RESUMO
Purpose: To evaluate the demographic, educational, and scholarly characteristics of Association of University Professors of Ophthalmology-accredited vitreoretinal surgery fellowship program directors in the United States and Canada. Methods: Demographic, educational, and scholarly profiles of identified program directors were collated from online public resources. Characteristics were compared by sex, program size, ranking, and affiliation. Results: Eighty-one program directors (mean age [±SD] 54.7 ± 11.0 years) from 78 fellowship programs were identified. The minority were women (14.8%), who were on average 6 years younger than their male counterparts (P = .07). The majority of program directors had an academic affiliation (90.1%), most commonly professor (54.8%). The mean h-index, 5-year h-index, and m-quotient were 20.9 ± 14.9, 5.9 ± 4.4, and 0.82 ± 0.42, respectively. Compared with their counterparts, program directors of both "top 10" and large programs published more manuscripts (P < .05), accrued more citations (P < .05), and had a higher h-index (P < .05). Fellowship programs with female program directors had a significantly larger proportion of female retina faculty (P = .002). Conclusions: The backgrounds of vitreoretinal surgery program directors are diverse. However, women remain underrepresented in this position, highlighting an area with the potential for greater equity in ophthalmology.
RESUMO
OBJECTIVE: To determine whether elements in ophthalmology residency applications are predictors of future resident performance. DESIGN: This multi-institutional, cross-sectional, observational study retrospectively reviewed the residency application materials of ophthalmology residents who graduated from residency from 2006 through 2018. Resident performance was scored by 2 faculty reviewers in 4 domains (clinical, surgical, academic, and global performance). Correlation between specific elements of the residency application and resident performance was assessed by Spearman correlation coefficients (univariate) and linear regression (multivariate) for continuous variables and logistic regression (multivariate) for categorical variables. SETTING: Seven ophthalmology residency programs in the US. PARTICIPANTS: Ophthalmology residents who graduated from their residency program. RESULTS: High-performing residents were a diverse group, in terms of sex, ethnicity, visa status, and educational background. Residents with United States Medical Licensing Examination Step 1 scores higher than the national average for that year had significantly higher scores in all 4 performance domains than those who scored at or below the mean (all domains P < 0.05). Residents who had honors in at least 4 core clerkships and who were members of Alpha Omega Alpha Medical Honor Society also had higher scores in all 4 performance domains (all domains P ≤ 0.04). Step 1 score (ρ=0.26, P < 0.001) and the difference between Step 1 score and the national average for that year (ρ=0.19, Pâ¯=â¯0.009) positively correlated with total resident performance scores. Residents who passed the American Board of Ophthalmology Written Qualifying Examination or Oral Examination on their first attempt had significantly higher Step 1/2 scores (P ≤ 0.005), Ophthalmology Knowledge Assessment Program scores (Pâ¯=â¯0.001), and resident performance scores (P ≤ 0.004). CONCLUSIONS: In this new landscape of increasing numbers of applicants to residency programs and changing of the Step 1 score to pass/fail, our findings may help guide selection committees as they holistically review applicants to select exceptional future residents in ophthalmology.
Assuntos
Internato e Residência , Oftalmologia , Estudantes de Medicina , Humanos , Estudos Transversais , Avaliação Educacional , Oftalmologia/educação , Estudos Retrospectivos , Estados UnidosRESUMO
PURPOSE: To investigate attitudes, priorities, and behaviors of ophthalmologists in salary negotiations. DESIGN: Cross-sectional study. METHODS: A Qualtrics survey was disseminated to U.S.-based practicing ophthalmologists between November 1, 2021 and March 31, 2022 and assessed attitudes, behaviors, and priorities surrounding salary negotiation during the respondents' first negotiation as a practicing physician and currently. Optional case-based scenarios were also included. RESULTS: Of 424 respondents, 155 (36.5%) identified as male (M) and 269 (63.3%) identified as female (F). Men were more likely to negotiate salary for their first position as an independent ophthalmologist (M 78.3%, F 68.2%; P = .04). Respondents of both genders assessed their success similarly; 85.0% of men and 75.7% of women (P = .07) felt that their negotiation was very successful or somewhat successful. Women were more likely to select "flexibility in clinic/OR schedule for personal commitments" as a priority during salary negation for their first position (M 14.8%, F 23.1%; P = .04). Women ophthalmologists reported feeling more uncomfortable (M 36.1%, F 49.1%; P = .01), intimidated (M 20.0%, F 43.5%; P < .01), and were less likely to feel well-trained (M 24.5%, F 13.0%; P < .01). Most respondents never received formal training in negotiation. CONCLUSIONS: We found significant gender differences among ophthalmologists in attitudes, priorities and behaviors surrounding salary negotiation. There were low reported levels of formal negotiation training, which appears to disadvantage women more than men. These gender disparities suggest that incorporating education about negotiation skills and career development early in training may be impactful.
