- Research Unit for General Practice & Section of General Practice, Department of Public Health, University of Copenhagen, Copenhagen, Denmark
- Department of People and Technology, Roskilde University, Roskilde, Denmark
| | - Andrea Nedergaard Jensen
- Department of Public Health, University of Copenhagen, Copenhagen, Denmark
- Department of Ophthalmology, Zealand University Hospital, Roskilde, Denmark
| | - Emma Katrine Frøhlke Steinbo
- Research Unit for General Practice & Section of General Practice, Department of Public Health, University of Copenhagen, Copenhagen, Denmark
| | - Susanne Reventlow
- Research Unit for General Practice & Section of General Practice, Department of Public Health, University of Copenhagen, Copenhagen, Denmark
| | - Frans Boch Waldorff
- Research Unit for General Practice & Section of General Practice, Department of Public Health, University of Copenhagen, Copenhagen, Denmark
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Leahy J, Bajracharya R, Altonen B, Ferreira-Ortiz M, Silvera L, Astua AJ. Post-discharge Healthcare Usage and Costs From March 2020 Through the Omicron Surge for Individuals Hospitalized With COVID-19. Cureus 2023; 15:e50663. [PMID: 38229792 PMCID: PMC10790598 DOI: 10.7759/cureus.50663] [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] [Accepted: 12/17/2023] [Indexed: 01/18/2024] Open
Abstract
INTRODUCTION Despite the rise of post-COVID care centers, few studies exist that quantify the burden of patient healthcare usage and hospital costs after COVID-19 hospitalization. It is essential to target post-COVID follow-up care to the individuals who need it most, such that costs and emergencies are minimized and health and appointment attendance are optimized. METHODS This was a retrospective cohort comparison among four groups of 50 patients (200 total). Post-discharge healthcare utilization metrics were collected for individuals hospitalized with COVID-19 during the first four surges of the pandemic to compare how patients receive and seek care in the year after they contract COVID-19. A brief cost analysis was done to identify high-usage groups that could be targeted for intervention to decrease post-COVID hospitalization emergencies and burden. RESULTS Patients hospitalized during the Omicron surge were scheduled for the most specialist visits on average, significantly higher than average specialist visits in the Delta surge (p<0.05). The Delta surge had significantly less specialty care and missed visits than all other surges (p<0.05) and less primary care than the first two surges of the pandemic (p<0.05). Patients with type 2 diabetes and asthma had the highest overall costs (p<0.05). Females and Hispanic patients had the highest specialty and ED costs (p<0.05). CONCLUSION Each surge reflects a different approach to post-COVID care, with the Omicron surge demonstrating the heaviest usage overall, particularly with specialty visits. Increased specialty referrals may exacerbate rates of missed appointments, while primary care may lower emergency visits. Future approaches to post-COVID care design should identify patients at risk for emergencies and reinstate them with primary care.
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Affiliation(s)
- Jasmine Leahy
- Pulmonary Critical Care, Icahn School of Medicine at Mount Sinai, New York, USA
| | - Rebecca Bajracharya
- Biostatistics and Epidemiology, Icahn School of Medicine at Mount Sinai, New York, USA
| | - Brian Altonen
- Biostatistics and Epidemiology, Elmhurst Hospital Center, New York, USA
| | | | | | - Alfred J Astua
- Pulmonary Critical Care, Elmhurst Hospital Center, New York, USA
- Pulmonary Critical Care, Icahn School of Medicine at Mount Sinai, New York, USA
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Olvera-Barrios A, Mishra AV, Schwartz R, Khatun M, Seltene M, Rutkowska C, Rudnicka AR, Owen CG, Tufail A, A Egan C. Formal registration of visual impairment in people with diabetic retinopathy significantly underestimates the scale of the problem: a retrospective cohort study at a tertiary care eye hospital service in the UK. Br J Ophthalmol 2023; 107:1846-1851. [PMID: 36241373 DOI: 10.1136/bjo-2022-321910] [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: 05/26/2022] [Accepted: 09/21/2022] [Indexed: 11/03/2022]
Abstract
AIMS To analyse the prevalence of visual impairment (VI), compare it to certification of visual impairment (CVI) and analyse VI associations in patients with diabetic retinopathy (DR). METHODS Retrospective cohort study, which included 8007 patients with DR referred from the English diabetic eye screening programme to a tertiary referral eye hospital. Main outcome measure was VI, defined as vision in the best eye of <6/24. We conducted a multivariable logistic regression for VI as primary outcome of interest, controlling for age, sex, type of diabetes, baseline DR grade, ethnicity and index of multiple deprivation (IMD). RESULTS Mean age was 64.5 (SD 13.6) years; 61% of patients were men; and 31% of South Asian ethnicity. There were 68 patients with CVI during the study period, and 84% (272/325) of patients with VI did not have CVI after a mean follow-up of 1.87 (SD ±0.86) years. Older age showed a positive association with VI (OR per decade rise 1.88, 95% CI 1.70 to 2.08; p=1.8×10-34). Men had a lower risk of VI (OR 0.62, 95% CI 0.50 to 0.79, p=6.0×10-5), and less deprivation had a graded inverse association with VI (OR per IMD category increase 0.83, 95% CI 0.74 to 0.93, p value for linear trend 0.002). CONCLUSION The majority of people with vision impairment are not registered at the point of care, which could translate to underestimation of diabetes-related VI and all-cause VI at a national level if replicated at other centres. Further work is needed to explore rates of VI and uptake of registration.
