1
|
Cao L, Wang H, Kwapong WR, Xiong Z, Zhao Y, Liu G, Liu R, Liu J, Hu F, Wu B. Intracranial pressure affects retinal venular complexity in idiopathic intracranial hypertension: a retrospective observational study. BMC Neurol 2024; 24:402. [PMID: 39427135 PMCID: PMC11490018 DOI: 10.1186/s12883-024-03881-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/19/2024] [Accepted: 09/25/2024] [Indexed: 10/21/2024] Open
Abstract
BACKGROUND Increased intracranial pressure (ICP) in patients with idiopathic intracranial hypertension (IIH) affects the retinal microvasculature, which can be imaged and quantified by optical coherence tomography angiography (OCTA). We aimed to identify the mediating factor between ICP and OCTA parameters association in IIH patients. METHODS IIH patients with active intracranial hypertension were enrolled. OCTA imaging was performed after ICP measurement. We quantified the branching complexity of the retinal arterioles and venules from the superficial vascular complex of the OCTA image. Eyes of IIH patients were stratified into eyes with papilledema (IIH-P) and eyes without papilledema (IIH-WP). All participants underwent visual acuity (VA) examination. RESULTS One hundred and thirty-eight eyes from 70 IIH patients and 146 eyes from 73 controls were included. Compared to the control group, IIH patients and IIH-P had reduced arteriole complexity and increased venule complexity (p < 0.05). For IIH patients and IIH-P, increased retinal venule complexity correlated with increased ICP and reduced VA (p < 0.05); while decreased arteriole complexity only correlated with Frisen scores (p = 0.026). Papilledema mediated the effect (p < 0.001) between ICP and arteriole complexity while ICP had a direct effect (p < 0.001) on venule complexity. CONCLUSION Retinal venules imaged via OCTA may reflect ICP levels and may underpin the direct effect of increased ICP in IIH patients.
Collapse
Affiliation(s)
- Le Cao
- Department of Neurology, West China Hospital, Sichuan University, No. 37 Guo Xue Xiang, Chengdu, 610041, China
| | - Hang Wang
- Department of Neurology, West China Hospital, Sichuan University, No. 37 Guo Xue Xiang, Chengdu, 610041, China
| | - William Robert Kwapong
- Department of Neurology, West China Hospital, Sichuan University, No. 37 Guo Xue Xiang, Chengdu, 610041, China
| | - Zhouwei Xiong
- Cixi Institute of Biomedical Engineering, Ningbo Institute of Materials Technology and Engineering, Chinese Academy of Sciences, Ningbo, China
| | - Yitian Zhao
- Cixi Institute of Biomedical Engineering, Ningbo Institute of Materials Technology and Engineering, Chinese Academy of Sciences, Ningbo, China
- The Affiliated People's Hospital of Ningbo University, Ningbo, China
| | - Guina Liu
- Department of Ophthalmology, West China Hospital, Sichuan University, Chengdu, China
| | - Rui Liu
- Department of Ophthalmology, West China Hospital, Sichuan University, Chengdu, China
| | - Junfeng Liu
- Department of Neurology, West China Hospital, Sichuan University, No. 37 Guo Xue Xiang, Chengdu, 610041, China
| | - Fayun Hu
- Department of Neurology, West China Hospital, Sichuan University, No. 37 Guo Xue Xiang, Chengdu, 610041, China.
| | - Bo Wu
- Department of Neurology, West China Hospital, Sichuan University, No. 37 Guo Xue Xiang, Chengdu, 610041, China.
| |
Collapse
|
2
|
Pandit AS, China M, Jain R, Jalal AHB, Jelen M, Joshi SB, Skye C, Abdi Z, Aldabbagh Y, Alradhawi M, Banks PDW, Stasiak MK, Tan EBC, Yildirim FC, Ruffle JK, D'Antona L, Asif H, Thorne L, Watkins LD, Nachev P, Toma AK. The utility of MRI radiological biomarkers in determining intracranial pressure. Sci Rep 2024; 14:23238. [PMID: 39369053 PMCID: PMC11455934 DOI: 10.1038/s41598-024-73750-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/05/2024] [Accepted: 09/20/2024] [Indexed: 10/07/2024] Open
Abstract
Intracranial pressure (ICP) is a physiological parameter that conventionally requires invasive monitoring for accurate measurement. Utilising multivariate predictive models, we sought to evaluate the utility of non-invasive, widely accessible MRI biomarkers in predicting ICP and their reversibility following cerebrospinal fluid (CSF) diversion. The retrospective study included 325 adult patients with suspected CSF dynamic disorders who underwent brain MRI scans within three months of elective 24-h ICP monitoring. Five MRI biomarkers were assessed: Yuh sella grade, optic nerve vertical tortuosity (VT), optic nerve sheath distension, posterior globe flattening and optic disc protrusion (ODP). The association between individual biomarkers and 24-h ICP was examined and reversibility of each following CSF diversion was assessed. Multivariate models incorporating these radiological biomarkers were utilised to predict 24-h median intracranial pressure. All five biomarkers were significantly associated with median 24-h ICP (p < 0.0001). Using a pair-wise approach, the presence of each abnormal biomarker was significantly associated with higher median 24-h ICP (p < 0.0001). On multivariate analysis, ICP was significantly and positively associated with Yuh sella grade (p < 0.0001), VT (p < 0.0001) and ODP (p = 0.003), after accounting for age and suspected diagnosis. The Bayesian multiple linear regression model predicted 24-h median ICP with a mean absolute error of 2.71 mmHg. Following CSF diversion, we found pituitary sella grade to show significant pairwise reversibility (p < 0.001). ICP was predicted with clinically useful precision utilising a compact Bayesian model, offering an easily interpretable tool using non-invasive MRI data. Brain MRI biomarkers are anticipated to play a more significant role in the screening, triaging, and referral of patients with suspected CSF dynamic disorders.
