Self-reported Glaucoma Research Articles

The Association between Intermittent Fasting and Glaucoma.

To examine the association between intermittent fasting ("breakfast skipping") and glaucoma in the National Health and Nutrition Examination Survey (NHANES). Retrospective, cross-sectional study of adult participants of the 2005-2008 NHANES aged 40 years and older. Intermittent fasting was defined as skipping breakfast on both days of the NHANES dietary interview. Glaucoma was defined by 1) self-reported glaucoma diagnosis, 2) cup-to-disc (CDR) ≥0.6 in at least one eye, and 3) Possible, probable or definite glaucoma based on clinical judgment of retinal imaging of individuals with CDR ≥0.6 in at least one eye. Covariates included age, sex, race/ethnicity, body mass index, blood pressure, and waist circumference. Chi-Square and Fisher Exact Test were used for categorical variables and t-test for continuous variables. All data were weighted based on the NHANES multistage sampling design. The population included 7,081 individuals ≥40 years old, of whom 946 (13.4%) reported skipping breakfast on both interview days; 482 (6.8%) individuals self-reported glaucoma diagnosis, 549 (7.8%) individuals had glaucoma based on CDR ≥0.6 and 343 (6.0%) individuals had glaucoma based on clinical judgment. Diagnosis of glaucoma by all definitions was associated with older age and Black or Latinx/Hispanic ethnicity (P=0.004) but was not associated with intermittent fasting status (P=0.151). In the 2005-2008 NHANES population, intermittent fasting, defined as breakfast skipping, was not associated with decreased risk of glaucoma diagnosis overall. Further studies are needed to examine the potential effects of intermittent fasting on glaucoma risk.

A Screening Strategy to Mitigate Vision Impairment by Engaging Adults Who Underuse Eye Care Services

Underuse of eye care services leads to underdiagnosed and undertreated eye disease. To assess the reasons for underuse of eye care and whether a novel, free eye disease screening program is engaging adults who are both at high risk of eye disease and were underusing eye care services. In a population-based cross-sectional study, adult participants from the first year of the Michigan Screening and Intervention for Glaucoma and Eye Health Through Telemedicine (MI-SIGHT) Program were included. The participants were recruited from primary care clinics serving 2 low-income communities. Recruitment occurred between June 28, 2020 and June 27, 2021 at the free clinic, and between January 27, 2021 and January 26, 2022 at a federally qualified health clinic. Data were analyzed from December 7, 2022, to May 29, 2024. Participants received comprehensive eye disease screening and completed surveys assessing health and prior eye care use. Risk factors for eye disease included age 65 years and older, diabetes, personal or family history of eye disease, and self-identifying as Black or African American individuals who were aged 50 years or older. Underuse of eye care was defined as no eye examination in 2 or more years. Percentage of participants who were at high risk of eye disease and underused eye care services before accessing this program. A total of 1171 MI-SIGHT participants were a mean (SD) age of 55 (14.5) years; 437 (38%) identified as male; 591 (54%) self-identified as Black or African American, 101 (10%) as Hispanic or Latino, and 371 (34%) as White; 492 (43%) had high school education or less, and 696 (70%) reported an annual household income of less than $30 000. Characteristics of participants reporting not having had an eye examination in 2 years or more included 23% (n = 151) of participants 65 years and over, 33% (n = 214) of participants who self-reported diabetes, 25% (n = 130) of participants reporting a family history of glaucoma, 3% (n = 14) of those with self-reported glaucoma; and 33% (n = 202) of Black or African-American participants aged 50 years and older. In participants who reported not having had an eye examination in 2 or more years, 21% (n = 137) screened positive for glaucoma, 20% (n = 129) for cataract, 6% (n = 38) for diabetic retinopathy, and 1% (n = 9) for age-related macular degeneration. Reported reasons for why participants had not had an eye examination included no insurance (175 of 627 [28%]), no reason to go (no problem) (135 of 627 [22%]), and cost of eye examination (101 of 627 [16%]). The findings of this study suggest that placing eye disease detection programs in primary care clinics in underserved areas may improve eye disease detection and treatment, possibly mitigating needless vision loss in the US.

The accuracy of self-reported family history in glaucoma in Brazil.

