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Nowak LJ, Steenbergen W. Reflection-mode acousto-optic imaging using a one-dimensional ultrasound array with electronically scanned focus. JOURNAL OF BIOMEDICAL OPTICS 2020; 25:JBO-200183R. [PMID: 32885621 PMCID: PMC7470216 DOI: 10.1117/1.jbo.25.9.096002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/18/2020] [Accepted: 08/24/2020] [Indexed: 05/03/2023]
Abstract
SIGNIFICANCE Practical implementation of acousto-optic imaging (AOI) encounters difficulties that prevent it from rapid adoption in clinical use. In many practical medical applications, the region of interest may be accessed only from one side, and using a water tank for coupling is not feasible. The solution might be to use reflection-mode imaging with an electronically scanned ultrasound (US) focus. Such an approach, however, entails considerable challenges. AIM The possibilities of detecting and localizing light-absorbing inclusions inside turbid media by combining reflection-mode AOI conducted using a one-dimensional US array with electronic scanning of the US focus are investigated experimentally and signal processing algorithms that could be used for this purpose are introduced. APPROACH We determine the speckle contrast decrease due to the acousto-optic effect as a function of the US focal point coordinates. Different signal postprocessing techniques are investigated. RESULTS A significant decrease in the determined speckle contrast difference values is observed due to the presence of light-absorbing inclusions. However, local minima occur in the plots only under specific conditions. Subtracting individual distributions and determining symmetry deviations allow for localizing the inclusions. CONCLUSIONS Detection and localization of optically distinct regions are possible using the introduced approach. Signal postprocessing is required in a general case.
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Affiliation(s)
- Lukasz J. Nowak
- University of Twente, Faculty of Science and Technology, Biomedical Photonic Imaging Group, Enschede, The Netherlands
| | - Wiendelt Steenbergen
- University of Twente, Faculty of Science and Technology, Biomedical Photonic Imaging Group, Enschede, The Netherlands
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2
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Chung FJ, Hoskins JG, Schotland JC. Coherent acousto-optic tomography with diffuse light. OPTICS LETTERS 2020; 45:1623-1626. [PMID: 32235958 DOI: 10.1364/ol.387869] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/14/2020] [Accepted: 02/23/2020] [Indexed: 06/11/2023]
Abstract
We propose a method to reconstruct the optical properties of a highly scattering medium from acousto-optic measurements. The method is based on solving an inverse problem with internal data for a system of diffusion equations.
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3
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Vakili A, Hollmann JL, Holt RG, DiMarzio CA. Enhanced tagging of light utilizing acoustic radiation force with speckle pattern analysis. JOURNAL OF BIOMEDICAL OPTICS 2017; 22:1-10. [PMID: 28986967 DOI: 10.1117/1.jbo.22.10.106004] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/20/2017] [Accepted: 08/21/2017] [Indexed: 06/07/2023]
Abstract
In optical imaging, the depth and resolution are limited due to scattering. Unlike light, scattering of ultrasound (US) waves in tissue is negligible. Hybrid imaging methods such as US-modulated optical tomography (UOT) use the advantages of both modalities. UOT tags light by inducing phase change caused by modulating the local index of refraction of the medium. The challenge in UOT is detecting the small signal. The displacement induced by the acoustic radiation force (ARF) is another US effect that can be utilized to tag the light. It induces greater phase change, resulting in a stronger signal. Moreover, the absorbed acoustic energy generates heat, resulting in change in the index of refraction and a strong phase change. The speckle pattern is governed by the phase of the interfering scattered waves; hence, speckle pattern analysis can obtain information about displacement and temperature changes. We have presented a model to simulate the insonation processes. Simulation results based on fixed-particle Monte Carlo and experimental results show that the signal acquired by utilizing ARF is stronger compared to UOT. The introduced mean irradiance change (MIC) signal reveals both thermal and mechanical effects of the focused US beam in different timescales. Simulation results suggest that variation in the MIC signal can be used to generate a displacement image of the medium.
