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Huang YX, Mahler S, Mertz J, Yang C. Interferometric speckle visibility spectroscopy (iSVS) for measuring decorrelation time and dynamics of moving samples with enhanced signal-to-noise ratio and relaxed reference requirements. OPTICS EXPRESS 2023; 31:31253-31266. [PMID: 37710649 PMCID: PMC10544958 DOI: 10.1364/oe.499473] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/03/2023] [Revised: 08/15/2023] [Accepted: 08/25/2023] [Indexed: 09/16/2023]
Abstract
Diffusing wave spectroscopy (DWS) is a group of techniques used to measure the dynamics of a scattering medium in a non-invasive manner. DWS methods rely on detecting the speckle light field from the moving scattering medium and measuring the speckle decorrelation time to quantify the scattering medium's dynamics. For DWS, the signal-to-noise (SNR) is determined by the ratio between measured decorrelation time to the standard error of the measurement. This SNR is often low in certain applications because of high noise variances and low signal intensity, especially in biological applications with restricted exposure and emission levels. To address this photon-limited signal-to-noise ratio problem, we investigated, theoretically and experimentally, the SNR of an interferometric speckle visibility spectroscopy (iSVS) compared to more traditional DWS methods. We found that iSVS can provide excellent SNR performance through its ability to overcome camera noise. We also proved an iSVS system has more relaxed constraints on the reference beam properties. For an iSVS system to function properly, we only require the reference beam to exhibit local temporal stability, while incident angle, reference phase and intensity uniformity do not need to be constrained. This flexibility can potentially enable more unconventional iSVS implementation schemes.
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Affiliation(s)
- Yu Xi Huang
- Department of Electrical Engineering, California Institute of Technology, Pasadena, California 91125, USA
| | - Simon Mahler
- Department of Electrical Engineering, California Institute of Technology, Pasadena, California 91125, USA
| | - Jerome Mertz
- Department of Biomedical Engineering, Boston University, Boston, Massachusetts 02215, USA
- Neurophotonics Center, Boston University, Boston, Massachusetts 02215, USA
| | - Changhuei Yang
- Department of Electrical Engineering, California Institute of Technology, Pasadena, California 91125, USA
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2
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James E, Powell S, Munro P. Performance optimisation of a holographic Fourier domain diffuse correlation spectroscopy instrument. BIOMEDICAL OPTICS EXPRESS 2022; 13:3836-3853. [PMID: 35991914 PMCID: PMC9352302 DOI: 10.1364/boe.454346] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/20/2022] [Revised: 04/05/2022] [Accepted: 04/22/2022] [Indexed: 06/02/2023]
Abstract
We have previously demonstrated a novel interferometric multispeckle Fourier domain diffuse correlation spectroscopy system that makes use of holographic camera-based detection, and which is capable of making in vivo pulsatile flow measurements. In this work, we report on a systematic characterisation of the signal-to-noise ratio performance of our system. This includes demonstration and elimination of laser mode hopping, and correction for the instrument's modulation transfer function to ensure faithful reconstruction of measured intensity profiles. We also demonstrate a singular value decomposition approach to ensure that spatiotemporally correlated experimental noise sources do not limit optimal signal-to-noise ratio performance. Finally, we present a novel multispeckle denoising algorithm that allows our instrument to achieve a signal-to-noise ratio gain that is equal to the square root of the number of detected speckles, whilst detecting up to ∼1290 speckles in parallel. The signal-to-noise ratio gain of 36 that we report is a significant step toward mitigating the trade-off that exists between signal-to-noise ratio and imaging depth in diffuse correlation spectroscopy.