Assuntos
Negociação , Oftalmologistas , Humanos , Masculino , Feminino , Fatores Sexuais , Estudos Transversais , Salários e Benefícios , Inquéritos e QuestionáriosRESUMO
PURPOSE: Increasing rates of antibiotic resistance in endophthalmitis have been reported. This study examines outcomes of triple therapy with intravitreal vancomycin, ceftazidime, and moxifloxacin for endophthalmitis. METHODS: Retrospective, consecutive series of all patients treated with abovementioned intravitreal antibiotics from January 2009 to June 2021. Percentages of eyes attaining greater than or equal to 20/200 and 20/50 Snellen visual acuities and adverse events were evaluated. RESULTS: 112 eyes met inclusion criteria. 63 of 112 eyes (56%) achieved a visual acuity of 20/200 during follow-up, with 39 (35%) returning to at least 20/50. In subgroup analysis, 23 of 24 (96%) eyes with post-cataract endophthalmitis obtained ≥ 20/200 acuity and 21 of 24 (88%) obtained ≥ 20/50 acuity during follow-up. There were no cases of macular infarction. CONCLUSIONS: Intravitreal moxifloxacin (160 µg/0.1 mL) was well tolerated as an adjunct to vancomycin and ceftazidime for bacterial endophthalmitis. Use of this novel combination offers several theoretical advantages compared to standard therapy with two antibiotics, including expanded gram-negative coverage and potential synergy, and may be particularly valuable in geographies where the local antibiogram supports empiric use. Further study is merited to verify the safety and efficacy profile.
Assuntos
Endoftalmite , Infecções Oculares Bacterianas , Humanos , Vancomicina/uso terapêutico , Ceftazidima/uso terapêutico , Moxifloxacina , Estudos Retrospectivos , Corpo Vítreo/microbiologia , Antibacterianos , Endoftalmite/diagnóstico , Endoftalmite/tratamento farmacológico , Endoftalmite/microbiologia , Infecções Oculares Bacterianas/diagnóstico , Infecções Oculares Bacterianas/tratamento farmacológico , Infecções Oculares Bacterianas/microbiologiaRESUMO
Objective In medical school and residency training, there is little emphasis on the administrative and business aspects of running a clinical practice as either an employee or a business owner. However, by the first day of practice, young ophthalmologists need to have a basic understanding of the business of medicine to be successful in clinical practice and to avoid common pitfalls. Areas such as risk management, negotiation, financial health, lawsuits, marketing, coding, and professionalism are particularly important for practicing ophthalmologists to grasp. We instituted a formal practice management course to increase the early exposure of our trainees to the business aspects of ophthalmology. Methods Ophthalmology trainees engaged in 11, 1-hour sessions over 3 weeks during a practice management course covering 10 of the most relevant business topics for early career ophthalmologists. A precourse needs assessment, and a postcourse satisfaction and outcomes survey were administered. Results Of the 24 trainees who completed the presurvey, 96% of respondents had no previous training in contract negotiation, 88% lacked training in lawsuits, and 88% had no training in liability insurance. 96% had no inpatient coding education, and 88% had no outpatient coding training. Seventeen trainees completed the postsurvey, and statistically significant improvements in confidence ratings were found in all domains including coding, malpractice claims, and building a practice. 88% of trainees reported that the course improved their ability to code, and 100% agreed that the course improved their understanding of lawsuits, ability to negotiate a contract, and their understanding of the business of ophthalmology. Conclusion A formal, targeted business of ophthalmology course improved the knowledge of trainees on essential business concepts. This course can serve as a model for other programs looking to meet this educational need.