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Affiliation(s)
- Ali Vakili
- Northeastern University, Computer and Electrical Engineering, Boston, Massachusetts, United States
| | - Joseph L Hollmann
- Northeastern University, Computer and Electrical Engineering, Boston, Massachusetts, United States
| | - R Glynn Holt
- Boston University, Mechanical Engineering, Boston, Massachusetts, United States
| | - Charles A DiMarzio
- Northeastern University, Computer and Electrical Engineering, Boston, Massachusetts, United States
- Northeastern University, Mechanical and Industrial Engineering, Boston, Massachusetts, United States
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4
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Hoskins JG, Schotland JC. Acousto-optic effect in random media. Phys Rev E 2017; 95:033002. [PMID: 28415171 DOI: 10.1103/physreve.95.033002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/10/2016] [Indexed: 06/07/2023]
Abstract
We consider the acousto-optic effect in a random medium. We derive the radiative transport equations that describe the propagation of multiply scattered light in a medium whose dielectric permittivity is modulated by an acoustic wave. Using this result, we present an analysis of the sensitivity of an acousto-optic measurement to the presence of a small absorbing inhomogeneity.
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Affiliation(s)
- Jeremy G Hoskins
- Department of Mathematics, University of Michigan, Ann Arbor, Michigan 48109, USA
| | - John C Schotland
- Department of Mathematics and Department of Physics, University of Michigan, Ann Arbor, Michigan 48109, USA
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5
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Resink SG, Boccara AC, Steenbergen W. State-of-the art of acousto-optic sensing and imaging of turbid media. JOURNAL OF BIOMEDICAL OPTICS 2012; 17:040901. [PMID: 22559674 DOI: 10.1117/1.jbo.17.4.040901] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/19/2023]
Abstract
Acousto-optic (AO) is an emerging hybrid technique for measuring optical contrast in turbid media using coherent light and ultrasound (US). A turbid object is illuminated with a coherent light source leading to speckle formation in the remitted light. With the use of US, a small volume is selected,which is commonly referred to as the "tagging" volume. This volume acts as a source of modulated light, where modulation might involve phase and intensity change. The tagging volume is created by focusing ultrasound for good lateral resolution; the axial resolution is accomplished by making either the US frequency, amplitude, or phase time-dependent. Typical resolutions are in the order of 1 mm. We will concentrate on the progress in the field since 2003. Different schemes will be discussed to detect the modulated photons based on speckle detection, heterodyne detection, photorefractive crystal (PRC) assisted detection, and spectral hole burning (SHB) as well as Fabry-Perot interferometers. The SHB and Fabry-Perot interferometer techniques are insensitive to speckle decorrelation and therefore suitable for in vivo imaging. However, heterodyne and PRC methods also have potential for in vivo measurements. Besides measuring optical properties such as scattering and absorption, AO can be applied in fluorescence and elastography applications.
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Affiliation(s)
- Steffen G Resink
- MIRA Institute for Biomedical, Technology and Technical Medicine, University of Twente, Biomedical Photonic Imaging Group, P.O. Box 217, 7500 AE Enschede, The Netherlands.
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Elson DS, Li R, Dunsby C, Eckersley R, Tang MX. Ultrasound-mediated optical tomography: a review of current methods. Interface Focus 2011; 1:632-48. [PMID: 22866234 PMCID: PMC3262265 DOI: 10.1098/rsfs.2011.0021] [Citation(s) in RCA: 55] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/09/2011] [Accepted: 05/10/2011] [Indexed: 11/12/2022] Open
Abstract
Ultrasound-mediated optical tomography (UOT) is a hybrid technique that is able to combine the high penetration depth and high spatial resolution of ultrasound imaging to overcome the limits imposed by optical scattering for deep tissue optical sensing and imaging. It has been proposed as a method to detect blood concentrations, oxygenation and metabolism at depth in tissue for the detection of vascularized tumours or the presence of absorbing or scattering contrast agents. In this paper, the basic principles of the method are outlined and methods for simulating the UOT signal are described. The main detection methods are then summarized with a discussion of the advantages and disadvantages of each. The recent focus on increasing the weak UOT signal through the use of the acoustic radiation force is explained, together with a summary of our results showing sensitivity to the mechanical shear stiffness and optical absorption properties of tissue-mimicking phantoms.