Collapse
Affiliation(s)
- Anand S Pandit
- High-Dimensional Neurology Group, UCL Queen Square Institute of Neurology, University College London, London, UK.
- Victor Horsley Department of Neurosurgery, National Hospital for Neurology and Neurosurgery, London, UK.
| | - Musa China
- Victor Horsley Department of Neurosurgery, National Hospital for Neurology and Neurosurgery, London, UK
- Division of Medicine, University College London, UCL, London, UK
| | - Raunak Jain
- Division of Medicine, University College London, UCL, London, UK
| | - Arif H B Jalal
- Division of Medicine, University College London, UCL, London, UK
| | - Maria Jelen
- Department of Psychology and Language Sciences, University College London, London, UK
| | - Shivani B Joshi
- Division of Medicine, University College London, UCL, London, UK
| | - Crystallynn Skye
- Division of Medicine, University College London, UCL, London, UK
| | - Zakee Abdi
- School of Medicine, Barts and the London School of Medicine and Dentistry, Queen Mary University of London, London, UK
| | - Yousif Aldabbagh
- Division of Medicine, University College London, UCL, London, UK
| | | | - Ptolemy D W Banks
- Victor Horsley Department of Neurosurgery, National Hospital for Neurology and Neurosurgery, London, UK
| | - Martyna K Stasiak
- Department of Psychology and Language Sciences, University College London, London, UK
| | - Emily B C Tan
- Division of Medicine, University College London, UCL, London, UK
| | - Fleur C Yildirim
- Department of Psychology and Language Sciences, University College London, London, UK
| | - James K Ruffle
- High-Dimensional Neurology Group, UCL Queen Square Institute of Neurology, University College London, London, UK
| | - Linda D'Antona
- Victor Horsley Department of Neurosurgery, National Hospital for Neurology and Neurosurgery, London, UK
| | - Hasan Asif
- Victor Horsley Department of Neurosurgery, National Hospital for Neurology and Neurosurgery, London, UK
| | - Lewis Thorne
- Victor Horsley Department of Neurosurgery, National Hospital for Neurology and Neurosurgery, London, UK
| | - Laurence D Watkins
- Victor Horsley Department of Neurosurgery, National Hospital for Neurology and Neurosurgery, London, UK
| | - Parashkev Nachev
- High-Dimensional Neurology Group, UCL Queen Square Institute of Neurology, University College London, London, UK
| | - Ahmed K Toma
- Victor Horsley Department of Neurosurgery, National Hospital for Neurology and Neurosurgery, London, UK
| |
Collapse
|
3
|
Schmill LPA, Peters S, Juhász J, Jansen O, Laudes M, Aludin S. MRI signs of intracranial hypertension in morbidly obese and normal-weight individuals. ROFO-FORTSCHR RONTG 2024; 196:176-185. [PMID: 37963551 DOI: 10.1055/a-2114-1919] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2023]
Abstract
PURPOSE Idiopathic intracranial hypertension (IIH) is associated with intracranial abnormalities, although not obligatory, which can be detected with cranial MRI. Obesity is an important risk factor for IIH and a pathogenetic link is suspected but the extent to which these MRI signs are already related to obesity has not yet been examined. We investigated whether IIH-MRI signs are present more often in obese individuals with a BMI > 30 kg/m² than in individuals of normal weight. MATERIALS AND METHODS Brain MRI of 32 obese and 53 normal-weight participants from the Food-Chain-Plus cohort were analyzed for three main signs of IIH: (I) stenosis of the transverse sinus, (II) increased width of the optic nerve sheath, and (III) reduction of pituitary height. In addition, a scoring system for the MRI signs was applied. Furthermore, tortuosity of the optic nerve and flattening of the posterior globe were considered as additional MRI signs. RESULTS Obese participants had a significantly higher MRI score (p < 0.001) than those in the normal-weight cohort, with significant differences in quantitative measurements of cerebral venous sinus stenosis (p < 0.001), widening of the optic nerve sheath (p < 0.05), and flattening of the pituitary gland (p < 0.05) also always being observed more frequently and in a more pronounced manner in the obese group. Furthermore, our findings correlated significantly with BMI and proportionately with hip and waist circumference. CONCLUSION Obese individuals show a significantly higher prevalence of cerebral MRI signs related to IIH. This supports the hypothesis that obesity is a risk factor for possible intracranial hypertension and reinforces the suspicion that obesity is involved in the pathomechanism of IIH. KEY POINTS · Obesity is associated with changes such as those seen in IIH.. · BMI, weight, and body measurements correlate with the expression of MRI signs of IIH.. · To prevent IIH symptoms in obesity, the pathomechanism must be further clarified..