RESUMO
Objective The accelerated involvement of private equity (PE) in ophthalmology has many potential implications for the future of the field. The aim of this study was to evaluate trainee perspectives on PE's impact on ophthalmology. Methods An electronic survey was sent to trainees via an online ophthalmology research newsletter. The survey assessed for career goals and perspectives on the involvement of PE and its impact across a variety of attributes. Results A total of 41 United States-based respondents responded to the survey, 68% were medical students and 32% were residents or fellows. Seventy-eight percent of respondents reported they would not consider working for a PE-owned practice. There was a negative perceived impact of PE for physician autonomy, long-term physician income, career advancement, and quality of care. There was a positive perceived impact for the number of physician extenders, more referral sources, financial support, bargaining with insurance companies, starting physician salary, and administrative burden. All respondents agreed (76% strongly agree, 24% somewhat agree) that education about practice options and ownership structures is important to include in residency program education, with preferred modalities of small group discussions and on-site learning. Conclusions Trainees broadly perceive PE to negatively impact the practice of ophthalmology. While there were attributes perceived to be positively impacted by PE, these were not felt to be as important as those which may be negatively affected. New modalities for education about practice ownership options are necessary, and small group discussions and on-site learning may be of the highest yield for trainees.
RESUMO
BACKGROUND: There is an urgent need to prioritize and expedite the inclusion of pregnant and breastfeeding women in research. Characterizing trials that have successfully included these populations could inform the design and execution of future studies. In addition, up-to-date data on their inclusion in clinical research could assist in setting benchmarks, establishing targets, and monitoring progress toward more equitable inclusion. OBJECTIVE: This study aimed to characterize the eligibility and enrollment of pregnant and breastfeeding women in randomized controlled trials evaluating interventions for nonobstetrical conditions experienced by, but not limited to, these populations. STUDY DESIGN: We developed a literature search in collaboration with an information specialist. We included randomized controlled trials published between 2017 and 2019 in the 5 highest-impact general medicine journals and the 3 highest-impact specialty journals in cardiovascular disease, critical care, general infectious diseases, HIV, and psychiatry. We included randomized controlled trials that evaluated screening, diagnosis, prevention, or treatment of nonobstetrical medical conditions. We excluded randomized controlled trials exclusively focused on males, pediatrics, geriatrics, oncology, or postmenopausal women, and publications reporting subgroup, pooled, or follow-up analyses of previously published randomized controlled trials. We screened titles and abstracts independently and in duplicate, with discrepancies resolved by a third reviewer. We entered data into a standardized electronic case report form. We reviewed study protocols, appendices, and trial registries for additional data. RESULTS: Of the 1333 randomized controlled trials, pregnant and breastfeeding women were eligible for 13 (1.0%) and 6 (0.5%), respectively. Pregnancy and breastfeeding eligibility criteria were not addressed in 383 of 1333 (28.7%) and 710 of 1333 (53.3%) randomized controlled trials, respectively. In total, 102 of 937 (10.9%) and 33 of 617 (5.3%) randomized controlled trials that explicitly excluded pregnant and breastfeeding women documented the rationale. Most studies excluding pregnant women (542/937; 57.8%) required at least 1 method of contraception and/or pregnancy testing as part of trial participation for women with reproductive capacity. Among the 13 randomized controlled trials that allowed inclusion of pregnant women, 3 restricted eligibility to specific trimesters. Two randomized controlled trials enrolled pregnant women after the first year of the study following interim review of safety results in nonpregnant participants. Four randomized controlled trials reported the number of pregnant women enrolled, which ranged from 0.7% to 3.4% of the study population. None of the studies reported on pregnancy or perinatal outcomes. Compared with randomized controlled trials that excluded pregnant women, those including them more commonly had an infectious disease focus (12/13 [92.3%] vs 270/937 [28.8%]; p<.0001), including HIV (5/13 [38.5%] vs 96/937 [10.2%]; p=.0079), enrolled participants in sub-Saharan Africa (5/13 [38.5%] vs 111/937 [11.8%]; p=.0143), and had exclusively nonindustry sponsorship (13/13 [100%] vs 559/937 [59.7%]; p=.0025); inclusion varied by study phase, randomization level, and intervention type. CONCLUSION: This study illustrates a major inequity in research involving pregnant and breastfeeding women. As new health challenges arise, including novel pandemics, and the research community mobilizes to develop therapies and innovate in patient care, it is crucial that pregnant and breastfeeding women not be left behind. Greater regulatory support, in the form of explicit requirements and incentives, will be needed to ensure these populations are integrated into the research agenda.
