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Comparison of Kasai autocorrelation and maximum likelihood estimators for Doppler optical coherence tomography
Chan, Aaron C; Lam, Edmund Y; Srinivasan, Vivek J
In optical coherence tomography (OCT) and ultrasound, unbiased Doppler frequency estimators with low variance are desirable for blood velocity estimation. Hardware improvements in OCT mean that ever higher acquisition rates are possible, which should also, in principle, improve estimation performance. Paradoxically, however, the widely used Kasai autocorrelation estimator's performance worsens with increasing acquisition rate. We propose that parametric estimators based on accurate models of noise statistics can offer better performance. We derive a maximum likelihood estimator (MLE) based on a simple additive white Gaussian noise model, and show that it can outperform the Kasai autocorrelation estimator. In addition, we also derive the Cramer Rao lower bound (CRLB), and show that the variance of the MLE approaches the CRLB for moderate data lengths and noise levels. We note that the MLE performance improves with longer acquisition time, and remains constant or improves with higher acquisition rates. These qualities may make it a preferred technique as OCT imaging speed continues to improve. Finally, our work motivates the development of more general parametric estimators based on statistical models of decorrelation noise.
PMCID:3745780
PMID: 23446044
ISSN: 1558-254x
CID: 4355452
Total average blood flow and angiography in the rat retina
Srinivasan, Vivek J; Radhakrishnan, Harsha
High-resolution angiography and total average blood flow measurements in the rat retina using optical coherence tomography (OCT) are presented. Recently, an en face integration method, which does not require explicit calculation of vessel angles, was introduced to calculate blood flow using Doppler OCT. Using this method, rapid two-dimensional scanning has been shown to quantify pulsatile flow. However, high scanning speeds sacrifice transverse sampling density and may lead to biased velocity estimates. Alternatively, we show here that by using a volumetric scanning protocol that asynchronously samples a single vessel with respect to the heartbeat, it is possible to obtain accurate time-averaged flow measurements, even without explicit information about the pulsatile waveform. Total average retinal blood flows calculated using either arteries or veins are comparable, supporting the accuracy of this method.
PMCID:3723490
PMID: 23887484
ISSN: 1560-2281
CID: 4355462
Multiparametric, longitudinal optical coherence tomography imaging reveals acute injury and chronic recovery in experimental ischemic stroke
Srinivasan, Vivek J; Mandeville, Emiri T; Can, Anil; Blasi, Francesco; Climov, Mihail; Daneshmand, Ali; Lee, Jeong Hyun; Yu, Esther; Radhakrishnan, Harsha; Lo, Eng H; Sakadžić, Sava; Eikermann-Haerter, Katharina; Ayata, Cenk
Progress in experimental stroke and translational medicine could be accelerated by high-resolution in vivo imaging of disease progression in the mouse cortex. Here, we introduce optical microscopic methods that monitor brain injury progression using intrinsic optical scattering properties of cortical tissue. A multi-parametric Optical Coherence Tomography (OCT) platform for longitudinal imaging of ischemic stroke in mice, through thinned-skull, reinforced cranial window surgical preparations, is described. In the acute stages, the spatiotemporal interplay between hemodynamics and cell viability, a key determinant of pathogenesis, was imaged. In acute stroke, microscopic biomarkers for eventual infarction, including capillary non-perfusion, cerebral blood flow deficiency, altered cellular scattering, and impaired autoregulation of cerebral blood flow, were quantified and correlated with histology. Additionally, longitudinal microscopy revealed remodeling and flow recovery after one week of chronic stroke. Intrinsic scattering properties serve as reporters of acute cellular and vascular injury and recovery in experimental stroke. Multi-parametric OCT represents a robust in vivo imaging platform to comprehensively investigate these properties.
PMCID:3737090
PMID: 23940761
ISSN: 1932-6203
CID: 4355472
Multiparametric optical coherence tomography imaging of the inner retinal hemodynamic response to visual stimulation
Radhakrishnan, Harsha; Srinivasan, Vivek J
The hemodynamic response to neuronal activation is a well-studied phenomenon in the brain, due to the prevalence of functional magnetic resonance imaging. The retina represents an optically accessible platform for studying lamina-specific neurovascular coupling in the central nervous system; however, due to methodological limitations, this has been challenging to date. We demonstrate techniques for the imaging of visual stimulus-evoked hyperemia in the rat inner retina using Doppler optical coherence tomography (OCT) and OCT angiography. Volumetric imaging with three-dimensional motion correction, en face flow calculation, and normalization of dynamic signal to static signal are techniques that reduce spurious changes caused by motion. We anticipate that OCT imaging of retinal functional hyperemia may yield viable biomarkers in diseases, such as diabetic retinopathy, where the neurovascular unit may be impaired.