Collapse
Affiliation(s)
| | - Sönke Peters
- Clinic for Radiology and Neuroradiology, University Hospital Schleswig-Holstein - Campus Kiel, Germany
| | - Julia Juhász
- Clinic for Radiology and Neuroradiology, University Hospital Schleswig-Holstein - Campus Kiel, Germany
| | - Olav Jansen
- Clinic for Radiology and Neuroradiology, University Hospital Schleswig-Holstein - Campus Kiel, Germany
| | - Matthias Laudes
- Institute of Diabetes and Clinical Metabolic Research; Division of Endocrinology, Diabetes and Clinical Nutrition, Department of Medicine 1, University Hospital Schleswig-Holstein - Campus Kiel, Germany
| | - Schekeb Aludin
- Clinic for Radiology and Neuroradiology, University Hospital Schleswig-Holstein - Campus Kiel, Germany
| |
Collapse
|
4
|
Sheng H, Yu X, Wang F, Khan MW, Weng H, Shariflou S, Golzan SM. Autonomous Stabilization of Retinal Videos for Streamlining Assessment of Spontaneous Venous Pulsations. ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. ANNUAL INTERNATIONAL CONFERENCE 2023; 2023:1-4. [PMID: 38083676 DOI: 10.1109/embc40787.2023.10341088] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/18/2023]
Abstract
Spontaneous retinal Venous Pulsations (SVP) are rhythmic changes in the caliber of the central retinal vein and are observed in the optic disc region (ODR) of the retina. Its absence is a critical indicator of various ocular or neurological abnormalities. Recent advances in imaging technology have enabled the development of portable smartphone-based devices for observing the retina and assessment of SVPs. However, the quality of smartphone-based retinal videos is often poor due to noise and image jitting, which in return, can severely obstruct the observation of SVPs. In this work, we developed a fully automated retinal video stabilization method that enables the examination of SVPs captured by various mobile devices. Specifically, we first propose an ODR Spatio-Temporal Localization (ODR-STL) module to localize visible ODR and remove noisy and jittering frames. Then, we introduce a Noise-Aware Template Matching (NATM) module to stabilize high-quality video segments at a fixed position in the field of view. After the processing, the SVPs can be easily observed in the stabilized videos, significantly facilitating user observations. Furthermore, our method is cost-effective and has been tested in both subjective and objective evaluations. Both of the evaluations support its effectiveness in facilitating the observation of SVPs. This can improve the timely diagnosis and treatment of associated diseases, making it a valuable tool for eye health professionals.
Collapse
|
5
|
Domingues R, Senne C, Lacerda CB. Higher cerebrospinal fluid (CSF) opening pressure in patients with idiopatic intracranial hypertension (IIH) with permanent visual impairment. HEADACHE MEDICINE 2022. [DOI: 10.48208/headachemed.2022.22] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022] Open
Abstract
Objective
The aim of this study was to identify potential visual prognostic markers in patients with idiopathic intracranial hypertension (IIH).
Methods
Patients with IIH of an outpatient headache clinic in São Paulo, Brazil, were retrospectively evaluated and divided in two groups with and without the presence of permanent visual deficit attributed to IIH. Body mass index (BMI), opening CSF pressure, and the frequency of IIH related MRI abnormalities were compared between these two groups.
Results
Twenty-nine patients, with 35,39±9,93 years, being twenty-eight female (96.55%) were included in the study. Reduced visual acuity attributed to IIH was registered in 16 (55.17%). According to BMI 17.4% had overweight and 82.6% were obese. Brain MRI was normal in 6 (20.69%). BMI, obesity, and the presence of MRI abnormalities were not associated with visual impairment. Initial CSF opening pressure was significantly higher in the group of patients with reduced visual acuity (40.4±13.14 x 30.5±3.41, P=0,015).
