TY - GEN
T1 - Single-frame optical coherence tomography angiography for the quantification of corneal neovascularization in a mouse model
AU - Lin, Jonathan
AU - Luisi, Jonathan
AU - Kraft, Edward R.
AU - Giannos, Steven A.
AU - Schmitz-Brown, Mary E.
AU - Gupta, Praveena
AU - Motamedi, Massoud
N1 - Publisher Copyright:
© 2021 SPIE.
PY - 2021
Y1 - 2021
N2 - Optical coherence tomography angiography (OCTA) is a well-established retinal imaging modality that is emerging as a fast, non-invasive alternative to fluorescence angiography for assessment of corneal injury and neovascularization caused by chemical injuries, infections, and other sources of corneal damage. OCTA algorithms typically perform operations on multiple scans, or frames, at the same location to identify flowing vasculature. In this work, we describe a novel single-frame algorithm that relies on common image processing operations, allowing for broad application to various OCT systems, as well as reduced acquisition and computation times. We also show the potential of a multi-frame approach, based on the same principle, that allows for enhanced discrimination between flowing and static anatomical features. To demonstrate the capability of our approach, we processed the same image stack with our single-frame and multi-frame algorithms along with other angiography algorithms, such as phase variance, speckle variance, and complex differential variance and found that our algorithms had higher estimated signal-to-noise ratios (SNR) and lower computation times. We applied our algorithms to quantifying corneal neovascularization (CoNV) in a murine model of corneal burn injury through semi-automated measurement of vessel area and compared them to the gold standard of fluorescein angiography. This work provides strong evidence for the power of the single-frame algorithm and its multi-frame variant, as well as the potential of OCTA for quantification of corneal pathology beyond the standard fluorescein angiography approach allowing for more accurate monitoring and staging of corneal injury and wound healing.
AB - Optical coherence tomography angiography (OCTA) is a well-established retinal imaging modality that is emerging as a fast, non-invasive alternative to fluorescence angiography for assessment of corneal injury and neovascularization caused by chemical injuries, infections, and other sources of corneal damage. OCTA algorithms typically perform operations on multiple scans, or frames, at the same location to identify flowing vasculature. In this work, we describe a novel single-frame algorithm that relies on common image processing operations, allowing for broad application to various OCT systems, as well as reduced acquisition and computation times. We also show the potential of a multi-frame approach, based on the same principle, that allows for enhanced discrimination between flowing and static anatomical features. To demonstrate the capability of our approach, we processed the same image stack with our single-frame and multi-frame algorithms along with other angiography algorithms, such as phase variance, speckle variance, and complex differential variance and found that our algorithms had higher estimated signal-to-noise ratios (SNR) and lower computation times. We applied our algorithms to quantifying corneal neovascularization (CoNV) in a murine model of corneal burn injury through semi-automated measurement of vessel area and compared them to the gold standard of fluorescein angiography. This work provides strong evidence for the power of the single-frame algorithm and its multi-frame variant, as well as the potential of OCTA for quantification of corneal pathology beyond the standard fluorescein angiography approach allowing for more accurate monitoring and staging of corneal injury and wound healing.
KW - Algorithm
KW - Angiography
KW - Cornea
KW - Corneal burn
KW - Corneal neovascularization
KW - Optical coherence tomography
UR - http://www.scopus.com/inward/record.url?scp=85108799735&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85108799735&partnerID=8YFLogxK
U2 - 10.1117/12.2583211
DO - 10.1117/12.2583211
M3 - Conference contribution
AN - SCOPUS:85108799735
T3 - Progress in Biomedical Optics and Imaging - Proceedings of SPIE
BT - Ophthalmic Technologies XXXI
A2 - Hammer, Daniel X.
A2 - Joos, Karen M.
A2 - Palanker, Daniel V.
PB - SPIE
T2 - Ophthalmic Technologies XXXI 2021
Y2 - 6 March 2021 through 11 March 2021
ER -