Retina Oculomics in Neurodegenerative Disease

被引:15
作者
Suh, Alex [1 ]
Ong, Joshua [2 ]
Kamran, Sharif Amit [3 ]
Waisberg, Ethan [4 ]
Paladugu, Phani [5 ,6 ]
Zaman, Nasif [3 ]
Sarker, Prithul [3 ]
Tavakkoli, Alireza [3 ]
Lee, Andrew G. [7 ,8 ,9 ,10 ,11 ,12 ,13 ,14 ]
机构
[1] Tulane Univ, Sch Med, New Orleans, LA 70118 USA
[2] Univ Michigan, Michigan Med, Ann Arbor, MI USA
[3] Univ Nevada, Dept Comp Sci & Engn, Human Machine Percept Lab, Reno, NV USA
[4] Univ Coll Dublin, Sch Med, Dublin, Ireland
[5] Harvard Med Sch, Brigham & Womens Hosp, Boston, MA USA
[6] Thomas Jefferson Univ, Sidney Kimmel Med Coll, Philadelphia, PA USA
[7] Baylor Coll Med, Ctr Space Med, Houston, TX USA
[8] Houston Methodist Hosp, Blanton Eye Inst, Dept Ophthalmol, 6560 Fannin St 450, Houston, TX 77030 USA
[9] Houston Methodist Hosp, Houston Methodist Res Inst, Houston, TX USA
[10] Weill Cornell Med, Dept Ophthalmol Neurol & Neurosurg, New York, NY USA
[11] Univ Texas Med Branch, Dept Ophthalmol, Galveston, TX USA
[12] Univ Texas MD Anderson Canc Ctr, Houston, TX USA
[13] Texas A&M Coll Med, Bryan, TX USA
[14] Univ Iowa Hosp & Clin, Dept Ophthalmol, Iowa City, IA USA
关键词
Oculomics; Machine learning; Retina; Systemic disease; OPTICAL COHERENCE TOMOGRAPHY; NERVE-FIBER LAYER; AMYOTROPHIC-LATERAL-SCLEROSIS; MILD COGNITIVE IMPAIRMENT; ALZHEIMERS-DISEASE; PARKINSONS-DISEASE; FRONTOTEMPORAL DEMENTIA; HUNTINGTONS-DISEASE; POTENTIAL BIOMARKER; ABNORMALITIES;
D O I
10.1007/s10439-023-03365-0
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
Ophthalmic biomarkers have long played a critical role in diagnosing and managing ocular diseases. Oculomics has emerged as a field that utilizes ocular imaging biomarkers to provide insights into systemic diseases. Advances in diagnostic and imaging technologies including electroretinography, optical coherence tomography (OCT), confocal scanning laser ophthalmoscopy, fluorescence lifetime imaging ophthalmoscopy, and OCT angiography have revolutionized the ability to understand systemic diseases and even detect them earlier than clinical manifestations for earlier intervention. With the advent of increasingly large ophthalmic imaging datasets, machine learning models can be integrated into these ocular imaging biomarkers to provide further insights and prognostic predictions of neurodegenerative disease. In this manuscript, we review the use of ophthalmic imaging to provide insights into neurodegenerative diseases including Alzheimer Disease, Parkinson Disease, Amyotrophic Lateral Sclerosis, and Huntington Disease. We discuss recent advances in ophthalmic technology including eye-tracking technology and integration of artificial intelligence techniques to further provide insights into these neurodegenerative diseases. Ultimately, oculomics opens the opportunity to detect and monitor systemic diseases at a higher acuity. Thus, earlier detection of systemic diseases may allow for timely intervention for improving the quality of life in patients with neurodegenerative disease.
引用
收藏
页码:2708 / 2721
页数:14
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