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Branco J, Wang JK, Elze T, Garvin MK, Pasquale LR, Kardon R, Woods B, Szanto D, Kupersmith MJ. Classifying and quantifying changes in papilloedema using machine learning. BMJ Neurol Open 2024; 6:e000503. [PMID: 38952840 PMCID: PMC11216071 DOI: 10.1136/bmjno-2023-000503] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/24/2023] [Accepted: 03/20/2024] [Indexed: 07/03/2024] Open
Abstract
Background Machine learning (ML) can differentiate papilloedema from normal optic discs using fundus photos. Currently, papilloedema severity is assessed using the descriptive, ordinal Frisén scale. We hypothesise that ML can quantify papilloedema and detect a treatment effect on papilloedema due to idiopathic intracranial hypertension. Methods We trained a convolutional neural network to assign a Frisén grade to fundus photos taken from the Idiopathic Intracranial Hypertension Treatment Trial (IIHTT). We applied modified subject-based fivefold cross-validation to grade 2979 longitudinal images from 158 participants' study eyes (ie, the eye with the worst mean deviation) in the IIHTT. Compared with the human expert-determined grades, we hypothesise that ML-estimated grades can also demonstrate differential changes over time in the IIHTT study eyes between the treatment (acetazolamide (ACZ) plus diet) and placebo (diet only) groups. Findings The average ML-determined grade correlated strongly with the reference standard (r=0.76, p<0.001; mean absolute error=0.54). At the presentation, treatment groups had similar expert-determined and ML-determined Frisén grades. The average ML-determined grade for the ACZ group (1.7, 95% CI 1.5 to 1.8) was significantly lower (p=0.0003) than for the placebo group (2.3, 95% CI 2.0 to 2.5) at the 6-month trial outcome. Interpretation Supervised ML of fundus photos quantified the degree of papilloedema and changes over time reflecting the effects of ACZ. Given the increasing availability of fundus photography, neurologists will be able to use ML to quantify papilloedema on a continuous scale that incorporates the features of the Frisén grade to monitor interventions.
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Affiliation(s)
| | - Jui-Kai Wang
- Center for the Prevention and Treatment of Visual Loss, Iowa City VA Healthcare System, Iowa City, Iowa, USA
- Department of Ophthalmology and Visual Sciences, The University of Iowa Hospitals and Clinics, Iowa City, Iowa, USA
- Department of Electrical and Computer Engineering, University of Iowa, Iowa City, Iowa, USA
| | - Tobias Elze
- Schepens Eye Research Institute, Harvard Medical School, Boston, MA, USA
| | - Mona K Garvin
- Center for the Prevention and Treatment of Visual Loss, Iowa City VA Healthcare System, Iowa City, Iowa, USA
- Department of Electrical and Computer Engineering, University of Iowa, Iowa City, Iowa, USA
| | - Louis R Pasquale
- Ophthalmology, Icahn School of Medicine at Mount Sinai, New York, New York, USA
- New York Eye and Ear Infirmary of Mount Sinai, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Randy Kardon
- Center for the Prevention and Treatment of Visual Loss, Iowa City VA Healthcare System, Iowa City, Iowa, USA
- Department of Ophthalmology and Visual Sciences, The University of Iowa Hospitals and Clinics, Iowa City, Iowa, USA
| | - Brian Woods
- New York Eye and Ear Infirmary of Mount Sinai, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Ophthalmology, Cork University Hospital, Cork, Ireland
| | - David Szanto
- Renaissance School of Medicine, Stony Brook, New York, USA
| | - Mark J Kupersmith
- Neurology, Icahn School of Medicine at Mount Sinai, New York, New York, USA
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Wijeratne T, Wijeratne C, Korajkic N, Bird S, Sales C, Riederer F. Secondary headaches - red and green flags and their significance for diagnostics. eNeurologicalSci 2023; 32:100473. [PMID: 37456555 PMCID: PMC10339125 DOI: 10.1016/j.ensci.2023.100473] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/22/2022] [Revised: 04/22/2023] [Accepted: 06/28/2023] [Indexed: 07/18/2023] Open
Abstract
A small percentage of patients suffer from a secondary headache syndrome. It is imperative that clinicians are able to differentiate primary headache syndromes from secondary headache syndromes, as failure to do so significantly worsens morbidity and mortality. Recent advances in our understanding of pathobiological mechanisms offer useful information on these enigmatic disorders. We now understand that the causes of secondary headache syndromes can vary significantly - these may be infectious, inflammatory, vascular, traumatic or structural in origin. A well-taken history and targeted physical examination coupled with appropriate investigations can enable these syndromes to be recognized consistently and thus allow their timely and appropriate treatment. Along with their epidemiology, some of their key characteristics shall thus be discussed in this review so as to aid the busy clinician at the bedside. Red flags including sudden onset, high pain intensity, pattern of change of a preexisting headache, focal neurological signs or seizure, systemic signs and precipitation by physical activity can guide the clinician to suspect a secondary headache. Importantly a preexisting headache is not an exclusion of a secondary headache - it might even be a predisposition in certain cases.