Conclusion
Higher CSF opening pressure at onset was significantly associated with a higher percentage of visual impairment in patients with IIH suggesting this measure as a potential prognostic marker for patients with IIH.
Collapse
|
6
|
Elmaaty AAA, Zarad CA, Belal TI, Elserafy TS. Diagnostic value of brain MR imaging and its correlation with clinical presentation and cognitive functions in idiopathic intracranial hypertension patients. THE EGYPTIAN JOURNAL OF NEUROLOGY, PSYCHIATRY AND NEUROSURGERY 2021. [DOI: 10.1186/s41983-021-00338-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022] Open
Abstract
Abstract
Background
Idiopathic intracranial hypertension (IIH) is a neurological disorder of unknown etiology and ambiguous pathophysiology due to cerebrospinal fluid dysregulation. This study is designed to evaluate the role of brain magnetic resonance imaging (MRI) and magnetic resonance venography (MRV) in diagnosis of IIH, to clarify the nature and extent of cognitive deficits, and to detect if there is a correlation between radiology, clinical findings, and cognitive dysfunctions in those patients.
Results
The study included 34 patients and 34 age-, sex-, body mass index (BMI)-, and education-matched healthy control subjects. MR brain imaging and Montreal cognitive assessment (MoCA) test were used for both groups. MRI and MRV sensitivity for IIH diagnosis were 85.2% and 85.3% with 100% and 94.1% specificity respectively. 44.1% had cognitive impairment, memory was the most affected domain, followed by attention, abstraction, and orientation with statistically significantly lower total MoCA score (p < 0.005). Domain comparisons reveal a statistically significantly lower memory/delayed recall (p < 0.001) and abstract scores (p < 0.007) in IIH cases versus control subjects. In comparing patients with cognitive impairment (CI) versus those without CI, there were statistically significantly higher CI in low education level, presence of diplopia, hormonal contraceptive use, abnormal MRI brain, papilledema grades, BMI, and opening pressure.
Conclusions
Presence of more than or equal 3 MR imaging findings, bilateral transverse sinus stenosis, and less than or equal 4 combined conduit score increase the specificity and sensitivity of MRI and MRV for IIH diagnosis. IIH had detrimental effect on different cognitive domains especially when patient have low education level, diplopia, papilledema ≥ grade III, high OP ≥ 61.5 cm H2O, and BMI ≥ 34 Kg/m2 with abnormal MRI and MRV findings.
Collapse
|
7
|
D'Antona L, Asif H, Craven CL, McHugh JA, Vassiliou A, Thorne L, Matharu MS, Watkins LD, Bremner F, Toma AK. Brain MRI and Ophthalmic Biomarkers of Intracranial Pressure. Neurology 2021; 96:e2714-e2723. [PMID: 33849988 PMCID: PMC8205470 DOI: 10.1212/wnl.0000000000012023] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/23/2020] [Accepted: 03/04/2021] [Indexed: 01/22/2023] Open
Abstract
OBJECTIVE To evaluate the utility of brain MRI and ophthalmic biomarkers for the prediction of intracranial hypertension, we have studied the association between 6 biomarkers and 24-hour intracranial pressure (ICP) monitoring results in 45 patients. METHODS This single-center observational study includes patients who underwent 24-hour ICP monitoring, brain MRI (within 3 months), and ophthalmic assessment (during ICP monitoring). Six biomarkers were investigated: pituitary gland shape, vertical tortuosity of the optic nerve, distension of the optic nerve sheath, optic disc protrusion (MRI), papilledema (slit lamp biomicroscopy), and spontaneous venous pulsations (SVP, infrared video recordings). RESULTS Forty-five patients (mean age 39 ± 14 years, 38 women) met the inclusion criteria. All 6 biomarkers had a significant association with 24-hour ICP. Concave pituitary gland was observed with moderately elevated median ICP. Protrusion of the optic disc (MRI), papilledema, and absence of SVP were associated with the highest median ICP values. Twenty patients had raised ICP (median 24-hour ICP >5.96 mm Hg, cutoff obtained through Youden index calculation). Patients with all normal biomarkers had normal median ICP in 94% (standard error 6%) of the cases. All patients with ≥3 abnormal biomarkers had intracranial hypertension. The combination of at least 1 abnormal biomarker in MRI and ophthalmic assessments was highly suggestive of intracranial hypertension (area under the curve 0.94, 95% confidence interval 0.93-0.94) CONCLUSIONS: Brain MRI and ophthalmic biomarkers can noninvasively guide the management of patients with suspected CSF dynamics abnormalities. Patients with multiple abnormal biomarkers (≥3) or a combination of abnormal MRI and ophthalmic biomarkers are likely to have intracranial hypertension and should be managed promptly.