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Affiliation(s)
- Edward James
- Department of Medical Physics & Biomedical Engineering, University College London, London, WC1E 6BT, UK
| | - Samuel Powell
- Department of Medical Physics & Biomedical Engineering, University College London, London, WC1E 6BT, UK
- Faculty of Engineering, The University of Nottingham, University Park, Nottingham, NG7 2RD, UK
| | - Peter Munro
- Department of Medical Physics & Biomedical Engineering, University College London, London, WC1E 6BT, UK
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3
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Retinal blood flow reversal quantitatively monitored in out-of-plane vessels with laser Doppler holography. Sci Rep 2021; 11:17828. [PMID: 34497299 PMCID: PMC8426375 DOI: 10.1038/s41598-021-96877-5] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/28/2020] [Accepted: 08/05/2021] [Indexed: 12/29/2022] Open
Abstract
Laser Doppler holography is a planar blood flow imaging technique recently introduced in ophthalmology to image human retinal and choroidal blood flow non-invasively. Here we present a digital method based on the Doppler spectrum asymmetry that reveals the local direction of blood flow with respect to the optical axis in out-of-plane vessels. This directional information is overlaid on standard grayscale blood flow images to depict flow moving towards the camera in red and flow moving away from the camera in blue, as in ultrasound color Doppler imaging. We show that thanks to the strong contribution of backscattering to the Doppler spectrum in out-of-plane vessels, the local axial direction of blood flow can be revealed with a high temporal resolution, which enables us to evidence pathological blood flow reversals. We also demonstrate the use of optical Doppler spectrograms to quantitatively monitor retinal blood flow reversals.
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4
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James E, Powell S. Fourier domain diffuse correlation spectroscopy with heterodyne holographic detection. BIOMEDICAL OPTICS EXPRESS 2020; 11:6755-6779. [PMID: 33282522 PMCID: PMC7687971 DOI: 10.1364/boe.400525] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/23/2020] [Revised: 09/16/2020] [Accepted: 09/16/2020] [Indexed: 05/11/2023]
Abstract
We present a new approach to diffuse correlation spectroscopy which overcomes the limited light throughput of single-mode photon counting techniques. Our system employs heterodyne holographic detection to allow parallel measurement of the power spectrum of a fluctuating electric field across thousands of modes, at the shot noise limit, using a conventional sCMOS camera. This yields an order of magnitude reduction in detector cost compared to conventional techniques, whilst also providing robustness to the effects of ambient light and an improved signal-to-noise ratio during in vitro experiments. We demonstrate a GPU-accelerated holographic demodulation system capable of processing the incoming data (79.4 M pixels per second) in real-time, and a novel Fourier domain model of diffuse correlation spectroscopy which permits the direct recovery of flow parameters from the measured data. Our detection and modelling strategy are rigorously validated by modulating the Brownian component of an optical tissue phantom, demonstrating absolute measurements of the Brownian diffusion coefficient in excellent agreement with conventional methods. We further demonstrate the feasibility of our system through in vivo measurement of pulsatile flow rates measured in the human forearm.
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Affiliation(s)
- Edward James
- Department of Medical Physics & Biomedical Engineering, University College London, London, WC1E 6BT, UK
| | - Samuel Powell
- Department of Medical Physics & Biomedical Engineering, University College London, London, WC1E 6BT, UK
- Faculty of Engineering, The University of Nottingham, University Park, Nottingham, NG7 2RD, UK