To evaluate the accuracy of a positive self-reported glaucoma family history. Cross-sectional study. Each subject was asked if they had a first-degree relative diagnosed with glaucoma. If their answer was affirmative, the relative was invited to attend on ophthalmic evaluation and underwent complementary exams to confirm or exclude the glaucoma diagnosis. Only one relative was included per subject. We included 204 subjects in the study (102 subjects and their respective relatives). The accuracy of family history of glaucoma was 76.96% of the cases. In the univariable analysis, subjects with college degree had 2.34 [(P = 0.010; 95% confidence interval (CI) 1.18-4.63)], with higher family income 3.72 (P = 0.003; 95% CI 1.57-8.85) and those with health insurance 3.42 (P = 0.001; 95% CI 1.67-6.98) more chances to have a true positive family history for glaucoma. In the multivariable logistic regression analysis, none of the variables presented significant association. Around 24% of patients may not provide reliable information about family history for glaucoma. When asking about a glaucoma family history, clinicians should consider the real accuracy of this self-reported data.

Use of Diagnostic Codes for Primary Open-Angle Glaucoma Polygenic Risk Score Construction in Electronic Health Record–Linked Biobanks

Polygenic risk scores (PRSs) likely predict risk and prognosis of glaucoma. We compared the PRS performance for primary open-angle glaucoma (POAG), defined using International Classification of Diseases (ICD) codes versus manual medical record review. Retrospective cohort study METHODS: We identified POAG cases in Mount Sinai BioMe and Mass General Brigham (MGB) biobank using ICD codes. We confirmed POAG based on optical coherence tomograms and visual fields. In a separate 5% sample, the absence of POAG was confirmed with intraocular pressure and cup-disc ratio criteria. We used genotype data and either self-reported glaucoma diagnoses or ICD-10 codes for glaucoma diagnoses from the UK Biobank and the lassosum method to compute a genome-wide POAG PRS. We compared the area under the curve (AUC) for POAG prediction based on ICD codes versus medical records. We reviewed 804 of 996 BioMe and 367 of 1,006 MGB ICD-identified cases. In BioMe and MGB, respectively: positive predictive value was 53% and 55%; negative predictive value was 96% and 97%; sensitivity was 97% and 97%; and specificity was 44% and 53%. Adjusted PRS AUCs for POAG using ICD codes vs. manual record review in BioMe were not statistically different (p≥0.21) by ancestry: 0.77 vs. 0.75 for African, 0.80 vs. 0.80 for Hispanic, and 0.81 vs. 0.81 for European. Results were similar in MGB (p≥0.18): 0.72 vs. 0.80 for African, 0.83 vs. 0.86 for Hispanic, and 0.74 vs. 0.73 for European. A POAG PRS performed similarly using either manual review or ICD codes in two EHR-linked biobanks; manual assessment of glaucoma status might be unnecessary for some PRS studies. However, caution should be exercised with using ICD codes for glaucoma diagnosis given their low specificity (44-53%) for manually confirmed cases of glaucoma.

Biological and Methodological Variability in Retinal Nerve Fiber Layer OCT: The Framingham Heart Study

ObjectiveTo explore participant-level biological attributes and scan-level methodological attributes associated with retinal nerve fiber layer (RNFL) thickness variability in a population-based sample of elderly United States adults. DesignCross-sectional analysis using data from the Framingham Heart Study. Participants1,347 eyes from 825 participants with at least one optical coherence tomography (OCT) scan and axial length data were included. MethodsThree or more successive RNFL scans of each eye of each participant were obtained in a single session. Multivariable linear mixed models were employed to explore the associations between average RNFL thickness with participant-level biological attributes (age, gender, race, ethnicity, and axial length) and scan-level attributes (signal strength [SS]) as independent variables in the whole population as well as a sub-sample of adults with no self-reported history of glaucoma. Similar analyses were designed to assess methodological variability with average within-eye standard deviation (SD) for repeated scans as the dependent variable. Main Outcomes1) Biological variability: average RNFL thickness, 2) Methodological variability: average within- participant SD across repeated scans. ResultsAge (β= −0.19 microns/year, [95% CI: −0.29, −0.09]), female gender (β= +1.48 microns vs. male, [95% CI: 0.09,2.86]), axial length (β= −1.24 microns/mm of greater length, [95% CI: −1.80, −0.67]), and SS (β= +1.62 microns/1 unit greater SS, [95% CI: 1.16,2.09]) were significantly associated with RNFL thickness, while race and ethnicity were not (p>0.05). In analyses designed to assess methodological variability, higher RNFL thickness (β= +0.02 per micron increase, [95% CI: 0.01,0.03]), and lower SS (β= +0.19 per 1 unit lower SS, [95% CI: 0.10,0.27]) were significantly associated with greater RNFL variability. In adults with no self-reported history of glaucoma (n of eyes = 1165, n of participants = 712), female gender was not associated with RNFL, while African-American race was associated with thicker RNFL (β= +4.65 microns vs. Whites, [95% CI: 1.28,8.03]). ConclusionsRNFL thickness is lower with older age, male gender, greater axial length, lower signal strength, and Whites (as compared to African-Americans) without self-reported glaucoma. Measurement variability (SD) is higher with greater RNFL thickness and lower SS. Understanding these biological and methodological variations is important to aid in OCT interpretation.