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Affiliation(s)
- Abraham Olvera-Barrios
- Medical Retina, Moorfields Eye Hospital NHS Foundation Trust, London, UK
- Institute of Ophthalmology, University College London, London, UK
| | - Amit V Mishra
- Medical Retina, Moorfields Eye Hospital NHS Foundation Trust, London, UK
| | - Roy Schwartz
- Medical Retina, Moorfields Eye Hospital NHS Foundation Trust, London, UK
- Institute of Health Informatics, University College London, London, UK
| | - Mumina Khatun
- Medical Retina, Moorfields Eye Hospital NHS Foundation Trust, London, UK
| | - Michael Seltene
- Medical Retina, Moorfields Eye Hospital NHS Foundation Trust, London, UK
| | | | - Alicja R Rudnicka
- Population Health Research Institute, St George's, University of London, London, UK
| | - Christopher G Owen
- Population Health Research Institute, St George's, University of London, London, UK
| | - Adnan Tufail
- Medical Retina, Moorfields Eye Hospital NHS Foundation Trust, London, UK
- Institute of Ophthalmology, University College London, London, UK
| | - Catherine A Egan
- Medical Retina, Moorfields Eye Hospital NHS Foundation Trust, London, UK
- Institute of Ophthalmology, University College London, London, UK
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Olvera-Barrios A, Rudnicka AR, Anderson J, Bolter L, Chambers R, Warwick AN, Welikala R, Fajtl J, Barman S, Remgnino P, Wu Y, Lee AY, Chew EY, Ferris FL, Hingorani A, Sofat R, A Egan C, Tufail A, Owen CG. Two-year recall for people with no diabetic retinopathy: a multi-ethnic population-based retrospective cohort study using real-world data to quantify the effect. Br J Ophthalmol 2023; 107:1839-1845. [PMID: 37875374 DOI: 10.1136/bjo-2023-324097] [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: 06/14/2023] [Accepted: 08/19/2023] [Indexed: 10/26/2023]
Abstract
BACKGROUND/AIMS The English Diabetic Eye Screening Programme (DESP) offers people living with diabetes (PLD) annual screening. Less frequent screening has been advocated among PLD without diabetic retinopathy (DR), but evidence for each ethnic group is limited. We examined the potential effect of biennial versus annual screening on the detection of sight-threatening diabetic retinopathy (STDR) and proliferative diabetic retinopathy (PDR) among PLD without DR from a large urban multi-ethnic English DESP. METHODS PLD in North-East London DESP (January 2012 to December 2021) with no DR on two prior consecutive screening visits with up to 8 years of follow-up were examined. Annual STDR and PDR incidence rates, overall and by ethnicity, were quantified. Delays in identification of STDR and PDR events had 2-year screening intervals been used were determined. FINDINGS Among 82 782 PLD (37% white, 36% South Asian, and 16% black people), there were 1788 incident STDR cases over mean (SD) 4.3 (2.4) years (STDR rate 0.51, 95% CI 0.47 to 0.55 per 100-person-years). STDR incidence rates per 100-person-years by ethnicity were 0.55 (95% CI 0.48 to 0.62) for South Asian, 0.34 (95% CI 0.29 to 0.40) for white, and 0.77 (95% CI 0.65 to 0.90) for black people. Biennial screening would have delayed diagnosis by 1 year for 56.3% (1007/1788) with STDR and 43.6% (45/103) with PDR. Standardised cumulative rates of delayed STDR per 100 000 persons for each ethnic group were 1904 (95% CI 1683 to 2154) for black people, 1276 (95% CI 1153 to 1412) for South Asian people, and 844 (95% CI 745 to 955) for white people. INTERPRETATION Biennial screening would have delayed detection of some STDR and PDR by 1 year, especially among those of black ethnic origin, leading to healthcare inequalities.