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5
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Julien L, Ventre J, Lagrée PY, Ramkhelawon A, Rossant F, Atlan M, Paques M, Fullana JM. Retinal micro-vascular network: data and model. Comput Methods Biomech Biomed Engin 2020. [DOI: 10.1080/10255842.2020.1812854] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/23/2022]
Affiliation(s)
- L. Julien
- Institut Jean Le Rond d’Alembert, CNRS, Sorbonne Université, Paris, France
- Unité d'Imagerie à Haute Résolution, Hôpital des Quinze-Vingts, Paris, France
| | - J. Ventre
- Institut Jean Le Rond d’Alembert, CNRS, Sorbonne Université, Paris, France
| | - P.-Y Lagrée
- Institut Jean Le Rond d’Alembert, CNRS, Sorbonne Université, Paris, France
| | - A. Ramkhelawon
- Institut Jean Le Rond d’Alembert, CNRS, Sorbonne Université, Paris, France
| | - F. Rossant
- Unité d'Imagerie à Haute Résolution, Hôpital des Quinze-Vingts, Paris, France
| | - M. Atlan
- Unité d'Imagerie à Haute Résolution, Hôpital des Quinze-Vingts, Paris, France
| | - M. Paques
- Unité d'Imagerie à Haute Résolution, Hôpital des Quinze-Vingts, Paris, France
| | - J.-M. Fullana
- Institut Jean Le Rond d’Alembert, CNRS, Sorbonne Université, Paris, France
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6
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Puyo L, Paques M, Atlan M. Reverse contrast laser Doppler holography for lower frame rate retinal and choroidal blood flow imaging. OPTICS LETTERS 2020; 45:4012-4015. [PMID: 32667342 DOI: 10.1364/ol.393712] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/31/2020] [Accepted: 06/08/2020] [Indexed: 05/20/2023]
Abstract
Laser Doppler holography (LDH) is an interferometric blood flow imaging technique based on full-field measurements of the Doppler spectrum. LDH has so far been demonstrated in the retina with ultrafast cameras, typically at 75 kHz. We show here that a similar method can be implemented with camera frame rates 10 times slower than before. Due to energy conservation, low and high frequency local power Doppler signals have opposite variations, and a simple contrast inversion of the low frequency power Doppler reveals fast blood flow beyond the camera detection bandwidth for conventional laser Doppler measurements. Relevant blood flow variations and color composite power Doppler images can be obtained with camera frame rates down to a few kHz.
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7
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Puyo L, Paques M, Atlan M. Spatio-temporal filtering in laser Doppler holography for retinal blood flow imaging. BIOMEDICAL OPTICS EXPRESS 2020; 11:3274-3287. [PMID: 32637254 PMCID: PMC7316027 DOI: 10.1364/boe.392699] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/11/2020] [Revised: 05/08/2020] [Accepted: 05/09/2020] [Indexed: 05/20/2023]
Abstract
Laser Doppler holography (LDH) is a full-field interferometric imaging technique recently applied in ophthalmology to measure blood flow, a parameter of high clinical interest. From the temporal fluctuations of digital holograms acquired at ultrafast frame rates, LDH reveals retinal and choroidal blood flow with a few milliseconds of temporal resolution. However, LDH experiences difficulties to detect slower blood flow as it requires to work with low Doppler frequency shifts which are corrupted by eye motion. We here demonstrate the use of a spatio-temporal decomposition adapted from Doppler ultrasound that provides a basis appropriate to the discrimination of blood flow from eye motion. A singular value decomposition (SVD) can be used as a simple, robust, and efficient way to separate the Doppler fluctuations of blood flow from those of strong spatial coherence such as eye motion. We show that the SVD outperforms the conventional Fourier based filter to reveal slower blood flow, and dramatically improves the ability of LDH to reveal vessels of smaller size or with a pathologically reduced blood flow.