Collapse
Affiliation(s)
- Linda D'Antona
- From the National Hospital for Neurology and Neurosurgery (L.D., H.A., C.L.C., A.V., L.T., M.S.M., L.D.W., F.B., A.K.); Victor Horsley Department of Neurosurgery (L.D., H.A., C.L.C., A.V., L.T., L.D.W., A.K.); UCL Queen Square Institute of Neurology (L.D., M.S.M., L.D.W., F.B., A.K.); King's College Hospital NHS Foundation Trust (J.A.M.); Department of Ophthalmology (J.A.M., F.B.); and Headache and Facial Pain Group (M.S.M.), London, UK.. linda.d'
| | - Hasan Asif
- From the National Hospital for Neurology and Neurosurgery (L.D., H.A., C.L.C., A.V., L.T., M.S.M., L.D.W., F.B., A.K.); Victor Horsley Department of Neurosurgery (L.D., H.A., C.L.C., A.V., L.T., L.D.W., A.K.); UCL Queen Square Institute of Neurology (L.D., M.S.M., L.D.W., F.B., A.K.); King's College Hospital NHS Foundation Trust (J.A.M.); Department of Ophthalmology (J.A.M., F.B.); and Headache and Facial Pain Group (M.S.M.), London, UK
| | - Claudia Louise Craven
- From the National Hospital for Neurology and Neurosurgery (L.D., H.A., C.L.C., A.V., L.T., M.S.M., L.D.W., F.B., A.K.); Victor Horsley Department of Neurosurgery (L.D., H.A., C.L.C., A.V., L.T., L.D.W., A.K.); UCL Queen Square Institute of Neurology (L.D., M.S.M., L.D.W., F.B., A.K.); King's College Hospital NHS Foundation Trust (J.A.M.); Department of Ophthalmology (J.A.M., F.B.); and Headache and Facial Pain Group (M.S.M.), London, UK
| | - James Alexander McHugh
- From the National Hospital for Neurology and Neurosurgery (L.D., H.A., C.L.C., A.V., L.T., M.S.M., L.D.W., F.B., A.K.); Victor Horsley Department of Neurosurgery (L.D., H.A., C.L.C., A.V., L.T., L.D.W., A.K.); UCL Queen Square Institute of Neurology (L.D., M.S.M., L.D.W., F.B., A.K.); King's College Hospital NHS Foundation Trust (J.A.M.); Department of Ophthalmology (J.A.M., F.B.); and Headache and Facial Pain Group (M.S.M.), London, UK
| | - Anna Vassiliou
- From the National Hospital for Neurology and Neurosurgery (L.D., H.A., C.L.C., A.V., L.T., M.S.M., L.D.W., F.B., A.K.); Victor Horsley Department of Neurosurgery (L.D., H.A., C.L.C., A.V., L.T., L.D.W., A.K.); UCL Queen Square Institute of Neurology (L.D., M.S.M., L.D.W., F.B., A.K.); King's College Hospital NHS Foundation Trust (J.A.M.); Department of Ophthalmology (J.A.M., F.B.); and Headache and Facial Pain Group (M.S.M.), London, UK
| | - Lewis Thorne
- From the National Hospital for Neurology and Neurosurgery (L.D., H.A., C.L.C., A.V., L.T., M.S.M., L.D.W., F.B., A.K.); Victor Horsley Department of Neurosurgery (L.D., H.A., C.L.C., A.V., L.T., L.D.W., A.K.); UCL Queen Square Institute of Neurology (L.D., M.S.M., L.D.W., F.B., A.K.); King's College Hospital NHS Foundation Trust (J.A.M.); Department of Ophthalmology (J.A.M., F.B.); and Headache and Facial Pain Group (M.S.M.), London, UK
| | - Manjit Singh Matharu
- From the National Hospital for Neurology and Neurosurgery (L.D., H.A., C.L.C., A.V., L.T., M.S.M., L.D.W., F.B., A.K.); Victor Horsley Department of Neurosurgery (L.D., H.A., C.L.C., A.V., L.T., L.D.W., A.K.); UCL Queen Square Institute of Neurology (L.D., M.S.M., L.D.W., F.B., A.K.); King's College Hospital NHS Foundation Trust (J.A.M.); Department of Ophthalmology (J.A.M., F.B.); and Headache and Facial Pain Group (M.S.M.), London, UK
| | - Laurence Dale Watkins
- From the National Hospital for Neurology and Neurosurgery (L.D., H.A., C.L.C., A.V., L.T., M.S.M., L.D.W., F.B., A.K.); Victor Horsley Department of Neurosurgery (L.D., H.A., C.L.C., A.V., L.T., L.D.W., A.K.); UCL Queen Square Institute of Neurology (L.D., M.S.M., L.D.W., F.B., A.K.); King's College Hospital NHS Foundation Trust (J.A.M.); Department of Ophthalmology (J.A.M., F.B.); and Headache and Facial Pain Group (M.S.M.), London, UK