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Affiliation(s)
- Abraham Olvera-Barrios
- Institute of Ophthalmology, University College London, London, UK, London, UK
- Moorfields Eye Hospital NHS Foundation Trust, London, UK
| | - Alicja R Rudnicka
- Population Health Research Institute, St George's, University of London, London, UK
| | - John Anderson
- Homerton Healthcare NHS Foundation Trust, London, UK
| | - Louis Bolter
- Homerton Healthcare NHS Foundation Trust, London, UK
| | - Ryan Chambers
- Homerton Healthcare NHS Foundation Trust, London, UK
| | - Alasdair N Warwick
- Institute of Cardiovascular Science, University College London, London, UK
| | - Roshan Welikala
- Department of Computer Science, Kingston University, Kingston-Upon-Thames, UK
| | - Jiri Fajtl
- Department of Computer Science, Kingston University, Kingston-Upon-Thames, UK
| | - Sarah Barman
- Department of Computer Science, Kingston University, Kingston-Upon-Thames, UK
| | - Paolo Remgnino
- Department of Computer Science, University of Durham, Durham, UK
| | - Yue Wu
- Department of Ophthalmology, University of Washington, Seattle, Washington, USA
| | - Aaron Y Lee
- Department of Ophthalmology, University of Washington, Seattle, Washington, USA
| | - Emily Y Chew
- Division of Epidemiology and Clinical Applications, National Institutes of Health, Bethesda, Maryland, USA
| | | | - Aroon Hingorani
- Institute of Cardiovascular Science, University College London, London, UK
| | - Reecha Sofat
- Department of Pharmacology and Therapeutics, University of Liverpool, Liverpool, UK
| | - Catherine A Egan
- Institute of Ophthalmology, University College London, London, UK, London, UK
- Moorfields Eye Hospital NHS Foundation Trust, London, UK
| | - Adnan Tufail
- Institute of Ophthalmology, University College London, London, UK, London, UK
- Moorfields Eye Hospital NHS Foundation Trust, London, UK
| | - Christopher G Owen
- Population Health Research Institute, St George's, University of London, London, UK
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Willis K, Chaudhry UAR, Chandrasekaran L, Wahlich C, Olvera-Barrios A, Chambers R, Bolter L, Anderson J, Barman SA, Fajtl J, Welikala R, Egan C, Tufail A, Owen CG, Rudnicka A. What are the perceptions and concerns of people living with diabetes and National Health Service staff around the potential implementation of AI-assisted screening for diabetic eye disease? Development and validation of a survey for use in a secondary care screening setting. BMJ Open 2023; 13:e075558. [PMID: 37968006 PMCID: PMC10660949 DOI: 10.1136/bmjopen-2023-075558] [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: 05/12/2023] [Accepted: 09/05/2023] [Indexed: 11/17/2023] Open
Abstract
INTRODUCTION The English National Health Service (NHS) Diabetic Eye Screening Programme (DESP) performs around 2.3 million eye screening appointments annually, generating approximately 13 million retinal images that are graded by humans for the presence or severity of diabetic retinopathy. Previous research has shown that automated retinal image analysis systems, including artificial intelligence (AI), can identify images with no disease from those with diabetic retinopathy as safely and effectively as human graders, and could significantly reduce the workload for human graders. Some algorithms can also determine the level of severity of the retinopathy with similar performance to humans. There is a need to examine perceptions and concerns surrounding AI-assisted eye-screening among people living with diabetes and NHS staff, if AI was to be introduced into the DESP, to identify factors that may influence acceptance of this technology. METHODS AND ANALYSIS People living with diabetes and staff from the North East London (NEL) NHS DESP were invited to participate in two respective focus groups to codesign two online surveys exploring their perceptions and concerns around the potential introduction of AI-assisted screening.Focus group participants were representative of the local population in terms of ages and ethnicity. Participants' feedback was taken into consideration to update surveys which were circulated for further feedback. Surveys will be piloted at the NEL DESP and followed by semistructured interviews to assess accessibility, usability and to validate the surveys.Validated surveys will be distributed by other NHS DESP sites, and also via patient groups on social media, relevant charities and the British Association of Retinal Screeners. Post-survey evaluative interviews will be undertaken among those who consent to participate in further research. ETHICS AND DISSEMINATION Ethical approval has been obtained by the NHS Research Ethics Committee (IRAS ID: 316631). Survey results will be shared and discussed with focus groups to facilitate preparation of findings for publication and to inform codesign of outreach activities to address concerns and perceptions identified.