Association of dietary intake of B vitamins with glaucoma

This cross-sectional study investigated the association between glaucoma and B vitamin dietary intake. A total of 5025 enrolled individuals participated in self-reported glaucoma questionnaire and 3264 participated in International Society Geographical and Epidemiological Ophthalmology (ISGEO) criteria. In self-reported glaucoma, the risk of having self-reported glaucoma was lower in the third quartile of vitamin B1 intake (odds ratio [odds ratio [OR] 0.63, 95% confidence interval [CI] 0.40–0.97), and P trend (P trend = 0.004) for vitamin B12 was significant; in males, the third quartile of vitamin B1 intake (OR 0.44, 95% CI 0.24–0.83) and the fourth quartile of vitamin B2 intake (OR 0.39, 95% CI 0.17–0.89) were associated with a lower risk. In glaucoma based on ISGEO criteria, the increase of niacin intake (OR 0.94, 95% CI 0.89–0.99) was negatively associated with the odds of self-reported glaucoma. After sex-stratified analysis, the third quartile of vitamin B6 intake (OR 0.21, 95% CI 0.08–0.60) in males were associated with reduced odds of glaucoma. The restricted cubic spline analysis revealed a nonlinear association of vitamin B2 (p for nonlinearity = 0.04) and B9 (p for nonlinearity = 0.024) intake with glaucoma diagnosed by ISGEO criteria in females.

Relationship Between Oral Health and Glaucoma Traits in the United Kingdom.

In this cross-sectional analysis of UK Biobank participants, we find no adverse association between self-reported oral health conditions and either glaucoma or elevated intraocular pressures. Poor oral health may cause inflammation, which accelerates the progression of neurodegenerative diseases. We investigated the relationship between oral health and glaucoma. United Kingdom Biobank participants. This is a cross-sectional analysis of participants categorized by self-reported oral health status. Multivariable linear and logistic regression models were used. Primary analysis examined the association with glaucoma prevalence. Secondary analyses examined associations with IOP, macular retinal nerve fiber layer (mRNFL), and ganglion cell inner plexiform layer (mGCIPL) thicknesses, and interaction terms with multitrait glaucoma polygenic risk scores (MTAG PRS) or intraocular pressure (IOP) PRS. A total of 170,815 participants (34.3%) reported current oral health problems, including painful or bleeding gums, toothache, loose teeth, and/or denture wear. A In all, 33,059, 33,004, 14,652, and 14,613 participants were available for analysis of glaucoma, IOP, mRNFL, and mGCIPL, respectively. No association between oral health and glaucoma was identified [odds ratio (OR): 1.04, 95% CI: 0.95-1.14]. IOPs were slightly lower among those with oral disease (-0.08mm Hg, 95% CI: -0.15, -0.009); specifically, among those with loose teeth ( P =0.03) and denture-wearers ( P <0.0001). mRNFL measurements were lower among those with oral health conditions (-0.14 μm, 95% CI: -0.27, -0.0009), but mGCIPL measurements ( P =0.96) were not significantly different. A PRS for IOP or glaucoma did not modify relations between oral health and IOP or glaucoma ( P for interactions ≥​​​​0.17). Self-reported oral health was not associated with elevated IOP or an increased risk of glaucoma. Future studies should confirm the null association between clinically diagnosed oral health conditions and glaucoma.