Assuntos
Oftalmologia , Minorias Sexuais e de Gênero , Pessoas Transgênero , Feminino , Humanos , Comportamento SexualRESUMO
Marking cartridges are an increasingly popular form of nonlethal training munitions used primarily for military live-fire simulations. We report a case of ocular trauma due to such a projectile, resulting in the complete loss of vision and placement of a scleral shell. A 20-year-old man presented with decreased visual acuity in his right eye after being struck at close range by a marking cartridge during military training. Computed tomography imaging revealed a retained metallic foreign body within a deflated right globe, prompting emergent exploration and repair of the right globe. Postoperative course was complicated by pain and pruritis which resolved over a period of months. Nonlethal weapons, such as marking cartridges, are increasingly used for civilian crowd control as well as military and law enforcement training. Despite guidelines mandating the use of personal protective equipment with marking cartridges, eye protection may not be consistently used during simulated combat exercises. To the best of our knowledge, this is the first formal report of ocular injury due to this type of ammunition. Based on this case, we discuss other similar types of nonlethal munition used by military and law enforcement, their risks to the eye and orbit, and what steps may be undertaken to reduce future injury.
RESUMO
Background Medical students are applying to dramatically more ophthalmology residency programs than in the past, causing an increased administrative burden for programs and financial harm to students. This study considers the background of this situation and looks at how a lack of transparency surrounding potential residency match filters contributes. Furthermore, this study raises several potential solutions to this lack of transparency that may increase the functionality of the ophthalmology residency match. Objective The purpose of this study was to determine the availability and consistency of potential ophthalmology residency match filters through training program websites and the American Medical Association's (AMA) Residency & Fellowship Database (FREIDA). Methods This study was a cross-sectional observational study of ophthalmology residency program websites and AMA's FREIDA database entries. For 119 ophthalmology residency programs, five potential filters were evaluated for both availability and consistency on individual residency websites and FREIDA. These filters were: (1) whether a program required a minimum United States Medical Licensing Examination (USMLE) Step 1 score; (2) minimum number of letters of recommendation required; 3) whether a minimum USMLE Step 2 score was required; (4) if the program accepts the Comprehensive Osteopathic Medical Licensing Examination (COMLEX) sequence in lieu of the USMLE; and (5) ability of the residency to sponsor a visa (J-1, H-1B, or F-1). Each program's website and FREIDA entry were independently evaluated by two authors to increase validity, with a third author brought in to break the tie in case of a disagreement. Results Only two ophthalmology residency programs had information about all five filters both available and consistent on their website and FREIDA. Inter-reviewer reliability was 92.5%. Conclusions Information about potential filters used in the ophthalmology residency match is neither publicly available nor consistent. This lack of transparency may contribute to the phenomenon of medical students applying to dramatically more ophthalmology residency programs. A standardized database of these filters is needed to increase transparency to applicants, which may reduce the expenses of medical students and the workload of program directors.
RESUMO
OBJECTIVE: The purpose of this study is to investigate the amount of oral flora dispersion towards the ocular surface in relation to various face mask scenarios. METHODS AND ANALYSIS: Thirty participants were recruited for this prospective cross-sectional study. Each participant was seated and instructed to hold a blood agar plate perpendicular to the bridge of their nose and facing downward. Participants then partook in three unique face mask scenarios: no face mask, surgical face mask and surgical face mask with tape securing the superior edge. During each scenario, participants were instructed to forcefully exhale for 5 s three times. The primary outcome measure was the number of colony-forming units (CFUs) grown on each face mask scenario-specific plate. RESULTS: Thirty participants were recruited for the study, and a total of 90 chocolate agar plates were successfully incubated. The proportion of detecting any CFU was 6.67% (95% CI: 0.818% to 22.1%) for no mask scenario, 0% (95% CI: 0% to 11.6%) for mask scenario and 3.33% (95% CI: 0.0844% to 17.2%) for mask-taped scenario. The mean differences in proportion of detecting any CFU were 3.33% (95% CI: 0% to 10%, p=0.309) for no mask versus mask taped, 3.35% (95% CI: 0% to 10%, p=0.307) for mask taped versus mask and 6.68% (95% CI: 0% to 16.7%, p=0.142) for no mask versus mask. CONCLUSION: This study showed no difference in bacterial dispersion towards the ocular surface when comparing no face mask, a surgical face mask without tape or a surgical face mask with tape.