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Affiliation(s)
- Léo Puyo
- Centre Hospitalier National d’Ophtalmologie des Quinze-Vingts, INSERM-DHOS CIC 1423. 28 rue de Charenton, 75012 Paris, France
- Institut de la Vision-Sorbonne Universités. 17 rue Moreau, 75012 Paris, France
| | - Michel Paques
- Centre Hospitalier National d’Ophtalmologie des Quinze-Vingts, INSERM-DHOS CIC 1423. 28 rue de Charenton, 75012 Paris, France
- Institut de la Vision-Sorbonne Universités. 17 rue Moreau, 75012 Paris, France
| | - Michael Atlan
- Institut Langevin. Centre National de la Recherche Scientifique (CNRS). Paris Sciences & Lettres (PSL University). École Supérieure de Physique et de Chimie Industrielles (ESPCI Paris) - 1 rue Jussieu. 75005 Paris, France
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8
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Puyo L, Paques M, Fink M, Sahel JA, Atlan M. Waveform analysis of human retinal and choroidal blood flow with laser Doppler holography. BIOMEDICAL OPTICS EXPRESS 2019; 10:4942-4963. [PMID: 31646021 PMCID: PMC6788604 DOI: 10.1364/boe.10.004942] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/25/2019] [Revised: 06/14/2019] [Accepted: 06/27/2019] [Indexed: 05/20/2023]
Abstract
Laser Doppler holography was introduced as a full-field imaging technique to measure blood flow in the retina and choroid with an as yet unrivaled temporal resolution. We here investigate separating the different contributions to the power Doppler signal in order to isolate the flow waveforms of vessels in the posterior pole of the human eye. Distinct flow behaviors are found in retinal arteries and veins with seemingly interrelated waveforms. We demonstrate a full field mapping of the local resistivity index, and the possibility to perform unambiguous identification of retinal arteries and veins on the basis of their systolodiastolic variations. Finally we investigate the arterial flow waveforms in the retina and choroid and find synchronous and similar waveforms, although with a lower pulsatility in choroidal arteries. This work demonstrates the potential held by laser Doppler holography to study ocular hemodynamics in healthy and diseased eyes.
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Affiliation(s)
- Léo Puyo
- Institut Langevin, Centre National de la Recherche Scientifique (CNRS), Paris Sciences & Lettres (PSL University), École Supérieure de Physique et de Chimie Industrielles (ESPCI Paris) - 1 rue Jussieu, 75005 Paris, France
- Paris Adaptive Optics, Retinal Imaging, and Surgery, Paris, France
| | - Michel Paques
- Paris Adaptive Optics, Retinal Imaging, and Surgery, Paris, France
- Centre Hospitalier National d’Ophtalmologie des Quinze-Vingts, INSERM-DHOS CIC 1423, 28 rue de Charenton, 75012 Paris, France
- Institut de la Vision-Sorbonne Universités, 17 rue Moreau, 75012 Paris, France
| | - Mathias Fink
- Institut Langevin, Centre National de la Recherche Scientifique (CNRS), Paris Sciences & Lettres (PSL University), École Supérieure de Physique et de Chimie Industrielles (ESPCI Paris) - 1 rue Jussieu, 75005 Paris, France
- Paris Adaptive Optics, Retinal Imaging, and Surgery, Paris, France
| | - José-Alain Sahel
- Paris Adaptive Optics, Retinal Imaging, and Surgery, Paris, France
- Centre Hospitalier National d’Ophtalmologie des Quinze-Vingts, INSERM-DHOS CIC 1423, 28 rue de Charenton, 75012 Paris, France
- Institut de la Vision-Sorbonne Universités, 17 rue Moreau, 75012 Paris, France
| | - Michael Atlan
- Institut Langevin, Centre National de la Recherche Scientifique (CNRS), Paris Sciences & Lettres (PSL University), École Supérieure de Physique et de Chimie Industrielles (ESPCI Paris) - 1 rue Jussieu, 75005 Paris, France
- Paris Adaptive Optics, Retinal Imaging, and Surgery, Paris, France
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9
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Nishiwaki S, Narumi K, Korenaga T. Interference phase-contrast imaging technology without beam separation. Sci Rep 2019; 9:1753. [PMID: 30742014 PMCID: PMC6370786 DOI: 10.1038/s41598-018-38359-9] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/11/2018] [Accepted: 12/27/2018] [Indexed: 11/09/2022] Open
Abstract
Interferometers are widely used in science and industry to measure small displacements, changes in refractive index, and surface irregularities. In all interferometers, including phase-contrast microscopes and DICs (differential interference contrast microscopes), light from a single source is split into two beams that travel along different optical paths. They are then recombined to produce interference. The fundamental operation of beam separation makes device configuration more complex and adds to the bulk of the equipment. In this study we propose a new method of observing phase-contrast images without beam separation by using self-interference inside a grating coupler structure disposed on the observation plane. We experimentally demonstrate that the self-interference principle can generate phase-contrast images using a simple configuration. From measurements using a multilevel phase plate, we confirm its phase-contrast depth resolution to approach one- tenth of a wavelength.
