Literature DB >> 33766775

Artificial intelligence in OCT angiography.

Tristan T Hormel1, Thomas S Hwang1, Steven T Bailey1, David J Wilson1, David Huang1, Yali Jia2.   

Abstract

Optical coherence tomographic angiography (OCTA) is a non-invasive imaging modality that provides three-dimensional, information-rich vascular images. With numerous studies demonstrating unique capabilities in biomarker quantification, diagnosis, and monitoring, OCTA technology has seen rapid adoption in research and clinical settings. The value of OCTA imaging is significantly enhanced by image analysis tools that provide rapid and accurate quantification of vascular features and pathology. Today, the most powerful image analysis methods are based on artificial intelligence (AI). While AI encompasses a large variety of techniques, machine-learning-based, and especially deep-learning-based, image analysis provides accurate measurements in a variety of contexts, including different diseases and regions of the eye. Here, we discuss the principles of both OCTA and AI that make their combination capable of answering new questions. We also review contemporary applications of AI in OCTA, which include accurate detection of pathologies such as choroidal neovascularization, precise quantification of retinal perfusion, and reliable disease diagnosis.
Copyright © 2021 Elsevier Ltd. All rights reserved.

Entities:  

Keywords:  Artificial intelligence; Deep learning; Image analysis; OCT Angiography

Mesh:

Year:  2021        PMID: 33766775      PMCID: PMC8455727          DOI: 10.1016/j.preteyeres.2021.100965

Source DB:  PubMed          Journal:  Prog Retin Eye Res        ISSN: 1350-9462            Impact factor:   21.198


  188 in total

1.  Three-dimensional structural and angiographic evaluation of foveal ischemia in diabetic retinopathy: method and validation.

Authors:  Bingjie Wang; Acner Camino; Shaohua Pi; Yukun Guo; Jie Wang; David Huang; Thomas S Hwang; Yali Jia
Journal:  Biomed Opt Express       Date:  2019-06-24       Impact factor: 3.732

2.  elastix: a toolbox for intensity-based medical image registration.

Authors:  Stefan Klein; Marius Staring; Keelin Murphy; Max A Viergever; Josien P W Pluim
Journal:  IEEE Trans Med Imaging       Date:  2009-11-17       Impact factor: 10.048

3.  Maximum value projection produces better en face OCT angiograms than mean value projection.

Authors:  Tristan T Hormel; Jie Wang; Steven T Bailey; Thomas S Hwang; David Huang; Yali Jia
Journal:  Biomed Opt Express       Date:  2018-11-26       Impact factor: 3.732

4.  High-resolution wide-field OCT angiography with a self-navigation method to correct microsaccades and blinks.

Authors:  Xiang Wei; Tristan T Hormel; Yukun Guo; Thomas S Hwang; Yali Jia
Journal:  Biomed Opt Express       Date:  2020-05-21       Impact factor: 3.732

5.  Automated boundary detection of the optic disc and layer segmentation of the peripapillary retina in volumetric structural and angiographic optical coherence tomography.

Authors:  Pengxiao Zang; Simon S Gao; Thomas S Hwang; Christina J Flaxel; David J Wilson; John C Morrison; David Huang; Dengwang Li; Yali Jia
Journal:  Biomed Opt Express       Date:  2017-02-01       Impact factor: 3.732

6.  Single-shot angular compounded optical coherence tomography angiography by splitting full-space B-scan modulation spectrum for flow contrast enhancement.

Authors:  Pei Li; Yuxuan Cheng; Liping Zhou; Cong Pan; Zhihua Ding; Peng Li
Journal:  Opt Lett       Date:  2016-03-01       Impact factor: 3.776

7.  Segmentation of the foveal microvasculature using deep learning networks.

Authors:  Pavle Prentašic; Morgan Heisler; Zaid Mammo; Sieun Lee; Andrew Merkur; Eduardo Navajas; Mirza Faisal Beg; Marinko Šarunic; Sven Loncaric
Journal:  J Biomed Opt       Date:  2016-07-01       Impact factor: 3.170

8.  Prevalence and Severity of Artifacts in Optical Coherence Tomographic Angiograms.

Authors:  Ian C Holmen; Sri Meghana Konda; Jeong W Pak; Kyle W McDaniel; Barbara Blodi; Kimberly E Stepien; Amitha Domalpally
Journal:  JAMA Ophthalmol       Date:  2020-02-01       Impact factor: 7.389

9.  Automated Quantification of Capillary Nonperfusion Using Optical Coherence Tomography Angiography in Diabetic Retinopathy.