| | - Fion Bremner
- From the National Hospital for Neurology and Neurosurgery (L.D., H.A., C.L.C., A.V., L.T., M.S.M., L.D.W., F.B., A.K.); Victor Horsley Department of Neurosurgery (L.D., H.A., C.L.C., A.V., L.T., L.D.W., A.K.); UCL Queen Square Institute of Neurology (L.D., M.S.M., L.D.W., F.B., A.K.); King's College Hospital NHS Foundation Trust (J.A.M.); Department of Ophthalmology (J.A.M., F.B.); and Headache and Facial Pain Group (M.S.M.), London, UK
| | - Ahmed Kassem Toma
- From the National Hospital for Neurology and Neurosurgery (L.D., H.A., C.L.C., A.V., L.T., M.S.M., L.D.W., F.B., A.K.); Victor Horsley Department of Neurosurgery (L.D., H.A., C.L.C., A.V., L.T., L.D.W., A.K.); UCL Queen Square Institute of Neurology (L.D., M.S.M., L.D.W., F.B., A.K.); King's College Hospital NHS Foundation Trust (J.A.M.); Department of Ophthalmology (J.A.M., F.B.); and Headache and Facial Pain Group (M.S.M.), London, UK
| |
Collapse
|
8
|
Vasseneix C, Najjar RP, Xu X, Tang Z, Loo JL, Singhal S, Tow S, Milea L, Ting DSW, Liu Y, Wong TY, Newman NJ, Biousse V, Milea D. Accuracy of a Deep Learning System for Classification of Papilledema Severity on Ocular Fundus Photographs. Neurology 2021; 97:e369-e377. [PMID: 34011570 DOI: 10.1212/wnl.0000000000012226] [Citation(s) in RCA: 30] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/09/2020] [Accepted: 04/19/2021] [Indexed: 11/15/2022] Open
Abstract
OBJECTIVE To evaluate the performance of a deep learning system (DLS) in classifying the severity of papilledema associated with increased intracranial pressure on standard retinal fundus photographs. METHODS A DLS was trained to automatically classify papilledema severity in 965 patients (2,103 mydriatic fundus photographs), representing a multiethnic cohort of patients with confirmed elevated intracranial pressure. Training was performed on 1,052 photographs with mild/moderate papilledema (MP) and 1,051 photographs with severe papilledema (SP) classified by a panel of experts. The performance of the DLS and that of 3 independent neuro-ophthalmologists were tested in 111 patients (214 photographs, 92 with MP and 122 with SP) by calculating the area under the receiver operating characteristics curve (AUC), accuracy, sensitivity, and specificity. Kappa agreement scores between the DLS and each of the 3 graders and among the 3 graders were calculated. RESULTS The DLS successfully discriminated between photographs of MP and SP, with an AUC of 0.93 (95% confidence interval [CI] 0.89-0.96) and an accuracy, sensitivity, and specificity of 87.9%, 91.8%, and 86.2%, respectively. This performance was comparable with that of the 3 neuro-ophthalmologists (84.1%, 91.8%, and 73.9%, p = 0.19, p = 1, p = 0.09, respectively). Misclassification by the DLS was mainly observed for moderate papilledema (Frisén grade 3). Agreement scores between the DLS and the neuro-ophthalmologists' evaluation was 0.62 (95% CI 0.57-0.68), whereas the intergrader agreement among the 3 neuro-ophthalmologists was 0.54 (95% CI 0.47-0.62). CONCLUSIONS Our DLS accurately classified the severity of papilledema on an independent set of mydriatic fundus photographs, achieving a comparable performance with that of independent neuro-ophthalmologists. CLASSIFICATION OF EVIDENCE This study provides Class II evidence that a DLS using mydriatic retinal fundus photographs accurately classified the severity of papilledema associated in patients with a diagnosis of increased intracranial pressure.
