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Upadhyaya S, Rao DP, Kavitha S, Ballae Ganeshrao S, Negiloni K, Bhandary S, Savoy FM, Venkatesh R. Diagnostic Performance of the Offline Medios Artificial Intelligence for Glaucoma Detection in a Rural Tele-Ophthalmology Setting. Ophthalmol Glaucoma 2025; 8:28-36. [PMID: 39277171 DOI: 10.1016/j.ogla.2024.09.002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/22/2024] [Revised: 08/31/2024] [Accepted: 09/09/2024] [Indexed: 09/17/2024]
Abstract
PURPOSE This study assesses the diagnostic efficacy of offline Medios Artificial Intelligence (AI) glaucoma software in a primary eye care setting, using nonmydriatic fundus images from Remidio's Fundus-on-Phone (FOP NM-10). Artificial intelligence results were compared with tele-ophthalmologists' diagnoses and with a glaucoma specialist's assessment for those participants referred to a tertiary eye care hospital. DESIGN Prospective cross-sectional study PARTICIPANTS: Three hundred three participants from 6 satellite vision centers of a tertiary eye hospital. METHODS At the vision center, participants underwent comprehensive eye evaluations, including clinical history, visual acuity measurement, slit lamp examination, intraocular pressure measurement, and fundus photography using the FOP NM-10 camera. Medios AI-Glaucoma software analyzed 42-degree disc-centric fundus images, categorizing them as normal, glaucoma, or suspect. Tele-ophthalmologists who were glaucoma fellows with a minimum of 3 years of ophthalmology and 1 year of glaucoma fellowship training, masked to artificial intelligence (AI) results, remotely diagnosed subjects based on the history and disc appearance. All participants labeled as disc suspects or glaucoma by AI or tele-ophthalmologists underwent further comprehensive glaucoma evaluation at the base hospital, including clinical examination, Humphrey visual field analysis, and OCT. Artificial intelligence and tele-ophthalmologist diagnoses were then compared with a glaucoma specialist's diagnosis. MAIN OUTCOME MEASURES Sensitivity and specificity of Medios AI. RESULTS Out of 303 participants, 299 with at least one eye of sufficient image quality were included in the study. The remaining 4 participants did not have sufficient image quality in both eyes. Medios AI identified 39 participants (13%) with referable glaucoma. The AI exhibited a sensitivity of 0.91 (95% confidence interval [CI]: 0.71-0.99) and specificity of 0.93 (95% CI: 0.89-0.96) in detecting referable glaucoma (definite perimetric glaucoma) when compared to tele-ophthalmologist. The agreement between AI and the glaucoma specialist was 80.3%, surpassing the 55.3% agreement between the tele-ophthalmologist and the glaucoma specialist amongst those participants who were referred to the base hospital. Both AI and the tele-ophthalmologist relied on fundus photos for diagnoses, whereas the glaucoma specialist's assessments at the base hospital were aided by additional tools such as Humphrey visual field analysis and OCT. Furthermore, AI had fewer false positive referrals (2 out of 10) compared to the tele-ophthalmologist (9 out of 10). CONCLUSIONS Medios offline AI exhibited promising sensitivity and specificity in detecting referable glaucoma from remote vision centers in southern India when compared with teleophthalmologists. It also demonstrated better agreement with glaucoma specialist's diagnosis for referable glaucoma participants. FINANCIAL DISCLOSURE(S) Proprietary or commercial disclosure may be found in the Footnotes and Disclosures at the end of this article.
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Affiliation(s)
- Swati Upadhyaya
- Department of Glaucoma, Aravind Eye Hospital, Pondicherry, India.
| | | | | | | | - Kalpa Negiloni
- Remidio Innovative Solutions Private Limited, Bengaluru, India
| | - Shreya Bhandary
- Remidio Innovative Solutions Private Limited, Bengaluru, India
| | - Florian M Savoy
- Medios Technologies, Remidio Innovative Solutions, Singapore
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Alryalat SA, Al Deyabat O, Lee AG. Painful Eyes in Neurology Clinic: A Guide for Neurologists. Neurol Clin 2024; 42:559-571. [PMID: 38575266 DOI: 10.1016/j.ncl.2023.12.009] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/06/2024]
Abstract
Eye pain is a common complaint among patients presenting to the neurology clinic. It can be related to neurologic diseases, but it can also be a localized eye condition. Such disorders can be misleading, as their benign appearance might mask more grave underlying conditions, potentially leading to misdiagnoses or delayed treatment. Clinicians should be aware of the specific neurologic or systemic disorders (eg, demyelinating diseases or vascular abnormalities) that might first manifest as eye pain. Formal ophthalmic consultation is recommended for patients presenting with eye pain as the predominant complaint especially when red flags for more serious pathology are present.