Association Between Sociodemographic Factors and Self-reported Glaucoma in the National Health Interview Survey: A Population-Based Analysis

To investigate the association between social determinants of health (SDH) in the domains of social and community context, education access, environmental context, economic stability, and healthcare access, with glaucoma prevalence. Cross-sectional study. The study population consisted of adult participants who answered glaucoma-related questions on the 2017 National Health Interview Survey (NHIS), the most recent iteration that includes glaucoma-related questions. The main outcome measures included the relationships between SDH-related factors and self-reported glaucoma diagnosis as well as self-reported glaucomatous vision loss were examined using univariable and multivariable regression models. In total, 26,696 of 26,742 (99.83%) NHIS respondents were included, of whom 880 (3.30%) reported a glaucoma diagnosis and 275 (1.03%) reported glaucomatous vision loss. Participants were predominantly middle-aged (50.95 ± 18.60 years), female (54.75%), and non-Hispanic White (70.49%). In age-adjusted multivariable regression (n = 25,456), non-Hispanic Black race (odds ratio [OR] = 1.87, 99% CI = [1.37, 2.55], P < .001, compared to non-Hispanic White race) and poor health status (OR = 1.54, 99% CI = [1.00, 2.37], P = .01, compared to good health status) were significant predictors of glaucoma diagnosis. For glaucomatous vision loss, having an income below the poverty threshold (OR = 2.41, 99% CI = [1.12, 5.20], P = .003, compared to income ≥5 times the poverty threshold) was the only significant predictor in univariable analyses. No SDH-related factors were significantly associated with glaucomatous vision loss in multivariable analysis (n = 848). Multicollinearity was minimal (variation inflation factor<1.6 for all independent variables). Non-Hispanic Black race and poor health status were associated with self-reported glaucoma diagnosis. Physicians and policymakers may consider SDH when assessing clinical risk and designing public health interventions.

Association between dietary antioxidant indices and glaucoma in the National Health and Nutrition Examination Survey

ObjectiveTo explore the relationship between dietary antioxidant indices (DAI) and glaucoma using the data from the 2005 to 2008 National Health and Nutrition Examination Survey (NHANES).MethodsOur study comprised participants who completed the NHANES dietary intake interview and visual health questionnaire at age 40 or older. The intakes of the vitamins A, C, and E as well as of zinc, selenium, and magnesium were used to generate the DAI, which represents the overall antioxidant qualities. The self-report method for glaucoma diagnosis (ever been told by an eye doctor) was used. Survey logistic regression analyses were employed to investigate the association between DAI and glaucoma.ResultsA total of 6,128 participants were included in our study. The unadjusted model’s findings revealed a negative correlation between dietary antioxidant indices and self-reported glaucoma [0.93 (0.90, 0.96), p &amp;lt; 0.0001]. For every unit increase in dietary antioxidant indices, the risks of self-reported glaucoma in model 1 (adjusted for age, sex, race, marital status and PIR) decreased by 5% [0.95 (0.90, 0.99), p = 0.02]. After adjusting all the covariates (model 2), the risks of self-reported glaucoma decreased by 6% [0.94 (0.90, 0.99), p = 0.02] for each unit increase of dietary antioxidant indices. After converting DAI into classified variables (tertile), the same trend was found (p = 0.001).ConclusionIn this analysis of the NHANES database, we found higher dietary antioxidant indices were associated with lower risk of glaucoma.

Awareness for glaucoma in the general population

Glaucoma is not arare entity but because very few symptoms occur and visual field defects are frequently first recognized at a late stage, alarge proportion of glaucoma diseases remain undetected. The aim of this study was to identify the proportion of undiagnosed glaucoma in German population-based cohort studies and to contextualize them in the context of the literature. The prevalence of glaucoma in the Gutenberg Health Study (GHS) and the age-related investigations on health of the University of Regensburg (AugUR) was evaluated based on visual field examinations and optic disc color photography according to the ISGEO criteria. Furthermore, the self-reported glaucoma diagnoses were collected and the proportion of undiagnosed glaucoma was determined. The proportion of undiagnosed glaucoma was 55% in the GHS, and 53% in the AugUR study. The results correlate with results from previous studies from other countries in which the proportion of unrecognized glaucoma ranged from 33% to 78%. In the GHS and the AugUR study the proportion of undiagnosed glaucoma was higher in younger age groups and in women. Roughly every second case of glaucoma is undetected. As the symptoms are often nonspecific or take a long time to appear, there is arisk of advanced glaucomatous visual field defects or blindness due to a lack of glaucoma awareness. Studies have shown that asystematic screening can halve this risk.

Self-rated eyesight among healthy older Australians: Baseline results of the ASPREE Longitudinal Study of Older Persons.