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Affiliation(s)
- Tissa Wijeratne
- School of Psychology and Public Health, La Trobe University, Melbourne, Australia
- Department of Neurology, Western Health & University Melbourne, AIMSS, Level Three, WHCRE, Sunshine Hospital, St Albans 3021, Australia
- Department of Medicine, Faculty of Medicine, University of Rajarata, Saliyapura, Anuradhapura, Sri Lanka
| | - Chanith Wijeratne
- Monash Medical School, Clayton, Victoria, Australia
- Migraine Foundation & Australian Institute of Migraine, 522, Bell Street, Pascoe Vale South, Victoria, Australia
| | - Nadja Korajkic
- Department of Neurology, Western Health & University Melbourne, AIMSS, Level Three, WHCRE, Sunshine Hospital, St Albans 3021, Australia
| | - Stefanie Bird
- Department of Neurology, Western Health & University Melbourne, AIMSS, Level Three, WHCRE, Sunshine Hospital, St Albans 3021, Australia
- Migraine Foundation & Australian Institute of Migraine, 522, Bell Street, Pascoe Vale South, Victoria, Australia
| | - Carmela Sales
- Department of Neurology, Western Health & University Melbourne, AIMSS, Level Three, WHCRE, Sunshine Hospital, St Albans 3021, Australia
| | - Franz Riederer
- Department of Neurology, Clinic Hietzing and Karl Landsteiner Institute for Clinical Epilepsy Research and Cognitive Neurology, Vienna, Austria
- Faculty of Medicine, University of Zurich, Switzerland
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Bouthour W, Biousse V, Newman NJ. Diagnosis of Optic Disc Oedema: Fundus Features, Ocular Imaging Findings, and Artificial Intelligence. Neuroophthalmology 2023; 47:177-192. [PMID: 37434667 PMCID: PMC10332214 DOI: 10.1080/01658107.2023.2176522] [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: 12/13/2022] [Revised: 01/12/2023] [Accepted: 01/29/2023] [Indexed: 02/18/2023] Open
Abstract
Optic disc swelling is a manifestation of a broad range of processes affecting the optic nerve head and/or the anterior segment of the optic nerve. Accurately diagnosing optic disc oedema, grading its severity, and recognising its cause, is crucial in order to treat patients in a timely manner and limit vision loss. Some ocular fundus features, in light of a patient's history and visual symptoms, may suggest a specific mechanism or aetiology of the visible disc oedema, but current criteria can at most enable an educated guess as to the most likely cause. In many cases only the clinical evolution and ancillary testing can inform the exact diagnosis. The development of ocular fundus imaging, including colour fundus photography, fluorescein angiography, optical coherence tomography, and multimodal imaging, has provided assistance in quantifying swelling, distinguishing true optic disc oedema from pseudo-optic disc oedema, and differentiating among the numerous causes of acute optic disc oedema. However, the diagnosis of disc oedema is often delayed or not made in busy emergency departments and outpatient neurology clinics. Indeed, most non-eye care providers are not able to accurately perform ocular fundus examination, increasing the risk of diagnostic errors in acute neurological settings. The implementation of non-mydriatic fundus photography and artificial intelligence technology in the diagnostic process addresses these important gaps in clinical practice.