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Affiliation(s)
- Kathryn Willis
- Population Health Research Institute, St George's University of London, London, UK
| | - Umar A R Chaudhry
- Population Health Research Institute, St George's University of London, London, UK
| | | | - Charlotte Wahlich
- Population Health Research Institute, St George's University of London, London, UK
| | - Abraham Olvera-Barrios
- NIHR Biomedical Research Centre, Moorfields Eye Hospital NHS Foundation Trust, London, UK
| | - Ryan Chambers
- Diabetes and Endocrinolgy, Homerton Healthcare NHS Foundation Trust, London, UK
| | - Louis Bolter
- Diabetes and Endocrinolgy, Homerton Healthcare NHS Foundation Trust, London, UK
| | - John Anderson
- Diabetes and Endocrinolgy, Homerton Healthcare NHS Foundation Trust, London, UK
| | - S A Barman
- School of Computer Science and Mathematics, Kingston University London, London, UK
| | - Jiri Fajtl
- School of Computer Science and Mathematics, Kingston University London, London, UK
| | - Roshan Welikala
- School of Computer Science and Mathematics, Kingston University London, London, UK
| | - Catherine Egan
- NIHR Biomedical Research Centre, Moorfields Eye Hospital NHS Foundation Trust, London, UK
| | - Adnan Tufail
- NIHR Biomedical Research Centre, Moorfields Eye Hospital NHS Foundation Trust, London, UK
| | - Christopher G Owen
- Population Health Research Institute, St George's University of London, London, UK
| | - Alicja Rudnicka
- Population Health Research Institute, St George's University of London, London, UK
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Olvera-Barrios A, Owen CG, Anderson J, Warwick AN, Chambers R, Bolter L, Wu Y, Welikala R, Fajtl J, Barman SA, Remagnino P, Chew EY, Ferris FL, Hingorani AD, Sofat R, Lee AY, Egan C, Tufail A, Rudnicka AR. Ethnic disparities in progression rates for sight-threatening diabetic retinopathy in diabetic eye screening: a population-based retrospective cohort study. BMJ Open Diabetes Res Care 2023; 11:e003683. [PMID: 37949472 PMCID: PMC10649497 DOI: 10.1136/bmjdrc-2023-003683] [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: 08/09/2023] [Accepted: 09/08/2023] [Indexed: 11/12/2023] Open
Abstract
INTRODUCTION The English Diabetic Eye Screening Programme (DESP) offers people living with diabetes (PLD) annual eye screening. We examined incidence and determinants of sight-threatening diabetic retinopathy (STDR) in a sociodemographically diverse multi-ethnic population. RESEARCH DESIGN AND METHODS North East London DESP cohort data (January 2012 to December 2021) with 137 591 PLD with no retinopathy, or non-STDR at baseline in one/both eyes, were used to calculate STDR incidence rates by sociodemographic factors, diabetes type, and duration. HR from Cox models examined associations with STDR. RESULTS There were 16 388 incident STDR cases over a median of 5.4 years (IQR 2.8-8.2; STDR rate 2.214, 95% CI 2.214 to 2.215 per 100 person-years). People with no retinopathy at baseline had a lower risk of sight-threatening diabetic retinopathy (STDR) compared with those with non-STDR in one eye (HR 3.03, 95% CI 2.91 to 3.15, p<0.001) and both eyes (HR 7.88, 95% CI 7.59 to 8.18, p<0.001). Black and South Asian individuals had higher STDR hazards than white individuals (HR 1.57, 95% CI 1.50 to 1.64 and HR 1.36, 95% CI 1.31 to 1.42, respectively). Additionally, every 5-year increase in age at inclusion was associated with an 8% reduction in STDR hazards (p<0.001). CONCLUSIONS Ethnic disparities exist in a health system limited by capacity rather than patient economic circumstances. Diabetic retinopathy at first screen is a strong determinant of STDR development. By using basic demographic characteristics, screening programmes or clinical practices can stratify risk for sight-threatening diabetic retinopathy development.