RESUMO
PURPOSE: This work assesses the safety of resident-performed intravitreal injections by comparing the incidence of postinjection endophthalmitis associated with residents vs surgical retina attendings. METHODS: In this retrospective noninferiority cohort study, the Current Procedural Technology code for an intravitreal injection was used to identify patients from July 1, 2015, to October 31, 2018, at a single-center Veterans Affairs hospital where patients receive intravitreal injections from attending vitreoretinal surgeons and residents. The medical record for each injection was reviewed for the training level of the proceduralist, indication, medication, and laterality. The main outcome was the incidence of postinjection endophthalmitis occurring within 30 days of an intravitreal injection, which was confirmed by at least 2 medical-record reviewers. RESULTS: In this cohort of 593 patients, most were male (97.0%), and the average age was 70.3 years (±10.8 years). Of the 6934 injections given, 3877 (55.9%) were performed by residents and 3057 (44.1%) by attendings. Of the 5 cases of endophthalmitis identified, 3 were associated with a resident-performed injection in his or her fourth year of postgraduate training. The difference (0.012%; 95% CI, -0.168% to 0.169%) in the incidence of postinjection endophthalmitis between residents (0.077%) and attendings (0.065%) did not cross the predetermined noninferiority limit (0.200%). CONCLUSIONS: At our teaching clinic, resident-performed injections were not associated with an elevated risk of endophthalmitis when compared with attending-performed injections. Under varying levels of supervision, residents appeared to demonstrate appropriate sterile injection technique.
RESUMO
Importance There is a lack of peer-reviewed literature on leadership development programs (LDP) in ophthalmology. Research into LDP demographics, outcomes, and methodology is needed. Objective The aim of the study is to evaluate the extent to which LDPs targeting ophthalmologists meet the needs of emerging leaders. Design The design type of the study is cross-sectional analysis. Setting This study involves international setting. Participants The participants involved were ophthalmologists at any career level. Methods Routine internet search was used to identify LDPs targeting ophthalmologists. LDPs identified were categorized by the outcome data available into four levels based on prior literature. Participants were assessed using previously validated software for gender (Gender-API, 2020) and race or ethnicity (NamSor, 2020) Results Nine programs were identified which were classified into LDP generations. The first LDP in ophthalmology was the American Academy of Ophthalmology (AAO) LDP, which served as the nidus for the formation of four multinational LDPs, together forming the Global LDP. These LDPs were similar in size and scope; program size ranging from nine to 30 participants; a length of 1 to 2 years; with similar curricular offerings; with funding primarily derived from cost-sharing with a nominating society. The second generation of ophthalmology LDPs in the United States has targeted female scientists or faculty (Women's LDP by ARVO) and academic ophthalmology leaders (Academic LDP by Association of University Professors of Ophthalmology). The AAO's LDP appears increasingly diverse with approximately 13% women at inception, gradually increasing from 40 to 65% women in the last 5 years ( n = 389). There has also been a notable increase in ethnic diversity. Conclusion and Relevance AAO LDP is the preeminent leadership training program for ophthalmologists, and it has influenced the creation of a new generation of LDP offerings. There remains a paucity of LDP evaluation metrics and reported outcomes. Newer iterations are successfully targeting academic leadership and attempting to address known disparities in gender and race or ethnicity. Further expansion of LDPs and related research can ensure equity and diversity in the pipeline.