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Affiliation(s)
- Walid Bouthour
- Department of Ophthalmology, Emory University School of Medicine, Atlanta, Georgia, USA
| | - Valérie Biousse
- Department of Ophthalmology, Emory University School of Medicine, Atlanta, Georgia, USA
- Department of Neurology, Emory University School of Medicine, Atlanta, Georgia, USA
| | - Nancy J. Newman
- Department of Ophthalmology, Emory University School of Medicine, Atlanta, Georgia, USA
- Department of Neurology, Emory University School of Medicine, Atlanta, Georgia, USA
- Department of Neurological Surgery, Emory University School of Medicine, Atlanta, Georgia, USA
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Rossi GP, Rossitto G, Maifredini C, Barchitta A, Bettella A, Latella R, Ruzza L, Sabini B, Seccia TM. Management of hypertensive emergencies: a practical approach. Blood Press 2021; 30:208-219. [PMID: 33966560 DOI: 10.1080/08037051.2021.1917983] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/24/2022]
Abstract
Background: Acute increases of high blood pressure values, usually described as 'hypertensive crises', 'hypertensive urgencies' or 'hypertensive emergencies', are common causes of patients' presentation to emergency departments. Owing to the lack of ad hoc randomized clinical trials, current recommendations/suggestions for treatment of these patients are not evidenced-based and, therefore, the management of acute increases of blood pressure values represent a clinical challenge. However, an improved understanding of the underlying pathophysiology has changed radically the approach to management of the patients presenting with these conditions in recent years. Accordingly, it has been proposed to abandon the terms 'hypertensive crises' and 'hypertensive urgencies', and restrict the focus to 'hypertensive emergencies'. Aims and Methods: Starting from these premises, we aimed at systematically review all available studies (years 2010-2020) to garner information on the current management of hypertensive emergencies, in order to develop a novel symptoms- and evidence-based streamlined algorithm for the assessment and treatment of these patients.Results and Conclusions: In this educational review we proposed the BARKH-based algorithm for a quick identification of hypertensive emergencies and associated acute organ damage, to allow the patients with hypertensive emergencies to receive immediate treatment in a proper setting.
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Affiliation(s)
- Gian Paolo Rossi
- Department of Medicine - Emergencies and Hypertension Unit, University of Padua, Padova, Italy
| | - Giacomo Rossitto
- Department of Medicine - Emergencies and Hypertension Unit, University of Padua, Padova, Italy
| | - Chiarastella Maifredini
- Department of Medicine - Emergencies and Hypertension Unit, University of Padua, Padova, Italy
| | - Agata Barchitta
- Department of Medicine - Emergencies and Hypertension Unit, University of Padua, Padova, Italy
| | - Andrea Bettella
- Department of Medicine - Emergencies and Hypertension Unit, University of Padua, Padova, Italy
| | - Raffaele Latella
- Department of Medicine - Emergencies and Hypertension Unit, University of Padua, Padova, Italy
| | - Luisa Ruzza
- Department of Medicine - Emergencies and Hypertension Unit, University of Padua, Padova, Italy
| | - Beatrice Sabini
- Department of Medicine - Emergencies and Hypertension Unit, University of Padua, Padova, Italy
| | - Teresa M Seccia
- Department of Medicine - Emergencies and Hypertension Unit, University of Padua, Padova, Italy
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Rose JS, Lalgudi S, Joshua RA, Paul J, Susanne MA, Phillips AC, Jeyaraj C, Abraham G, Joshua R, Vinay S, Paul P, Amritanand A, Nadaraj A. A validated audio-visual educational module on examination skills in ophthalmology for undergraduate medical students in the COVID-19 season - An observational longitudinal study. Indian J Ophthalmol 2021; 69:400-405. [PMID: 33380618 PMCID: PMC7933836 DOI: 10.4103/ijo.ijo_2054_20] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/04/2022] Open