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Affiliation(s)
- Saif Aldeen Alryalat
- Department of Ophthalmology, Blanton Eye Institute, Houston Methodist Hospital, Houston, TX, USA; Department of Ophthalmology, The University of Jordan, Amman, Jordan
| | - Osama Al Deyabat
- Department of Ophthalmology, Blanton Eye Institute, Houston Methodist Hospital, Houston, TX, USA
| | - Andrew G Lee
- Department of Ophthalmology, Blanton Eye Institute, Houston Methodist Hospital, Houston, TX, USA; Department of Ophthalmology, The University of Jordan, Amman, Jordan; Sam Houston State, Conroe, TX, USA; Department of Ophthalmology, Cullen Eye Institute, Baylor College of Medicine, Houston, TX, USA; Departments of Ophthalmology, Neurology, and Neurosurgery, Weill Cornell Medicine, New York, NY, USA; Department of Ophthalmology, University of Texas MD Anderson Cancer Center, Houston, TX, USA; Texas A&M College of Medicine, Bryan, TX, USA; Department of Ophthalmology, The University of Iowa Hospitals and Clinics, Iowa City, IA, USA.
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Turner M, Ou Y. At-Home Glaucoma Monitoring: Is it Ready for Prime Time? Ophthalmol Glaucoma 2023; 6:117-120. [PMID: 36184483 DOI: 10.1016/j.ogla.2022.08.009] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/27/2022] [Revised: 07/28/2022] [Accepted: 08/11/2022] [Indexed: 10/14/2022]
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He G, Dunn HP, Ahmad KE, Watson E, Henderson A, Tynan D, Leaney J, White AJ, Hewitt AW, Fraser CL. Fundoscopy Use in Neurology Departments and the Utility of Smartphone photography (
FUNDUS
): A prospective prevalence and crossover diagnostic accuracy study amongst neurology inpatients. Eur J Neurol 2022; 29:2463-2472. [PMID: 35531644 PMCID: PMC9541490 DOI: 10.1111/ene.15390] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/05/2021] [Revised: 02/13/2022] [Accepted: 05/05/2022] [Indexed: 11/30/2022]
Abstract
Background and purpose Although fundoscopy is a crucial part of the neurological examination, it is challenging, under‐utilized and unreliably performed. The aim was to determine the prevalence of fundus pathology amongst neurology inpatients and the diagnostic accuracy of current fundoscopy practice compared with systematic screening with smartphone fundoscopy (SF) and portable non‐mydriatic fundus photography (NMFP). Methods This was a prospective cross‐sectional surveillance and diagnostic accuracy study on adult patients admitted under neurology in an Australian hospital. Inpatients were randomized to initial NMFP (RetinaVue 100, Welch Allyn) or SF (D‐EYE) followed by a crossover to the alternative modality. Images were graded by neurology doctors, using telemedicine consensus neuro‐ophthalmology NMFP grading as the reference standard. Feasibility parameters included ease, comfort and speed. Results Of 79 enrolled patients, 14.1% had neurologically relevant pathology (seven, disc pallor; one, hypertensive retinopathy; three, disc swelling). The neurology team performed direct ophthalmoscopy in 6.6% of cases and missed all abnormalities. SF had a sensitivity of 30%–40% compared with NMFP (45.5%); however, it had a lower rate of screening failure (1% vs. 13%, p < 0.001), a shorter examination time (1.10 vs. 2.25 min, p < 0.001) and a slightly higher patient comfort rating (9.2 vs. 8/10, p < 0.001). Conclusion Our study demonstrates a clinically significant prevalence of fundus pathology amongst neurology inpatients which was missed by current fundoscopy practices. Portable NMFP screening appears more accurate than SF, whilst both are diagnostically superior to routine fundoscopic practice, feasible and well tolerated by patients.