PMCID:3745229
PMID: 23955476
ISSN: 1560-2281
CID: 4355482
Compartment-resolved imaging of cortical functional hyperemia with OCT angiography
Radhakrishnan, Harsha; Srinivasan, Vivek J
Optical Coherence Tomography (OCT) angiography was applied to image functional hyperemia in different vascular compartments in the rat somatosensory cortex. Dynamic backscattering changes, indicative of changes in dynamic red blood cell (dRBC) content, were used to monitor the hemodynamic response. Three-dimensional movies depicting the microvascular response to neuronal activation were created for the first time. An increase in the attenuation coefficient during activation was identified, and a simple normalization procedure was proposed to correct for it. This procedure was applied to determine compartment-resolved backscattering changes caused by dRBC content changes during functional activation. Increases in dRBC content were observed in all vascular compartments (arterial, arteriolar, capillary, and venular), with the largest responses found in the arterial and arteriolar compartments. dRBC content increased with dilation in arteries but with barely detectable dilation in veins. dRBC content increased in capillaries without significant "all or none" capillary recruitment.
PMCID:3756578
PMID: 24009990
ISSN: 2156-7085
CID: 4355492
Volumetric imaging and quantification of cytoarchitecture and myeloarchitecture with intrinsic scattering contrast
Leahy, Conor; Radhakrishnan, Harsha; Srinivasan, Vivek J
We present volumetric imaging and computational techniques to quantify neuronal and myelin architecture with intrinsic scattering contrast. Using spectral / Fourier domain Optical Coherence Microscopy (OCM) and software focus-tracking we validate imaging of neuronal cytoarchitecture and demonstrate quantification in the rodent cortex in vivo. Additionally, by ex vivo imaging in conjunction with optical clearing techniques, we demonstrate that intrinsic scattering contrast is preserved in the brain, even after sacrifice and fixation. We volumetrically image cytoarchitecture and myeloarchitecture ex vivo across the entire depth of the rodent cortex. Cellular-level imaging up to the working distance of our objective (~3 mm) is demonstrated ex vivo. Architectonic features show the expected laminar characteristics; moreover, changes in contrast after the application of acetic acid suggest that entire neuronal cell bodies are responsible for the "negative contrast" present in the images. Clearing and imaging techniques that preserve tissue architectural integrity have the potential to enable non-invasive studies of the brain during development, disease, and remodeling, even in samples where exogenous labeling is impractical.
PMCID:3799660
PMID: 24156058
ISSN: 2156-7085
CID: 4355502
Doppler Frequency Estimators under Additive and Multiplicative Noise [Meeting Abstract]
Chan, Aaron C.; Lam, Edmund Y.; Srinivasan, Vivek J.
ISI:000322744300033
ISSN: 0277-786x
CID: 4355962
Simplifying and Improving Mobile Based Data Collection
Chapter by: Gupta, Abhishek; Thapar, Jatin; Singh, Amarjeet; Singh, Pushpendra; Srinivasan, Vivek; Vardhan, Vibhore
in: PROCEEDINGS OF THE SIXTH INTERNATIONAL CONFERENCE ON INFORMATION AND COMMUNICATIONS TECHNOLOGIES AND DEVELOPMENT by
pp. 45-48
ISBN: 978-1-4503-1907-2
CID: 4356252
Airavat: An Automated System to Increase Transparency and Accountability in Social Welfare Schemes in India
Chapter by: Srinivasan, Vivek; Vardhan, Vibhore; Kar, Snigdha; Asthana, Siddhartha; Narayanan, Rajendran; Singh, Pushpendra; Chakraborty, Dipanjan; Singh, Amarjeet; Seth, Aaditeshwar
in: PROCEEDINGS OF THE SIXTH INTERNATIONAL CONFERENCE ON INFORMATION AND COMMUNICATIONS TECHNOLOGIES AND DEVELOPMENT by
pp. 151-154
ISBN: 978-1-4503-1907-2
CID: 4356242
Cortical spreading depression impairs oxygen delivery and metabolism in mice
Yuzawa, Izumi; Sakadžić, Sava; Srinivasan, Vivek J; Shin, Hwa Kyoung; Eikermann-Haerter, Katharina; Boas, David A; Ayata, Cenk
Cortical spreading depression (CSD) is associated with severe hypoperfusion in mice. Using minimally invasive multimodal optical imaging, we show that severe flow reductions during and after spreading depression are associated with a steep decline in cerebral metabolic rate of oxygen. Concurrent severe hemoglobin desaturation suggests that the oxygen metabolism becomes at least in part supply limited, and the decrease in cortical blood volume implicates vasoconstriction as the mechanism. In support of oxygen supply-demand mismatch, cortical nicotinamide adenine dinucleotide (NADH) fluorescence increases during spreading depression for at least 5 minutes, particularly away from parenchymal arterioles. However, modeling of tissue oxygen delivery shows that cerebral metabolic rate of oxygen drops more than predicted by a purely supply-limited model, raising the possibility of a concurrent reduction in oxygen demand during spreading depression. Importantly, a subsequent spreading depression triggered within 15 minutes evokes a monophasic flow increase superimposed on the oligemic baseline, which markedly differs from the response to the preceding spreading depression triggered in naive cortex. Altogether, these data suggest that CSD is associated with long-lasting oxygen supply-demand mismatch linked to severe vasoconstriction in mice.
PMCID:3272607
PMID: 22008729
ISSN: 1559-7016
CID: 4355382