Collapse
Affiliation(s)
- Caroline Vasseneix
- From the Singapore Eye Research Institute (C.V., R.P.N., Z.T., J.L.L., S.S., S.T., D.S.W.T., T.Y.W., D.M.); Duke-NUS Medical School (R.P.N., J.L.L., S.S., S.T., T.Y.W., D.M.); Institute of High Performance Computing (X.X., Y.L.), Agency for Science, Technology and Research (A*STAR); Singapore National Eye Centre (J.L.L., S.S., S.T., D.S.W.T., T.Y.W., D.M.); University of Berkeley (L.M.), CA; Departments of Ophthalmology and Neurology (N.J.N., V.B.), Emory University School of Medicine, Atlanta, GA; and Copenhagen University Hospital (D.M.), Denmark
| | - Raymond P Najjar
- From the Singapore Eye Research Institute (C.V., R.P.N., Z.T., J.L.L., S.S., S.T., D.S.W.T., T.Y.W., D.M.); Duke-NUS Medical School (R.P.N., J.L.L., S.S., S.T., T.Y.W., D.M.); Institute of High Performance Computing (X.X., Y.L.), Agency for Science, Technology and Research (A*STAR); Singapore National Eye Centre (J.L.L., S.S., S.T., D.S.W.T., T.Y.W., D.M.); University of Berkeley (L.M.), CA; Departments of Ophthalmology and Neurology (N.J.N., V.B.), Emory University School of Medicine, Atlanta, GA; and Copenhagen University Hospital (D.M.), Denmark
| | - Xinxing Xu
- From the Singapore Eye Research Institute (C.V., R.P.N., Z.T., J.L.L., S.S., S.T., D.S.W.T., T.Y.W., D.M.); Duke-NUS Medical School (R.P.N., J.L.L., S.S., S.T., T.Y.W., D.M.); Institute of High Performance Computing (X.X., Y.L.), Agency for Science, Technology and Research (A*STAR); Singapore National Eye Centre (J.L.L., S.S., S.T., D.S.W.T., T.Y.W., D.M.); University of Berkeley (L.M.), CA; Departments of Ophthalmology and Neurology (N.J.N., V.B.), Emory University School of Medicine, Atlanta, GA; and Copenhagen University Hospital (D.M.), Denmark
| | - Zhiqun Tang
- From the Singapore Eye Research Institute (C.V., R.P.N., Z.T., J.L.L., S.S., S.T., D.S.W.T., T.Y.W., D.M.); Duke-NUS Medical School (R.P.N., J.L.L., S.S., S.T., T.Y.W., D.M.); Institute of High Performance Computing (X.X., Y.L.), Agency for Science, Technology and Research (A*STAR); Singapore National Eye Centre (J.L.L., S.S., S.T., D.S.W.T., T.Y.W., D.M.); University of Berkeley (L.M.), CA; Departments of Ophthalmology and Neurology (N.J.N., V.B.), Emory University School of Medicine, Atlanta, GA; and Copenhagen University Hospital (D.M.), Denmark
| | - Jing Liang Loo
- From the Singapore Eye Research Institute (C.V., R.P.N., Z.T., J.L.L., S.S., S.T., D.S.W.T., T.Y.W., D.M.); Duke-NUS Medical School (R.P.N., J.L.L., S.S., S.T., T.Y.W., D.M.); Institute of High Performance Computing (X.X., Y.L.), Agency for Science, Technology and Research (A*STAR); Singapore National Eye Centre (J.L.L., S.S., S.T., D.S.W.T., T.Y.W., D.M.); University of Berkeley (L.M.), CA; Departments of Ophthalmology and Neurology (N.J.N., V.B.), Emory University School of Medicine, Atlanta, GA; and Copenhagen University Hospital (D.M.), Denmark
| | - Shweta Singhal
- From the Singapore Eye Research Institute (C.V., R.P.N., Z.T., J.L.L., S.S., S.T., D.S.W.T., T.Y.W., D.M.); Duke-NUS Medical School (R.P.N., J.L.L., S.S., S.T., T.Y.W., D.M.); Institute of High Performance Computing (X.X., Y.L.), Agency for Science, Technology and Research (A*STAR); Singapore National Eye Centre (J.L.L., S.S., S.T., D.S.W.T., T.Y.W., D.M.); University of Berkeley (L.M.), CA; Departments of Ophthalmology and Neurology (N.J.N., V.B.), Emory University School of Medicine, Atlanta, GA; and Copenhagen University Hospital (D.M.), Denmark
| | - Sharon Tow
- From the Singapore Eye Research Institute (C.V., R.P.N., Z.T., J.L.L., S.S., S.T., D.S.W.T., T.Y.W., D.M.); Duke-NUS Medical School (R.P.N., J.L.L., S.S., S.T., T.Y.W., D.M.); Institute of High Performance Computing (X.X., Y.L.), Agency for Science, Technology and Research (A*STAR); Singapore National Eye Centre (J.L.L., S.S., S.T., D.S.W.T., T.Y.W., D.M.); University of Berkeley (L.M.), CA; Departments of Ophthalmology and Neurology (N.J.N., V.B.), Emory University School of Medicine, Atlanta, GA; and Copenhagen University Hospital (D.M.), Denmark
| | - Leonard Milea
- From the Singapore Eye Research Institute (C.V., R.P.N., Z.T., J.L.L., S.S., S.T., D.S.W.T., T.Y.W., D.M.); Duke-NUS Medical School (R.P.N., J.L.L., S.S., S.T., T.Y.W., D.M.); Institute of High Performance Computing (X.X., Y.L.), Agency for Science, Technology and Research (A*STAR); Singapore National Eye Centre (J.L.L., S.S., S.T., D.S.W.T., T.Y.W., D.M.); University of Berkeley (L.M.), CA; Departments of Ophthalmology and Neurology (N.J.N., V.B.), Emory University School of Medicine, Atlanta, GA; and Copenhagen University Hospital (D.M.), Denmark.