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Affiliation(s)
- George He
- The University of Melbourne Melbourne (Vic) Australia
| | - Hamish P. Dunn
- The University of Sydney (Faculty of Medicine & Health), Sydney, (NSW) Australia
- Westmead Hospital, (Department of Ophthalmology), Sydney, (NSW) Australia
- The University of New South Wales (Rural Clinical School) Port Macquarie (NSW) Australia
| | - Kate E. Ahmad
- Royal North Shore Hospital, (Department of Neurology), Sydney, (NSW) Australia
| | - Eloise Watson
- Royal North Shore Hospital, (Department of Neurology), Sydney, (NSW) Australia
| | - Andrew Henderson
- Westmead Hospital, (Department of Neurology), Sydney, (NSW) Australia
| | - Dominique Tynan
- The University of Sydney (Faculty of Medicine & Health), Sydney, (NSW) Australia
- Royal Victorian Eye & Ear Hospital, (Vic) Australia
| | - John Leaney
- The University of Sydney (Faculty of Medicine & Health), Sydney, (NSW) Australia
- Westmead Hospital, (Department of Ophthalmology), Sydney, (NSW) Australia
| | - Andrew J. White
- The University of Sydney (Faculty of Medicine & Health), Sydney, (NSW) Australia
- Westmead Hospital, (Department of Ophthalmology), Sydney, (NSW) Australia
- Centre for Vision Research Westmead Institute for Medical Research Sydney
| | - Alex W. Hewitt
- The University of Melbourne Melbourne (Vic) Australia
- Centre for Eye Research Melbourne (Vic) Australia
| | - Clare L. Fraser
- The University of Sydney (Faculty of Medicine & Health), Sydney, (NSW) Australia
- Save Sight Institute Sydney, The University of Sydney, (NSW) Australia
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Cervantes LJ, Tallo CA, Lopes CA, Hellier EA, Chu DS. A Novel Virtual Wet Lab-Using a Smartphone Camera Adapter and a Video Conference Platform to Provide Real-Time Surgical Instruction. Cornea 2021; 40:1639-1643. [PMID: 34173369 DOI: 10.1097/ico.0000000000002763] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/08/2021] [Accepted: 03/26/2021] [Indexed: 11/27/2022]
Abstract
PURPOSE Proctored surgical instruction has traditionally been taught through in-person interactions in either the operating room or an improvised wet lab. Because of the COVID-19 pandemic, live in-person instruction was not feasible owing to social distancing protocols, so a virtual wet lab (VWL) was proposed and implemented. The purpose of this article is to describe our experience with a VWL as a Descemet membrane endothelial keratoplasty (DMEK) skills-transfer course. This is the first time that a VWL environment has been described for the instruction of ophthalmic surgery. METHODS Thirteen participant surgeons took part in VWLs designed for DMEK skills transfer in September and October 2020. A smartphone camera adapter and a video conference software platform were the unique media for the VWL. After a didactic session, participants were divided into breakout rooms where their surgical scope view was broadcast live, allowing instructors to virtually proctor their participants in real time. Participants were surveyed to assess their satisfaction with the course. RESULTS All (100%) participants successfully injected and unfolded their DMEK grafts. Ten of the 13 participants completed the survey. Respondents rated the experience highly favorably. CONCLUSIONS With the use of readily available technology, VWLs can be successfully implemented in lieu of in-person skills-transfer courses. Further development catering to the needs of the participant might allow VWLs to serve as a viable option of surgical education, currently limited by geographical and social distancing boundaries.
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Affiliation(s)
| | | | | | | | - David S Chu
- Metropolitan Eye Research and Surgery Institute, Palisades Park, NJ; and
- Institute of Ophthalmology and Visual Sciences, Rutgers University, Newark, NJ
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Pujari A. Smartphone Ophthalmoscopy: is there a place for it? Clin Ophthalmol 2021; 15:4333-4337. [PMID: 34737548 PMCID: PMC8560125 DOI: 10.2147/opth.s243103] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/01/2021] [Accepted: 10/20/2021] [Indexed: 12/12/2022] Open
Abstract
Smartphone technology is advancing at a rapid pace. Their role in day-to-day life is becoming more and more intricate and irreplaceable. Of late, they have gained immense importance in different medical specialities where they possess an active ability to guide the clinician. This is particularly evident in ophthalmology, where the constantly evolving camera-illumination systems and the artificial intelligence integrated technology have unravelled many novel observations for non-contact posterior segment imaging. The scope of this review is to highlight the role of smartphones as ophthalmoscopes (direct as well as indirect). Nevertheless, their limitations and future directions are also stated here with the intention of making progress in the field of smartphone fundus imaging.
