Cargando…

A Multimodal Imaging–Based Deep Learning Model for Detecting Treatment-Requiring Retinal Vascular Diseases: Model Development and Validation Study

BACKGROUND: Retinal vascular diseases, including diabetic macular edema (DME), neovascular age-related macular degeneration (nAMD), myopic choroidal neovascularization (mCNV), and branch and central retinal vein occlusion (BRVO/CRVO), are considered vision-threatening eye diseases. However, accurate...

Descripción completa

Detalles Bibliográficos
Autores principales:	Kang, Eugene Yu-Chuan, Yeung, Ling, Lee, Yi-Lun, Wu, Cheng-Hsiu, Peng, Shu-Yen, Chen, Yueh-Peng, Gao, Quan-Ze, Lin, Chihung, Kuo, Chang-Fu, Lai, Chi-Chun
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	JMIR Publications 2021
Materias:	Original Paper
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8204240/ https://www.ncbi.nlm.nih.gov/pubmed/34057419 http://dx.doi.org/10.2196/28868

Ejemplares similares

Development and Validation of a Deep Learning Model Using Convolutional Neural Networks to Identify Scaphoid Fractures in Radiographs
por: Yoon, Alfred P., et al.
Publicado: (2021)

Using Slit-Lamp Images for Deep Learning-Based Identification of Bacterial and Fungal Keratitis: Model Development and Validation with Different Convolutional Neural Networks
por: Hung, Ning, et al.
Publicado: (2021)

Multimodal In Vivo Imaging of Retinal and Choroidal Vascular Occlusion
por: Nguyen, Van Phuc, et al.
Publicado: (2022)

Deep Learning–Based Detection of Early Renal Function Impairment Using Retinal Fundus Images: Model Development and Validation
por: Kang, Eugene Yu-Chuan, et al.
Publicado: (2020)

Improvement of Impaired Motor Functions by Human Dental Exfoliated Deciduous Teeth Stem Cell-Derived Factors in a Rat Model of Parkinson’s Disease
por: Chen, Yong-Ren, et al.
Publicado: (2020)

Multimodal imaging of retinal metastasis masquerading as an acute retinal necrosis
por: Mano, Fukutaro, et al.
Publicado: (2018)

Effectiveness of Storytelling in Agricultural Marketing: Scale Development and Model Evaluation
por: Yueh, Hsiu-Ping, et al.
Publicado: (2019)

Erratum: Chen, Y.-R., et al. Improvement of Impaired Motor Functions by Human Dental Exfoliated Deciduous Teeth Stem Cell-Derived Factors in a Rat Model of Parkinson’s Disease. Int. J. Mol. Sci. 2020, 21, 3807
por: Chen, Yong-Ren, et al.
Publicado: (2021)

Multimodal imaging and functional analysis of the chick NMDA retinal damage model
por: Heisler-Taylor, Tyler, et al.
Publicado: (2021)

Unsupervised deep learning registration model for multimodal brain images
por: Abbasi, Samaneh, et al.
Publicado: (2023)

MultiVI: deep generative model for the integration of multimodal data
por: Ashuach, Tal, et al.
Publicado: (2023)

Multimodal Coherent Imaging of Retinal Biomarkers of Alzheimer’s Disease in a Mouse Model
por: Song, Ge, et al.
Publicado: (2020)

Prediction of visual impairment in retinitis pigmentosa using deep learning and multimodal fundus images
por: Liu, Tin Yan Alvin, et al.
Publicado: (2023)

Multimodal deep learning models for early detection of Alzheimer’s disease stage
por: Venugopalan, Janani, et al.
Publicado: (2021)

Accessory pathway analysis using a multimodal deep learning model
por: Nishimori, Makoto, et al.
Publicado: (2021)

Leveraging multimodal microscopy to optimize deep learning models for cell segmentation
por: Cameron, William D., et al.
Publicado: (2021)

Multimodal Deep Learning Models for Detecting Dementia From Speech and Transcripts
por: Ilias, Loukas, et al.
Publicado: (2022)