Abstract
Purpose The aim of this study was to assess the impact of an audio visual (AV) teaching module on basic torchlight examination of the eye and direct ophthalmoscopy for undergraduate medical students. Methods This observational longitudinal study was done on 33 consecutive medical interns during their Ophthalmology posting from December 2019 to March 2020 at a medical college in South-India. An AV-module was created using animation graphics, narratives, demonstrations on normal individuals and on patients with positive signs. All interns had a pretest consisting of Multiple-choice questions, (MCQs) and an Objective Structured Clinical Examination (OSCE) on torchlight examination and direct ophthalmoscopy (DO). They were then shown the 20-minute AV-module. A posttest was performed immediately and after one week. Results The mean pretest MCQ score was 5.84 ± 1.98. It improved to 8.81 ± 1.15 in the immediate posttest and 8.87 ± 1.66 in the one-week posttest. The mean pretest OSCE score was 12.21 ± 3.39. It improved to 23.21 ± 3.39 in the immediate posttest and 23.90 ± 3.7 in the one-week posttest. Using Generalized Estimating Equation, MCQ score improved by 2.97 units and 3.03 units and the OSCE score improved by 11 units and 11.69 units in the immediate posttest and one-week posttest respectively when compared to the pretest corresponding to the MCQ score and OSCE score (p < 0.001). Conclusion AV teaching modules-for torchlight examination and DO has a significant benefit in improving knowledge and skill in undergraduate medical students. These significant results have the great translatory capacity in the current COVID-19 pandemic, where physical demonstrations involving close proximity and groups of students are highly risk prone.
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Affiliation(s)
- Jeyanth S Rose
- Department of Ophthalmology, Christian Medical College, Vellore, Tamil Nadu, India
| | - Sharmili Lalgudi
- Department of Ophthalmology, Christian Medical College, Vellore, Tamil Nadu, India
| | - R Aarwin Joshua
- Department of Ophthalmology, Christian Medical College, Vellore, Tamil Nadu, India
| | - Joshua Paul
- Department of Ophthalmology, Christian Medical College, Vellore, Tamil Nadu, India
| | - M Aishwarya Susanne
- Department of Ophthalmology, Christian Medical College, Vellore, Tamil Nadu, India
| | - Ashna C Phillips
- Department of Ophthalmology, Christian Medical College, Vellore, Tamil Nadu, India
| | - Chriset Jeyaraj
- Department of Ophthalmology, Christian Medical College, Vellore, Tamil Nadu, India
| | - Greeni Abraham
- Department of Ophthalmology, Christian Medical College, Vellore, Tamil Nadu, India
| | - R Joshua
- Department of Ophthalmology, Christian Medical College, Vellore, Tamil Nadu, India
| | - Samuel Vinay
- Department of Ophthalmology, Christian Medical College, Vellore, Tamil Nadu, India
| | - Padma Paul
- Department of Ophthalmology, Christian Medical College, Vellore, Tamil Nadu, India
| | - Anika Amritanand
- Department of Ophthalmology, Christian Medical College, Vellore, Tamil Nadu, India
| | - Ambily Nadaraj
- Department of Ophthalmology, Christian Medical College, Vellore, Tamil Nadu, India
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Survey of Telehealth Adoption by Neuro-ophthalmologists During the COVID-19 Pandemic: Benefits, Barriers, and Utility. J Neuroophthalmol 2020; 40:346-355. [PMID: 32639269 PMCID: PMC7382419 DOI: 10.1097/wno.0000000000001051] [Citation(s) in RCA: 31] [Impact Index Per Article: 7.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
Abstract