We aimed to describe the self-reported level of eyesight amongst a cohort of relatively healthy older Australian adults, and to investigate associations between poorer self-rated eyesight and demographic, health, and functional characteristics METHODS: The ASPirin in Reducing Events in the Elderly (ASPREE) Longitudinal Study of Older Persons (ALSOP) study was embedded in a multisite trial which recruited independently living Australians from general practices (2010-2014). Self-rated eyesight was recorded on a paper-based questionnaire as Excellent, Good, Fair, Poor, Very poor, or Completely blind at the baseline study wave RESULTS: Data from 14 592 participants (aged 70-95 years, 54.61% female) were included in this cross-sectional analysis. Eighty percent of participants reported excellent or good eyesight (n = 11 677). People with complete blindness were precluded from enrolling but 299 participants (2.0%) reported poor or very poor eyesight, and 2616 rated their eyesight as fair (17.9%). Lower levels of eyesight were associated with being older, female, fewer years of formal education, a primary language other than English, smoking, and self-reported macular degeneration, glaucoma, retinopathy, cataracts, and hearing problems (each p ≤ 0.021). People with lower levels of eyesight had a higher number of falls, frailty characteristics, and depressive symptoms, and lower mental and physical health functioning scores (each p < 0.001) CONCLUSIONS: Whilst most of these healthy older Australians reported good or excellent eyesight, a notable minority reported poor or very poor eyesight, and this was associated with a range of poorer health measures. These findings support the need for additional resources to prevent vision loss and associated sequelae.

Adherence of those With Self-Reported Glaucoma in the United States to Eye Examination Visits.

The adherence of American patients with self-reported glaucoma to the follow-up recommendations is extremely low. Estimated adherence rate is lower than that obtained by previous studies that did not use a US nationally representative sample. To evaluate adherence to ophthalmic outpatient follow-up visits and vision examinations in the American population aged 40 years or above. The percentage of American patients aged≥40 years who adhered to glaucoma treatment guidelines was estimated using 2015-2019 Medical Expenditure Panel Survey (MEPS) data. Adherence was defined according to the International Council of Ophthalmology guidelines. We also compared individuals with and without self-reported glaucoma who have made at least one ophthalmic outpatient visit and at least 1 vision examination visit within a year. Differences in means and percentages were estimated to account for the covariance due to the complex sampling design. Approximately 4.4 million people aged or above 40 years had self-reported glaucoma in 2019 (3.21%). The rate of prevalence significantly differed with race, with Black people having the highest prevalence in all studied years. Only 7.1% (95% CI: 0.049-0.102) and 2.67% (95% CI: 0.0137-0.0519) of this population underwent at least 1 ophthalmic outpatient examination or 1 vision examination per year. Older age, never married status, higher education, eye conditions, and diabetes were significantly associated with a higher probability of ophthalmic health care use. Adherence to follow-up among patients with self-reported glaucoma in this population-level study was lower than that in previously reported American, non-nationally representative studies. Barriers to adherence at the population level should be assessed to inform the design of future policy or program interventions.

Evaluating Discrepancies in Self-Reported Glaucoma and Electronic Health Records in the National Institutes of Health All of Us Database

Patient understanding of glaucoma diagnosis is critical for disease management and it is unclear if there are racial/ethnic differences in this regard. The purpose of this study was to determine the level of agreement between glaucoma diagnosis by self-report and electronic health record (EHR) data using the National Institute of Health's "All of Us (AoU)" database and to examine the association between race/ethnicity and discordance of glaucoma diagnosis between self-report and EHR data. Cross-sectional study. Individuals in AoU who answered a survey question about glaucoma diagnosis and had EHR data availability. The agreement between self-reported glaucoma and EHR data was estimated using Cohen's κ coefficient. Multivariable logistic regression was performed, adjusting for age, sex, education level, income, and health care literacy, to examine the associations between race/ethnicity and discordance between self-reported glaucoma and EHR diagnosis. Agreement between self-reported glaucoma and EHR diagnosis. Of all 87 782 individuals, 1985 (2.26%) had both self-reported and EHR glaucoma, 81 781 (92.16%) had no glaucoma, 2022 (2.31%) individuals had EHR-only glaucoma, and 1994 (2.27%) had self-report-only glaucoma (Cohen's κ= 0.47). In the multivariable regression, Black or African American (adjusted odds ratio [aOR], 1.67; 95% confidence interval [CI], 1.40-1.98), Asian (aOR, 2.63; 95% CI, 1.97-3.44), and Hispanic or Latino (aOR, 1.63; 95% CI, 1.33-1.99) individuals were more likely to have EHR-only glaucoma than White individuals. Additionally, Black or African American (aOR, 2.30; 95% CI, 1.97-2.67) and Hispanic or Latino individuals (aOR,1.47; 95% CI, 1.21-1.79) were more likely to have self-report-only glaucoma compared with White individuals. In the AoU database, we found that Black or African American and Hispanic or Latino individuals had higher odds of discordance between glaucoma diagnosis by self-report and EHR. Future studies are needed to examine the issues leading to this discordance, such as a lack of patient understanding regarding their diagnosis or a lack of culturally appropriate physician explanation/teaching. Proprietary or commercial disclosure may be found after the references.