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Affiliation(s)
- Abraham Olvera-Barrios
- NIHR Biomedical Research Centre, Moorfields Eye Hospital NHS Foundation Trust, London, UK
- Institute of Ophthalmology, University College London, London, UK
| | - Christopher G Owen
- Population Health Research Institute, St. George's University of London, London, UK
| | - John Anderson
- Diabetes, Homerton Healthcare NHS Foundation Trust, London, UK
| | - Alasdair N Warwick
- NIHR Biomedical Research Centre, Moorfields Eye Hospital NHS Foundation Trust, London, UK
- Institute of Cardiovascular Science, University College London, London, UK
| | - Ryan Chambers
- Diabetes, Homerton Healthcare NHS Foundation Trust, London, UK
| | - Louis Bolter
- Diabetes, Homerton Healthcare NHS Foundation Trust, London, UK
| | - Yue Wu
- Department of Ophthalmology, University of Washington, Seattle, Washington, USA
- Roger and Angie Keralis Johnson Retina Center, Seattle, Washington, USA
| | - Roshan Welikala
- School of Computer Science and Mathematics, Kingston University, London, UK
| | - Jiri Fajtl
- School of Computer Science and Mathematics, Kingston University, London, UK
| | - Sarah A Barman
- School of Computer Science and Mathematics, Kingston University, London, UK
| | - Paolo Remagnino
- Department of Computer Science, Durham University, Durham, UK
| | - Emily Y Chew
- Division of Epidemiology and Clinical Applications, NEI/NIH, Bethesda, Maryland, USA
| | | | - Aroon D Hingorani
- Institute of Cardiovascular Science, University College London, London, UK
- Department of Pharmacology and Therapeutics, University of Liverpool, Liverpool, UK
| | - Reecha Sofat
- Department of Pharmacology and Therapeutics, University of Liverpool, Liverpool, UK
| | - Aaron Y Lee
- Department of Ophthalmology, University of Washington, Seattle, Washington, USA
- Roger and Angie Keralis Johnson Retina Center, Seattle, Washington, USA
| | - Catherine Egan
- NIHR Biomedical Research Centre, Moorfields Eye Hospital NHS Foundation Trust, London, UK
- Institute of Ophthalmology, University College London, London, UK
| | - Adnan Tufail
- NIHR Biomedical Research Centre, Moorfields Eye Hospital NHS Foundation Trust, London, UK
- Institute of Ophthalmology, University College London, London, UK
| | - Alicja R Rudnicka
- Population Health Research Institute, St. George's University of London, London, UK
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8
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Olvera-Barrios A, Kihara Y, Wu Y, N. Warwick A, Müller PL, Williams KM, Rudnicka AR, Owen CG, Lee AY, Egan C, Tufail A. Foveal Curvature and Its Associations in UK Biobank Participants. Invest Ophthalmol Vis Sci 2022; 63:26. [PMID: 35900728 PMCID: PMC9344217 DOI: 10.1167/iovs.63.8.26] [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: 04/03/2022] [Accepted: 07/08/2022] [Indexed: 11/24/2022] Open
Abstract
Purpose To examine whether sociodemographic, and ocular factors relate to optical coherence tomography (OCT)-derived foveal curvature (FC) in healthy individuals. Methods We developed a deep learning model to quantify OCT-derived FC from 63,939 participants (age range, 39-70 years). Associations of FC with sociodemographic, and ocular factors were obtained using multilevel regression analysis (to allow for right and left eyes) adjusting for age, sex, ethnicity, height (model 1), visual acuity, spherical equivalent, corneal astigmatism, center point retinal thickness (CPRT), intraocular pressure (model 2), deprivation (Townsend index), higher education, annual income, and birth order (model 3). Fovea curvature was modeled as a z-score. Results Males had on average steeper FC (0.077; 95% confidence interval [CI] 0.077-0.078) than females (0.068; 95% CI 0.068-0.069). Compared with whites, non-white individuals showed flatter FC, particularly those of black ethnicity. In black males, -0.80 standard deviation (SD) change when compared with whites (95% CI -0.89, -0.71; P 5.2e10-68). In black females, -0.70 SD change when compared with whites (95% CI -0.77, -0.63; p 2.3e10-93). Ocular factors (visual acuity, refractive status, and CPRT) showed a graded inverse association with FC that persisted after adjustment. Macular curvature showed a positive association with FC. Income showed a linear trend increase in males (P for linear trend = 0.005). Conclusions We demonstrate marked differences in FC with ethnicity on the largest cohort studied for this purpose to date. Ocular factors showed a graded association with FC. Implementation of FC quantification in research and on the clinical setting can enhance the understanding of clinical macular phenotypes in health and disease.