Experiments on Adversarial Examples for Deep Learning Model Using Multimodal Sensors
por: Kurniawan, Ade, et al.
Publicado: (2022)

Measuring the Compression Force Required for Vascular Shortening in Ultrasonic Vascular Models
por: Sato, Nao, et al.
Publicado: (2022)

Gait-Based Implicit Authentication Using Edge Computing and Deep Learning for Mobile Devices
por: Zeng, Xin, et al.
Publicado: (2021)

Photoreceptor Cells Influence Retinal Vascular Degeneration in Mouse Models of Retinal Degeneration and Diabetes
por: Liu, Haitao, et al.
Publicado: (2016)

Retinal Vascular Degeneration in the Transgenic P23H Rat Model of Retinitis Pigmentosa
por: Fernández-Sánchez, Laura, et al.
Publicado: (2018)

Inhibition of DUSP6 Activates Autophagy and Rescues the Retinal Pigment Epithelium in Sodium Iodate-Induced Retinal Degeneration Models In Vivo and In Vitro
por: Tsai, Hao-Yu, et al.
Publicado: (2022)

Multimodal Imaging in Hereditary Retinal Diseases
por: Pichi, Francesco, et al.
Publicado: (2013)

Bartonella hanselae retinitis patient evaluated with multimodal retinal exams
por: Rosa, Paulo Alberto Cervi, et al.
Publicado: (2020)

Peripheral Retinal Vascular Patterns in Patients with Rhegmatogenous Retinal Detachment in Taiwan
por: Chen, San-Ni, et al.
Publicado: (2016)

An Intelligent Diagnostic Model for Melasma Based on Deep Learning and Multimode Image Input
por: Liu, Lin, et al.
Publicado: (2022)

Investigation on Deep Learning Model of College English Based on Multimodal Learning Method
por: Han, Xiuying
Publicado: (2022)

Multimodality Imaging of COVID-19 Using Fine-Tuned Deep Learning Models
por: Almuayqil, Saleh, et al.
Publicado: (2023)

A multimodal deep learning model for predicting severe hemorrhage in placenta previa
por: Akazawa, Munetoshi, et al.
Publicado: (2023)

Multimodal and multi-omics-based deep learning model for screening of optic neuropathy
por: Lin, Ye-ting, et al.
Publicado: (2023)

Multimodality Imaging of Abnormal Vascular Perfusion and Morphology in Preclinical 9L Gliosarcoma Model
por: Darpolor, Moses M., et al.
Publicado: (2011)

Acute Variations in Retinal Vascular Oxygen Content in a Rabbit Model of Retinal Venous Occlusion
por: Jaime, Gilberto Raul Lopez, et al.
Publicado: (2012)

Artificial Intelligence in Ophthalmology: A Meta-Analysis of Deep Learning Models for Retinal Vessels Segmentation
por: Islam, Md. Mohaimenul, et al.
Publicado: (2020)

Neurodegeneration and Vascular Burden on Cognition After Midlife: A Plasma and Neuroimaging Biomarker Study
por: Huang, Kuo-Lun, et al.
Publicado: (2021)

Selective Requirements for Vascular Endothelial Cells and Circulating Factors in the Regulation of Retinal Neurogenesis
por: Dhakal, Susov, et al.
Publicado: (2021)

Retinal Nerve and Vascular Changes in Prediabetes
por: Peng, Rui Ping, et al.
Publicado: (2022)

Chlorogenic Acid Decreases Retinal Vascular Hyperpermeability in Diabetic Rat Model
por: Shin, Joo Young, et al.
Publicado: (2013)

An In Vitro Model of Diabetic Retinal Vascular Endothelial Dysfunction and Neuroretinal Degeneration
por: Wang, Qiyun, et al.
Publicado: (2021)

Multimodal deep learning models for the prediction of pathologic response to neoadjuvant chemotherapy in breast cancer
por: Joo, Sunghoon, et al.
Publicado: (2021)

Cannot write session to /tmp/vufind_sessions/sess_q20lu255mkk7qaq89qoch5kvvt