RESUMO
PURPOSE: To identify the role of gender and other factors in influencing ophthalmologists' compensation. DESIGN: Cross-sectional study. PARTICIPANTS: U.S. practicing ophthalmologists. METHODS: Between January and March 2020, an anonymous survey was sent to U.S. residency program directors and practicing ophthalmologists who recently completed residency training. Respondents who completed residency ≤ 10 years ago and responded to questions about gender, fellowship training, state of practice, and salary were included. Propensity score match (PSM) analysis was performed with age, academic residency, top residency, fellowship, state median wage, practice type, ethnicity, and number of workdays. Multivariate linear regression (MLR) analysis controlled for additional factors along with the aforementioned variables. MAIN OUTCOME MEASURES: Base starting salary with bonus (SWB) received in the first year of clinical position was the main outcome measure. A multiplier of 1.2 (20%) was added to the base salary to account for bonus. RESULTS: Of 684 respondents, 384 (56% were female, 44% were male) from 68 programs were included. Female ophthalmologists received a mean initial SWB that was $33 139.80 less than that of their male colleagues (12.5%, P = 0.00). The PSM analysis showed an SWB difference of -$27 273.89 (10.3% gap, P = 0.0015). Additionally, SWB differences were calculated with the number of workdays substituted by operating room (OR) days (-$27 793.67 [10.5% gap, P = 0.0013]) and clinic days (-$23 597.57 [8.90% gap, P = 0.0064]) in separate PSM analyses. The SWB differences between genders were significant using MLR analyses, which also controlled for work, clinic, and OR days separately (-$22 261.49, $-18 604.65, and $-16 191.26, respectively; P = 0.017, P = 0.015, P = 0.002, respectively). Gender independently predicted income in all 3 analyses (P < 0.05). Although an association between gender and the attempt to negotiate was not detected, a greater portion of men subjectively reported success in negotiation (P = 0.03). CONCLUSIONS: Female ophthalmologists earn significantly less than their male colleagues in the first year of clinical practice. Salary differences persist after controlling for demographic, educational, and practice type variables with MLR and PSM analyses. These income differences may lead to a substantial loss of accumulated earnings over an individual's career.
Assuntos
Atenção à Saúde/organização & administração , Educação de Pós-Graduação em Medicina/organização & administração , Internato e Residência/organização & administração , Oftalmologistas/educação , Adulto , Estudos Transversais , Escolaridade , Feminino , Humanos , Masculino , Estudos Prospectivos , Fatores Sexuais , Inquéritos e QuestionáriosRESUMO
Purpose: This work investigates the visual and anatomical outcomes of full-thickness macular hole (FTMH) repair surgery using air in comparison to gas tamponade. Methods: A retrospective consecutive review of medical records was undertaken of all patients undergoing pars plana vitrectomy for idiopathic FTMH at an academic practice from January 2010 to May 2017. Each operative report was reviewed to investigate the agent used for tamponade at the end of the surgery. Preoperative hole duration and size as measured using optical coherence tomography as well as successful postoperative hole closure were recorded. Use of gas or air was not randomized and was instilled at surgeon discretion. Results: The final analysis included 211 eyes. Gas was used as the tamponade agent in 171 of the 211 eyes; most of these eyes (144 of 171) received sulfur hexafluoride (SF6) and the remainder received perfluoropropane (C3F8). Forty eyes underwent only a complete fluid-air exchange without any gas placement following vitrectomy. There was no statistically significant difference between the 2 groups in mean preoperative macular hole size (P = .43). Nine of the 171 macular holes receiving gas tamponade failed to close (5.3%). One of the 40 macular holes receiving only air failed to close (2.5%). There was no statistically significant difference in hole closure rates between the 2 groups (P = .45). Conclusions: Air served as an equally efficacious internal tamponade agent in comparison to nonexpansile gas following idiopathic FTMH repair surgery.
RESUMO
Purpose: To determine plasma metabolite and metabolic pathway differences between patients with type 2 diabetes with diabetic retinopathy (DR) and without retinopathy (diabetic controls), and between patients with proliferative DR (PDR) and nonproliferative DR (NPDR). Methods: Using high-resolution mass spectrometry with liquid chromatography, untargeted metabolomics was performed on plasma samples from 83 DR patients and 90 diabetic controls. Discriminatory metabolic features were identified through partial least squares discriminant analysis, and linear regression was used to adjust for age, sex, diabetes duration, and hemoglobin A1c. Pathway analysis was performed using Mummichog 2.0. Results: In the adjusted analysis, 126 metabolic features differed significantly between DR patients and diabetic controls. Pathway analysis revealed alterations in the metabolism of amino acids, leukotrienes, niacin, pyrimidine, and purine. Arginine, citrulline, glutamic γ-semialdehyde, and dehydroxycarnitine were key contributors to these pathway differences. A total of 151 features distinguished PDR patients from NPDR patients, and pathway analysis revealed alterations in the ß-oxidation of saturated fatty acids, fatty acid metabolism, and vitamin D3 metabolism. Carnitine was a major contributor to the pathway differences. Conclusions: This study demonstrates that arginine and citrulline-related pathways are dysregulated in DR, and fatty acid metabolism is altered in PDR patients compared with NPDR patients.