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Affiliation(s)
- Amar Pujari
- Dr Rajendra Prasad Centre for Ophthalmic Sciences, All India Institute of Medical Sciences (AIIMS), New Delhi, India
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Pujari A, Saluja G, Agarwal D, Sinha A, P R A, Kumar A, Sharma N. Clinical Role of Smartphone Fundus Imaging in Diabetic Retinopathy and Other Neuro-retinal Diseases. Curr Eye Res 2021; 46:1605-1613. [PMID: 34325587 DOI: 10.1080/02713683.2021.1958347] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/02/2023]
Abstract
Purpose: In today's life, many electronic gadgets have the potential to become invaluable health care devices in future. The gadgets in this category include smartphones, smartwatches, and others. Till now, smartphone role has been highlighted on many occasions in different areas, and they continue to possess immense role in clinical documentation, clinical consultation, and digitalization of ocular care. In last one decade, many treatable conditions including diabetic retinopathy, glaucoma, and other pediatric retinal diseases are being imaged using smartphones.Methods: To comprehend this cumulative knowledge, a detailed medical literature search was conducted on PubMed/Medline, Scopus, and Web of Science till February 2021.Results: The included literature revealed a definitive progress in posterior segment imaging. From simple torch light with smartphone examination to present day compact handy devices with artificial intelligence integrated software's have changed the very perspectives of ocular imaging in ophthalmology. The consistently reproducible results, constantly improving imaging techniques, and most importantly their affordable costs have renegotiated their role as effective screening devices in ophthalmology. Moreover, the obtained field of view, ocular safety, and their key utility in non-ophthalmic specialties are also growing.Conclusions: To conclude, smartphone imaging can now be considered as a quick, cost-effective, and digitalized tool for posterior segment screenings, however, their definite role in routine ophthalmic clinics is yet to be established.
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Affiliation(s)
- Amar Pujari
- Dr. Rajendra Prasad Centre for Ophthalmic Sciences, All India Institute of Medical Sciences, New Delhi, India
| | - Gunjan Saluja
- Dr. Rajendra Prasad Centre for Ophthalmic Sciences, All India Institute of Medical Sciences, New Delhi, India
| | - Divya Agarwal
- Dr. Rajendra Prasad Centre for Ophthalmic Sciences, All India Institute of Medical Sciences, New Delhi, India
| | - Ayushi Sinha
- Dr. Rajendra Prasad Centre for Ophthalmic Sciences, All India Institute of Medical Sciences, New Delhi, India
| | - Ananya P R
- Dr. Rajendra Prasad Centre for Ophthalmic Sciences, All India Institute of Medical Sciences, New Delhi, India
| | - Atul Kumar
- Dr. Rajendra Prasad Centre for Ophthalmic Sciences, All India Institute of Medical Sciences, New Delhi, India
| | - Namrata Sharma
- Dr. Rajendra Prasad Centre for Ophthalmic Sciences, All India Institute of Medical Sciences, New Delhi, India
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Comparison of vertical cup-to-disc ratio estimates using stereoscopic and monoscopic cameras. Eye (Lond) 2021; 35:3318-3324. [PMID: 33514892 DOI: 10.1038/s41433-021-01395-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/16/2020] [Revised: 12/09/2020] [Accepted: 01/06/2021] [Indexed: 11/08/2022] Open
Abstract
BACKGROUND The use of monoscopic cameras for glaucoma screening is increasing due to their portability, lower cost, and non-mydriatic capabilities. However, it is important to compare the accuracy of such devices with stereoscopic cameras that are used clinically and are considered the gold standard in optic disc assessment. The aim of this study is to compare vertical cup-to-disc ratio (VCDR) estimates obtained using images taken with a monoscopic and stereoscopic camera. METHODS Participants were selected from the Tema Eye Survey. Eligible subjects had images of at least one eye taken with two cameras. They were classified as meeting the glaucoma threshold if an eye had a VCDR estimate >97.5th percentile, corresponding to >0.725 for this population. Hence, we used 0.725 as the cutoff to group eyes into two categories: positive and negative. We calculated sensitivity, specificity, and predictive values of VCDR assessed by expert readers at a reading center for monoscopic photos using stereoscopic photos as the gold standard. RESULTS Three hundred and seventy-nine eyes of 206 participants were included in the study. Most participants were female (60.2%) and the most common age group was 50-59 years (36.4%). Sixteen eyes met the glaucoma threshold (VCDR > 0.725). Of these, the VCDR estimates of 14 eyes (87.5%) disagreed on the glaucoma threshold from the two cameras. The sensitivity to detect glaucoma with the monoscopic camera was 14.3% (95% CI: 4.0, 40.3). CONCLUSIONS The low sensitivity of monoscopic photos suggests that stereoscopic photos are more useful in the diagnosis of glaucoma.
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