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Affiliation(s)
- Seiji Nishiwaki
- Technology Innovation Division, Panasonic Corporation, 3-1-1 Yagumo-nakamachi, Moriguchi City, Osaka, 570-8501, Japan.
| | - Kenji Narumi
- Technology Innovation Division, Panasonic Corporation, 3-1-1 Yagumo-nakamachi, Moriguchi City, Osaka, 570-8501, Japan
| | - Tsuguhiro Korenaga
- Technology Innovation Division, Panasonic Corporation, 3-1-1 Yagumo-nakamachi, Moriguchi City, Osaka, 570-8501, Japan
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10
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Puyo L, Paques M, Fink M, Sahel JA, Atlan M. Choroidal vasculature imaging with laser Doppler holography. BIOMEDICAL OPTICS EXPRESS 2019; 10:995-1012. [PMID: 30800528 PMCID: PMC6377881 DOI: 10.1364/boe.10.000995] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/23/2018] [Revised: 01/09/2019] [Accepted: 01/10/2019] [Indexed: 05/18/2023]
Abstract
The choroid is a highly vascularized tissue supplying the retinal pigment epithelium and photoreceptors. Its implication in retinal diseases is gaining increasing interest. However, investigating the anatomy and flow of the choroid remains challenging. Here we show that laser Doppler holography provides high-contrast imaging of choroidal vessels in humans, with a spatial resolution comparable to state-of-the-art indocyanine green angiography and optical coherence tomography. Additionally, laser Doppler holography contributes to sort out choroidal arteries and veins by using a power Doppler spectral analysis. We thus demonstrate the potential of laser Doppler holography to improve our understanding of the anatomy and flow of the choroidal vascular network.
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Affiliation(s)
- Léo Puyo
- Institut Langevin, Centre National de la Recherche Scientifique (CNRS), Paris Sciences & Lettres (PSL University), École Supérieure de Physique et de Chimie Industrielles (ESPCI Paris), 1 rue Jussieu, 75005 Paris,
France
- Paris Adaptive Optics, Retinal Imaging, and Surgery, (PARIS) Group,
France
| | - Michel Paques
- Paris Adaptive Optics, Retinal Imaging, and Surgery, (PARIS) Group,
France
- Centre Hospitalier National d’Ophtalmologie des Quinze-Vingts, INSERM-DHOS CIC 1423, 28 rue de Charenton, 75012 Paris,
France
- Institut de la Vision-Sorbonne Universités, 17 rue Moreau, 75012 Paris,
France
| | - Mathias Fink
- Institut Langevin, Centre National de la Recherche Scientifique (CNRS), Paris Sciences & Lettres (PSL University), École Supérieure de Physique et de Chimie Industrielles (ESPCI Paris), 1 rue Jussieu, 75005 Paris,
France
- Paris Adaptive Optics, Retinal Imaging, and Surgery, (PARIS) Group,
France
| | - José-Alain Sahel
- Paris Adaptive Optics, Retinal Imaging, and Surgery, (PARIS) Group,
France
- Centre Hospitalier National d’Ophtalmologie des Quinze-Vingts, INSERM-DHOS CIC 1423, 28 rue de Charenton, 75012 Paris,
France
- Institut de la Vision-Sorbonne Universités, 17 rue Moreau, 75012 Paris,
France
| | - Michael Atlan
- Institut Langevin, Centre National de la Recherche Scientifique (CNRS), Paris Sciences & Lettres (PSL University), École Supérieure de Physique et de Chimie Industrielles (ESPCI Paris), 1 rue Jussieu, 75005 Paris,
France
- Paris Adaptive Optics, Retinal Imaging, and Surgery, (PARIS) Group,
France
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11
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Puyo L, Paques M, Fink M, Sahel JA, Atlan M. In vivo laser Doppler holography of the human retina. BIOMEDICAL OPTICS EXPRESS 2018; 9:4113-4129. [PMID: 30615709 PMCID: PMC6157768 DOI: 10.1364/boe.9.004113] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/21/2018] [Revised: 07/25/2018] [Accepted: 07/26/2018] [Indexed: 05/20/2023]