BACKGROUND During the COVID-19 pandemic, telehealth modalities have come to prominence as a strategy for providing patient care when in-person care provision opportunities are limited. The degree of adoption by neuro-ophthalmologists has not been quantified. METHODS Telehealth utilization pre-COVID-19 and peri-COVID-19 was surveyed among practicing neuro-ophthalmologists in and outside the United States using an online platform. Demographics, perceived benefits, barriers, and utility for different neuro-ophthalmic conditions were collected. Data collection occurred over a 2-week period in May 2020. RESULTS Two hundred eight practicing neuro-ophthalmologists (81.3% United States, 50.2% females, age range <35 to >65, mode 35-44 years) participated in the survey. Utilization of all telehealth modalities increased from pre-COVID to peri-COVID (video visit 3.9%-68.3%, P < 0.0005, remote interpretation of testing 26.7%-32.2%, P = 0.09, online second opinion 7.9%-15.3%, P = 0.001, and interprofessional e-consult 4.4%-18.7%, P < 0.0005, McNemar). The majority selected access, continuity, and patient efficiency of care as benefits and data quality as a barrier. Telehealth was felt to be most helpful for conditions relying on history, external examination, and previously collected ancillary testing and not helpful for conditions requiring funduscopic examination. CONCLUSIONS Telehealth modality usage by neuro-ophthalmologists increased during the COVID-19 pandemic. Identified benefits have relevance both during and beyond COVID-19. Further work is needed to address barriers in their current and future states to maintain these modalities as viable care delivery options.
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Yee NP, Kashani S, Mailhot T, Omer T. More than meets the eye: Point-of-care ultrasound diagnosis of acute optic neuritis in the emergency department. Am J Emerg Med 2019; 37:177.e1-177.e4. [DOI: 10.1016/j.ajem.2018.10.001] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/15/2018] [Revised: 10/01/2018] [Accepted: 10/02/2018] [Indexed: 10/28/2022] Open
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Prasad S, Young LH, Bouffard M, Gupta R. Case 37-2018: A 23-Year-Old Woman with Vision Loss. N Engl J Med 2018; 379:2152-2159. [PMID: 30485774 DOI: 10.1056/nejmcpc1807501] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/19/2022]
Affiliation(s)
- Sashank Prasad
- From the Departments of Neurology (S.P., M.B.), Ophthalmology (L.H.Y.), and Radiology (R.G.), Harvard Medical School, the Department of Neurology, Brigham and Women's Hospital (S.P.), the Department of Ophthalmology, Massachusetts Eye and Ear (L.H.Y.), and the Departments of Neurology (M.B.) and Radiology (R.G.), Massachusetts General Hospital - all in Boston
| | - Lucy H Young
- From the Departments of Neurology (S.P., M.B.), Ophthalmology (L.H.Y.), and Radiology (R.G.), Harvard Medical School, the Department of Neurology, Brigham and Women's Hospital (S.P.), the Department of Ophthalmology, Massachusetts Eye and Ear (L.H.Y.), and the Departments of Neurology (M.B.) and Radiology (R.G.), Massachusetts General Hospital - all in Boston
| | - Marc Bouffard
- From the Departments of Neurology (S.P., M.B.), Ophthalmology (L.H.Y.), and Radiology (R.G.), Harvard Medical School, the Department of Neurology, Brigham and Women's Hospital (S.P.), the Department of Ophthalmology, Massachusetts Eye and Ear (L.H.Y.), and the Departments of Neurology (M.B.) and Radiology (R.G.), Massachusetts General Hospital - all in Boston
| | - Rajiv Gupta
- From the Departments of Neurology (S.P., M.B.), Ophthalmology (L.H.Y.), and Radiology (R.G.), Harvard Medical School, the Department of Neurology, Brigham and Women's Hospital (S.P.), the Department of Ophthalmology, Massachusetts Eye and Ear (L.H.Y.), and the Departments of Neurology (M.B.) and Radiology (R.G.), Massachusetts General Hospital - all in Boston
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Ah-kee E, Husni D, Khan A, Lim LT. An alternative to direct ophthalmoscopy. CLINICAL TEACHER 2016; 13:316. [DOI: 10.1111/tct.12506] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
| | | | | | - Lik Thai Lim
- Ophthalmology Department; Royal Berkshire Hospital; Reading UK
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