Self-reported glaucoma prevalence and related factors, contribution to reported visual impairment, and functional burden in a cross-sectional study in Colombia

PurposeDescribe the self-reported prevalence of glaucoma in Colombian older adults, emphasizing the most important risk factors and associated daily-life functional alterations.MethodsThis a secondary analysis of the Health, Wellness, and Aging survey conducted in the year 2015. Diagnosis of glaucoma was obtained from self-report. Functional variables were assessed through activities of daily living questionnaires. A descriptive analysis followed by bivariate and multivariate regression models adjusting for confounding variables was conducted.ResultsSelf-reported prevalence of glaucoma was 5.67%, with higher rate in women, OR 1.22 (1.13–1.40) p = .003, older age OR 1.02 (1.01–1.02) p < .001, and with higher education OR 1.38 (1.28–1.50) p < .001. Glaucoma was independently associated with diabetes OR 1.37 (1.18–1.61) p < .001 and hypertension 1.26 (1.08–1.46) p = .003. It also showed statistically significant correlations with poor SRH OR 1.15 (1.02–1.32) p < .001, self-reported visual impairment 1.73 (1.50–2.01) p < .001, and impairment in money management OR 1.59 (1.16–2.08) p = .002, grocery shopping OR 1.57 (1.26–1.96) p < .001 and preparing meals OR 1.31 (1.06–1.63) p = .013 and having had falls during the last year OR 1.14 (1.01–1.31) p = 0.041.ConclusionOur findings suggest the self-reported prevalence of glaucoma in older adults in Colombia to be higher than reported data. Glaucoma and visual impairment in older adults represent a public health concern, since glaucoma was associated with adverse outcomes like functional loss and risk of falling, affecting the quality of life and their participation in society.

Association of Health Literacy and Health Care Utilization Among Glaucoma Patients.

Among 7846 adults with self-reported glaucoma, low health literacy (LHL) was associated with fewer outpatient ophthalmological follow-up visits, utilization of a greater number of ocular hypotensive medication classes, and higher costs for glaucoma medications. Previous studies found LHL is associated with increased difficulty with treatment adherence among adults with glaucoma, which can lead to poor outcomes. This study examined patterns of glaucoma health care utilization associated with LHL. We analyzed 7846 adults with self-reported glaucoma enrolled in the 1996-2017 Medical Expenditure Panel Survey. Adult glaucoma patients with LHL (defined by National Assessment of Adult Literacy score <226) were the compared with those with high health literacy. Multivariable regression models were constructed to examine the association of LHL with number of outpatient glaucoma visits, prescription medications, polypharmacy (≥2 ocular hypotensive classes prescribed), and associated costs. Self-reported glaucoma diagnosis was associated with higher rates of LHL [23.9% vs. 9.7%, odds ratio (95% CI): 2.43 (2.25-2.62), P <0.0001]. Among those with glaucoma, LHL was associated with fewer glaucoma outpatient visits [risk ratio: 0.94 (0.89-0.99), P =0.02] and the use of a greater number of ocular hypotensive medications [1.06 (1.01-1.12), P =0.03]. Moreover, those with LHL had higher health care spending on prescription medications [mean: $556.40 vs. $471.87, β (95% CI): $57.05 ($30.22-$83.87)]. Adult glaucoma patients with LHL were also more likely to have polypharmacy [odds ratio (95% CI): 1.26 (1.01-1.59)]. LHL was more prevalent in patients with glaucoma, compared with those without. Glaucoma patients with LHL were prescribed more medications and had higher medication costs, however, they had fewer outpatient glaucoma visits. Improved glaucoma patient education to address LHL is needed, in addition to studies to understand the impact of these findings on treatment outcomes.