Abstract
The eye offers a unique opportunity for the non-invasive exploration of cardiovascular diseases. Optical angiography in the retina requires sensitive measurements, which hinders conventional full-field laser Doppler imaging schemes. To overcome this limitation, we used digital holography to perform laser Doppler perfusion imaging of human retina with near-infrared light. Two imaging channels with a slow and a fast CMOS camera were used simultaneously for real-time narrowband measurements, and offline wideband measurements, respectively. The beat frequency spectrum of optical interferograms recorded with the fast (up to 75 kHz) CMOS camera was analyzed by short-time Fourier transformation. Power Doppler images drawn from the Doppler power spectrum density qualitatively revealed blood flow in retinal vessels over 512 × 512 pixels covering 2.4 × 2.4 mm2 on the retina with a temporal resolution down to 1.6 ms. The sensitivity to lateral motion as well as the requirements in terms of sampling frequency are discussed.
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Affiliation(s)
- L. Puyo
- Institut Langevin, Centre National de la Recherche Scientifique (CNRS), Paris Sciences & Lettres (PSL Research University), École Supérieure de Physique et de Chimie Industrielles (ESPCI Paris) - 1 rue Jussieu, 75005 Paris,
France
| | - M. Paques
- Institut de la Vision, INSERM UMR-S 968, CNRS UMR 7210, UPMC, 17 rue Moreau, 75012 Paris,
France
- Centre d’Investigation Clinique (CIC) Centre Hospitalier National d’Ophtalmologie des Quinze-Vingts, INSERM, 28 rue de Charenton, 75012 Paris,
France
| | - M. Fink
- Institut Langevin, Centre National de la Recherche Scientifique (CNRS), Paris Sciences & Lettres (PSL Research University), École Supérieure de Physique et de Chimie Industrielles (ESPCI Paris) - 1 rue Jussieu, 75005 Paris,
France
| | - J.-A. Sahel
- Institut de la Vision, INSERM UMR-S 968, CNRS UMR 7210, UPMC, 17 rue Moreau, 75012 Paris,
France
- Centre d’Investigation Clinique (CIC) Centre Hospitalier National d’Ophtalmologie des Quinze-Vingts, INSERM, 28 rue de Charenton, 75012 Paris,
France
| | - M. Atlan
- Institut Langevin, Centre National de la Recherche Scientifique (CNRS), Paris Sciences & Lettres (PSL Research University), École Supérieure de Physique et de Chimie Industrielles (ESPCI Paris) - 1 rue Jussieu, 75005 Paris,
France
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12
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Pellizzari M, Simonutti M, Degardin J, Sahel JA, Fink M, Paques M, Atlan M. High speed optical holography of retinal blood flow. OPTICS LETTERS 2016; 41:3503-6. [PMID: 27472604 DOI: 10.1364/ol.41.003503] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/20/2023]
Abstract
We performed noninvasive video imaging of retinal blood flow in a pigmented rat by holographic interferometry of near-infrared laser light backscattered by retinal tissue, beating against an off-axis reference beam sampled at a frame rate of 39 kHz with a high throughput camera. Local Doppler contrasts emerged from the envelopes of short-time Fourier transforms and the phase of autocorrelation functions of holograms rendered by Fresnel transformation. This approach permitted imaging of blood flow in large retinal vessels (∼30 microns diameter) over 400×400 pixels with a spatial resolution of ∼8 microns and a temporal resolution of ∼6.5 ms.
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