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Affiliation(s)
- Abraham Olvera-Barrios
- Medical retina, Moorfields Eye Hospital NHS Foundation Trust, London, United Kingdom
- Institute of Ophthalmology, University College London, London, United Kingdom
| | - Yuka Kihara
- Roger and Angie Karalis Johnson Retina Center, University of Washington, Seattle, WA, United States
- Department of Ophthalmology, School of Medicine, University of Washington, Seattle, WA, United States
| | - Yue Wu
- Roger and Angie Karalis Johnson Retina Center, University of Washington, Seattle, WA, United States
- Department of Ophthalmology, School of Medicine, University of Washington, Seattle, WA, United States
| | - Alasdair N. Warwick
- Medical retina, Moorfields Eye Hospital NHS Foundation Trust, London, United Kingdom
- Institute of Cardiovascular Science, University College London, London, United Kingdom
| | - Philipp L. Müller
- Medical retina, Moorfields Eye Hospital NHS Foundation Trust, London, United Kingdom
- Macula Center, Südblick Eye Centers, Augsburg, Germany
- Department of Ophthalmology, University of Bonn, Bonn, Germany
| | - Katie M. Williams
- Medical retina, Moorfields Eye Hospital NHS Foundation Trust, London, United Kingdom
- Section of Ophthalmology, School of Life Course Sciences, FoLSM, King's College London, United Kingdom
| | - Alicja R. Rudnicka
- Population Health Research Institute, St. Georges, University of London, London, United Kingdom
| | - Christopher G. Owen
- Population Health Research Institute, St. Georges, University of London, London, United Kingdom
| | - Aaron Y. Lee
- Roger and Angie Karalis Johnson Retina Center, University of Washington, Seattle, WA, United States
- Department of Ophthalmology, School of Medicine, University of Washington, Seattle, WA, United States
| | - Catherine Egan
- Medical retina, Moorfields Eye Hospital NHS Foundation Trust, London, United Kingdom
- Institute of Ophthalmology, University College London, London, United Kingdom
| | - Adnan Tufail
- Medical retina, Moorfields Eye Hospital NHS Foundation Trust, London, United Kingdom
- Institute of Ophthalmology, University College London, London, United Kingdom
| | - on behalf of the UK Biobank Eyes and Vision Consortium
- Medical retina, Moorfields Eye Hospital NHS Foundation Trust, London, United Kingdom
- Institute of Ophthalmology, University College London, London, United Kingdom
- Roger and Angie Karalis Johnson Retina Center, University of Washington, Seattle, WA, United States
- Department of Ophthalmology, School of Medicine, University of Washington, Seattle, WA, United States
- Institute of Cardiovascular Science, University College London, London, United Kingdom
- Macula Center, Südblick Eye Centers, Augsburg, Germany
- Department of Ophthalmology, University of Bonn, Bonn, Germany
- Section of Ophthalmology, School of Life Course Sciences, FoLSM, King's College London, United Kingdom
- Population Health Research Institute, St. Georges, University of London, London, United Kingdom
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