Authors:  Thomas S Hwang; Simon S Gao; Liang Liu; Andreas K Lauer; Steven T Bailey; Christina J Flaxel; David J Wilson; David Huang; Yali Jia
Journal:  JAMA Ophthalmol       Date:  2016-04       Impact factor: 7.389

10.  Fast and robust standard-deviation-based method for bulk motion compensation in phase-based functional OCT.

Authors:  Xiang Wei; Acner Camino; Shaohua Pi; William Cepurna; David Huang; John C Morrison; Yali Jia
Journal:  Opt Lett       Date:  2018-05-01       Impact factor: 3.776

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  10 in total

1.  Emerging imaging developments in experimental vision sciences and ophthalmology.

Authors:  Shuliang Jiao; Yali Jia; Xincheng Yao
Journal:  Exp Biol Med (Maywood)       Date:  2021-08-18

2.  Characterization of the Retinal Microvasculature and FAZ Changes in Ischemic Stroke and Its Different Types.

Authors:  Hongyu Duan; Jianyang Xie; Yifan Zhou; Hui Zhang; Yiyun Liu; Chuhao Tang; Yitian Zhao; Hong Qi
Journal:  Transl Vis Sci Technol       Date:  2022-10-03       Impact factor: 3.048

3.  An Open-Source Deep Learning Network for Reconstruction of High-Resolution OCT Angiograms of Retinal Intermediate and Deep Capillary Plexuses.

Authors:  Min Gao; Tristan T Hormel; Jie Wang; Yukun Guo; Steven T Bailey; Thomas S Hwang; Yali Jia
Journal:  Transl Vis Sci Technol       Date:  2021-11-01       Impact factor: 3.283

Review 4.  Towards standardizing retinal optical coherence tomography angiography: a review.

Authors:  Danuta M Sampson; Adam M Dubis; Fred K Chen; Robert J Zawadzki; David D Sampson
Journal:  Light Sci Appl       Date:  2022-03-18       Impact factor: 17.782

5.  Machine learning-based 3D modeling and volumetry of human posterior vitreous cavity of optical coherence tomographic images.

Authors:  Hiroyuki Takahashi; Zaixing Mao; Ran Du; Kyoko Ohno-Matsui
Journal:  Sci Rep       Date:  2022-08-16       Impact factor: 4.996

6.  A Diabetic Retinopathy Classification Framework Based on Deep-Learning Analysis of OCT Angiography.

Authors:  Pengxiao Zang; Tristan T Hormel; Xiaogang Wang; Kotaro Tsuboi; David Huang; Thomas S Hwang; Yali Jia
Journal:  Transl Vis Sci Technol       Date:  2022-07-08       Impact factor: 3.048

7.  Retinal Microvascular Signs in Pre- and Early-Stage Diabetic Retinopathy Detected Using Wide-Field Swept-Source Optical Coherence Tomographic Angiography.

Authors:  Fabao Xu; Zhiwen Li; Yang Gao; Xueying Yang; Ziyuan Huang; Zhiwei Li; Rui Zhang; Shaopeng Wang; Xinghong Guo; Xinguo Hou; Xiaolin Ning; Jianqiao Li
Journal:  J Clin Med       Date:  2022-07-26       Impact factor: 4.964

8.  Advanced ultrawide-field optical coherence tomography angiography identifies previously undetectable changes in biomechanics-related parameters in nonpathological myopic fundus.

Authors:  Weiran Zhang; Chang Li; Yibo Gong; Nianen Liu; Yunshan Cao; Zhiqing Li; Yan Zhang
Journal:  Front Bioeng Biotechnol       Date:  2022-08-16

Review 9.  Vascular Implications of COVID-19: Role of Radiological Imaging, Artificial Intelligence, and Tissue Characterization: A Special Report.

Authors:  Narendra N Khanna; Mahesh Maindarkar; Anudeep Puvvula; Sudip Paul; Mrinalini Bhagawati; Puneet Ahluwalia; Zoltan Ruzsa; Aditya Sharma; Smiksha Munjral; Raghu Kolluri; Padukone R Krishnan; Inder M Singh; John R Laird; Mostafa Fatemi; Azra Alizad; Surinder K Dhanjil; Luca Saba; Antonella Balestrieri; Gavino Faa; Kosmas I Paraskevas; Durga Prasanna Misra; Vikas Agarwal; Aman Sharma; Jagjit Teji; Mustafa Al-Maini; Andrew Nicolaides; Vijay Rathore; Subbaram Naidu; Kiera Liblik; Amer M Johri; Monika Turk; David W Sobel; Gyan Pareek; Martin Miner; Klaudija Viskovic; George Tsoulfas; Athanasios D Protogerou; Sophie Mavrogeni; George D Kitas; Mostafa M Fouda; Manudeep K Kalra; Jasjit S Suri
Journal:  J Cardiovasc Dev Dis       Date:  2022-08-15

10.  Quantification of Nonperfusion Area in Montaged Widefield OCT Angiography Using Deep Learning in Diabetic Retinopathy.

Authors:  Yukun Guo; Tristan T Hormel; Liqin Gao; Qisheng You; Bingjie Wang; Christina J Flaxel; Steven T Bailey; Dongseok Choi; David Huang; Thomas S Hwang; Yali Jia
Journal:  Ophthalmol Sci       Date:  2021-05-12
  10 in total

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