Prevalence and Risk Factors of Glaucoma Among Chinese People From the China Health and Retirement Longitudinal Study.

This study demonstrated the prevalence of self-reported glaucoma and its strong association with preexisting systemic chronic diseases in China using the baseline data from China Health and Retirement Longitudinal Study (CHARLS), a nationwide population-based cohort. The purpose of this study is to estimate the prevalence of self-reported glaucoma and its risk factors using data from the CHARLS. Data on age, sex, area of residence, education, marital status, health-related behaviors, and preexisting comorbidities for this cross-sectional study were retrieved from the CHARLS for 17,713 subjects who completed a questionnaire between June 2011 and March 2012. The prevalence of glaucoma was estimated, and a multivariate weighted analysis was performed to estimate the odds ratios (ORs) of its risk factors. Of 16,599 respondents (93.7%) who answered questions regarding glaucoma and their history of systemic chronic diseases, 314 (1.89%) reported having glaucoma before the index date. Qinghai and Beijing had the highest prevalence of glaucoma in China. Glaucoma was significantly associated with hypertension [OR: 1.362; 95% confidence interval (CI), 1.801-2.470], diabetes (OR: 2.597; 95% CI, 1.661-10.207), dyslipidemia (OR: 1.757; 95% CI, 1.157-3.650), lung disease (OR: 2.098; 95% CI, 1.674-6.527), stroke (OR: 5.278; 95% CI, 1.094-25.462), heart disease (OR: 1.893; 95% CI, 1.237-3.363), and health-related behaviors such as smoking and alcohol consumption after adjusting for age, sex, area, education, marital status, and medical insurance. Geographic variation in the prevalence of self-reported glaucoma and its strong association with preexisting systemic chronic diseases were observed, suggesting that in addition to ophthalmological examinations, regular physical examinations are necessary for glaucoma patients, especially in areas of high incidence. Appropriate strategies to improve preventive measures for glaucoma are recommended for the Chinese population.

Evaluating machine learning classifiers for glaucoma referral decision support in primary care settings

Several artificial intelligence algorithms have been proposed to help diagnose glaucoma by analyzing the functional and/or structural changes in the eye. These algorithms require carefully curated datasets with access to ocular images. In the current study, we have modeled and evaluated classifiers to predict self-reported glaucoma using a single, easily obtained ocular feature (intraocular pressure (IOP)) and non-ocular features (age, gender, race, body mass index, systolic and diastolic blood pressure, and comorbidities). The classifiers were trained on publicly available data of 3015 subjects without a glaucoma diagnosis at the time of enrollment. 337 subjects subsequently self-reported a glaucoma diagnosis in a span of 1–12 years after enrollment. The classifiers were evaluated on the ability to identify these subjects by only using their features recorded at the time of enrollment. Support vector machine, logistic regression, and adaptive boosting performed similarly on the dataset with F1 scores of 0.31, 0.30, and 0.28, respectively. Logistic regression had the highest sensitivity at 60% with a specificity of 69%. Predictive classifiers using primarily non-ocular features have the potential to be used for identifying suspected glaucoma in non-eye care settings, including primary care. Further research into finding additional features that improve the performance of predictive classifiers is warranted.

Association between Daily Niacin Intake and Glaucoma: National Health and Nutrition Examination Survey.

Background and Aims: To determine the relationship between dietary intake of niacin and glaucoma using the data from the 2005 to 2008 National Health and Nutrition Examination Survey (NHANES). Methods: Subjects aged 40 years and older who participated in the dietary intake interview and vision health questionnaire of NHANES were included in the study. Glaucoma diagnosis by self-report was utilized. Additionally, glaucoma diagnosis by fundus imaging and International Society Geographical and Epidemiological Ophthalmology (ISGEO) criteria was used in subjects with available qualified retinal imaging. Survey logistic regression analyses were used to examine the association between daily niacin consumption and glaucoma. Results: A total of 5768 participants were included in the study. There was a significant decrease in the crude odds of self-reported glaucoma in the third (OR 0.57, 95% Cl 0.43–0.76; p < 0.001) and fourth (OR 0.57, 95% Cl 0.37–0.90; p = 0.018) quartiles of daily niacin consumption, which equated to 21.01 to 28.22 mg/day and greater than 28.22 mg/day, respectively. A similar trend was found using fundus imaging of subjects with niacin intake in the third (OR 0.42, 95% Cl 0.25–0.72; p = 0.002) and fourth (OR 0.36, 95% Cl 0.20–0.67; p = 0.002) quartiles. After adjusting for covariates, the odds of glaucoma based on fundus imaging remained significantly lower for niacin intake in the third (OR 0.49, 95% Cl 0.28–0.87; p = 0.016) and fourth (OR 0.48, 95% Cl 0.26–0.89; p = 0.022) quartile levels. Using ISGEO criteria, there was no significant association between glaucoma and daily niacin consumption. Conclusions: Greater niacin intake may be associated with a lower chance of developing glaucoma.