| | - Daniel Shu Wei Ting
- From the Singapore Eye Research Institute (C.V., R.P.N., Z.T., J.L.L., S.S., S.T., D.S.W.T., T.Y.W., D.M.); Duke-NUS Medical School (R.P.N., J.L.L., S.S., S.T., T.Y.W., D.M.); Institute of High Performance Computing (X.X., Y.L.), Agency for Science, Technology and Research (A*STAR); Singapore National Eye Centre (J.L.L., S.S., S.T., D.S.W.T., T.Y.W., D.M.); University of Berkeley (L.M.), CA; Departments of Ophthalmology and Neurology (N.J.N., V.B.), Emory University School of Medicine, Atlanta, GA; and Copenhagen University Hospital (D.M.), Denmark
| | - Yong Liu
- From the Singapore Eye Research Institute (C.V., R.P.N., Z.T., J.L.L., S.S., S.T., D.S.W.T., T.Y.W., D.M.); Duke-NUS Medical School (R.P.N., J.L.L., S.S., S.T., T.Y.W., D.M.); Institute of High Performance Computing (X.X., Y.L.), Agency for Science, Technology and Research (A*STAR); Singapore National Eye Centre (J.L.L., S.S., S.T., D.S.W.T., T.Y.W., D.M.); University of Berkeley (L.M.), CA; Departments of Ophthalmology and Neurology (N.J.N., V.B.), Emory University School of Medicine, Atlanta, GA; and Copenhagen University Hospital (D.M.), Denmark
| | - Tien Y Wong
- From the Singapore Eye Research Institute (C.V., R.P.N., Z.T., J.L.L., S.S., S.T., D.S.W.T., T.Y.W., D.M.); Duke-NUS Medical School (R.P.N., J.L.L., S.S., S.T., T.Y.W., D.M.); Institute of High Performance Computing (X.X., Y.L.), Agency for Science, Technology and Research (A*STAR); Singapore National Eye Centre (J.L.L., S.S., S.T., D.S.W.T., T.Y.W., D.M.); University of Berkeley (L.M.), CA; Departments of Ophthalmology and Neurology (N.J.N., V.B.), Emory University School of Medicine, Atlanta, GA; and Copenhagen University Hospital (D.M.), Denmark
| | - Nancy J Newman
- From the Singapore Eye Research Institute (C.V., R.P.N., Z.T., J.L.L., S.S., S.T., D.S.W.T., T.Y.W., D.M.); Duke-NUS Medical School (R.P.N., J.L.L., S.S., S.T., T.Y.W., D.M.); Institute of High Performance Computing (X.X., Y.L.), Agency for Science, Technology and Research (A*STAR); Singapore National Eye Centre (J.L.L., S.S., S.T., D.S.W.T., T.Y.W., D.M.); University of Berkeley (L.M.), CA; Departments of Ophthalmology and Neurology (N.J.N., V.B.), Emory University School of Medicine, Atlanta, GA; and Copenhagen University Hospital (D.M.), Denmark
| | - Valerie Biousse
- From the Singapore Eye Research Institute (C.V., R.P.N., Z.T., J.L.L., S.S., S.T., D.S.W.T., T.Y.W., D.M.); Duke-NUS Medical School (R.P.N., J.L.L., S.S., S.T., T.Y.W., D.M.); Institute of High Performance Computing (X.X., Y.L.), Agency for Science, Technology and Research (A*STAR); Singapore National Eye Centre (J.L.L., S.S., S.T., D.S.W.T., T.Y.W., D.M.); University of Berkeley (L.M.), CA; Departments of Ophthalmology and Neurology (N.J.N., V.B.), Emory University School of Medicine, Atlanta, GA; and Copenhagen University Hospital (D.M.), Denmark
| | - Dan Milea
- From the Singapore Eye Research Institute (C.V., R.P.N., Z.T., J.L.L., S.S., S.T., D.S.W.T., T.Y.W., D.M.); Duke-NUS Medical School (R.P.N., J.L.L., S.S., S.T., T.Y.W., D.M.); Institute of High Performance Computing (X.X., Y.L.), Agency for Science, Technology and Research (A*STAR); Singapore National Eye Centre (J.L.L., S.S., S.T., D.S.W.T., T.Y.W., D.M.); University of Berkeley (L.M.), CA; Departments of Ophthalmology and Neurology (N.J.N., V.B.), Emory University School of Medicine, Atlanta, GA; and Copenhagen University Hospital (D.M.), Denmark.
| | | |
Collapse
|