Cost-Related Medication Nonadherence in a Nationally Representative US Population with Self-Reported Glaucoma

To determine the rates of cost-related nonadherence to medications among US adults with glaucoma and to determine if participants with glaucoma have more cost-related medication nonadherence than those without glaucoma. Cross-sectional study. Participants in the 2016-2017 National Health Interview Survey (NHIS), a cross-sectional survey regarding health topics that is administered annually to a nationally representative sample of noninstitutionalized adults in the United States. We calculated proportions of NHIS participants with and without self-reported glaucoma who reported cost-related nonadherence over the previous 12 months. We analyzed responses to 7 survey items that dealt with medication cost-related issues to any/all of a participants' medication: couldn't afford a prescribed medication; skipped medication doses to save money; took less medicine to save money; delayed filling a prescription to save money; asked doctor for lower cost medication to save money; bought prescription drugs from another country to save money; used alternative therapies to save money. We performed univariable and multivariable logistic regression to evaluate the association between self-reported glaucoma diagnosis and responses to these selected questions. Proportion of participants with and without self-reported glaucoma who reported cost-related nonadherence. Participants with glaucoma reported they could not afford prescribed medication more frequently than participants without glaucoma (8.2% vs. 6.4% P= 0.024). Adjusted predicted proportions from a multivariable model demonstrated that participants with glaucoma responded that they had greater cost-related barriers to medication access. In this nationally representative sample of the US population, after adjustment for confounding variables, participants with glaucoma more frequently reported cost-related nonadherence to medications compared with participants without glaucoma. Providers prescribing medication to patients with glaucoma should be aware of these findings and consider the impact of medication cost on their patients' ability to adhere to therapy.

The Use of eHealth Practices by United States Patients with Self-Reported Glaucoma

Patient-oriented eHealth practices (e.g., scheduling appointments on the Internet, communicating with providers online) are an integral part of modern healthcare delivery. It is not known what proportion of United States patients with glaucoma use eHealth and how this use compares with those without glaucoma. Cross-sectional study. Participants in the 2016 through 2017 National Health Interview Survey (NHIS), a cross-sectional survey regarding health topics that is administered annually to a nationally representative sample of noninstitutionalized adults in the United States. Based on the NHIS complex survey design, we calculated the proportion of participants with and without glaucoma who used 5 different eHealth practices (looking up health information on the Internet, requesting or ordering a prescription medication on the Internet, scheduling a medical appointment on the Internet, communicating with healthcare provider online, and using online groups to learn about health topics) during the 12 months before the survey. We performed univariate and multivariate logistic regression to evaluate the association between self-reported glaucoma diagnosis and use of the eHealth practices. Proportion using eHealth practices and odds ratios (ORs). Forty thousand four hundred sixty-five survey participants were included in the analysis; 1932 had self-reported glaucoma and 38 533 did not. For those with glaucoma, 46.2% (95% confidence interval [CI], 43.3%-49.0%) used at least one of the eHealth practices in the 12 months before the survey compared with 52.5% (95% CI, 51.5%-53.5%) of those without glaucoma (P < 0.001). After adjusting for confounders, participants with glaucoma were more likely to report use of at least 1 of the eHealth practices compared with those without glaucoma (adjusted OR, 1.22; 95% CI, 1.06-1.40; P= 0.005). In this nationally representative United States population, nearly half of people with glaucoma reported using eHealth practices. Although a lower proportion of people with glaucoma used eHealth practices compared with those without glaucoma, this relationship actually reversed after adjusting for confounders. Because many patients with glaucoma are capable of and already using e-Health, further investment in these technologies may be beneficial.