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Affiliation(s)
- Daniel S. Elson
- Department of Surgery and Cancer, Hamlyn Centre for Robotic Surgery, Imperial College London, Exhibition Road, London SW7 2AZ, UK
| | - Rui Li
- Department of Bioengineering, Imperial College London, Exhibition Road, London SW7 2AZ, UK
| | - Christopher Dunsby
- Department of Physics, Imperial College London, Exhibition Road, London SW7 2AZ, UK
| | - Robert Eckersley
- Imaging Sciences Department, Imperial College London, Du Cane Road, London W12 0HS, UK
| | - Meng-Xing Tang
- Department of Bioengineering, Imperial College London, Exhibition Road, London SW7 2AZ, UK
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7
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Lai P, McLaughlan JR, Draudt AB, Murray TW, Cleveland RO, Roy RA. Real-time monitoring of high-intensity focused ultrasound lesion formation using acousto-optic sensing. ULTRASOUND IN MEDICINE & BIOLOGY 2011; 37:239-52. [PMID: 21208729 DOI: 10.1016/j.ultrasmedbio.2010.11.004] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/08/2010] [Revised: 08/23/2010] [Accepted: 11/08/2010] [Indexed: 05/03/2023]
Abstract
High-intensity focused ultrasound (HIFU) is a promising modality that is used to noninvasively ablate soft tissue tumors. Nevertheless, real-time treatment monitoring with diagnostic ultrasound still poses a significant challenge since tissue necrosis, in the absence of cavitation or boiling, provides little acoustic contrast with normal tissue. In comparison, the optical properties of tissue are significantly altered accompanying lesion formation. A photorefractive crystal-based acousto-optic (AO) sensing system that uses a single HIFU transducer to simultaneously generate tissue necrosis and pump the AO interaction is used to monitor the real-time optical changes associated with thermal lesions induced in chicken breast ex vivo. It is found that the normalized change in AO response increases proportionally with the volume of necrosis. This study demonstrates AO sensing can identify the onset and growth of lesion formation in real time and, when used as feedback to guide exposures, results in more predictable lesion formation.
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Affiliation(s)
- Puxiang Lai
- Department of Mechanical Engineering, Boston University, Boston, MA 02215, USA.
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8
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Bal G, Schotland JC. Inverse scattering and acousto-optic imaging. PHYSICAL REVIEW LETTERS 2010; 104:043902. [PMID: 20366712 DOI: 10.1103/physrevlett.104.043902] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/19/2009] [Revised: 01/14/2010] [Indexed: 05/29/2023]
Abstract
We propose a tomographic method to reconstruct the optical properties of a highly scattering medium from incoherent acousto-optic measurements. The method is based on the solution to an inverse problem for the diffusion equation and makes use of the principle of interior control of boundary measurements by an external wave field.
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Affiliation(s)
- Guillaume Bal
- Department of Applied Physics and Applied Mathematics, Columbia University, New York, New York 10027, USA.
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9
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Paul JS, Dokos S, Duchateau P. On the eigenfunctions of acousto-optic modulation in a homogeneously absorbing optical medium. OPTICS LETTERS 2009; 34:2528-2529. [PMID: 19684838 DOI: 10.1364/ol.34.002528] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/28/2023]
Abstract
A closed form solution for time-averaged modulated fluence rate is presented for acoustically modulated diffusive light propagation in a medium. The solution assumes that the component of modulated light flux in the direction of acoustic pressure variation is zero.
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Affiliation(s)
- Joseph S Paul
- Graduate School of Biomedical Engineering, The University of New South Wales, Sydney,New South Wales 2052, Australia.
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10
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Bratchenia A, Molenaar R, van Leeuwen TG, Kooyman RPH. Millimeter-resolution acousto-optic quantitative imaging in a tissue model system. JOURNAL OF BIOMEDICAL OPTICS 2009; 14:034031. [PMID: 19566324 DOI: 10.1117/1.3153894] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/28/2023]
Abstract
We have investigated the application of ultrasound modulated coherent light for quantitative determination of the ratio of dye concentrations and total concentration of absorbers in a blood vessel-mimicking sample. A 3-mm-diam tube containing the mixture of dyes inside an Intralipid-based gel with optical properties similar to tissue was interrogated by two different laser wavelengths in combination with intense microsecond ultrasound bursts. The use of calibration curves allowed us to extract quantitative information on the ratio of dye concentrations with the accuracy of better than 15%, as well as on the total concentration. Furthermore, we demonstrated the feasibility to obtain a quantitative 3-D map of the absorbing structure with a spatial resolution of better than 3 mm. These findings give an outlook to apply this technique for noninvasive 3-D mapping of oxygen saturation and total concentration of hemoglobin in tissue.
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Affiliation(s)
- Aliaksandr Bratchenia
- University of Twente, Institute of Biomedical Technology, Faculty of Science and Technology, P.O. Box 217, 7500 AE Enschede, The Netherlands.
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11
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Liu Q, Norton S, Vo-Dinh T. Modeling of nonphase mechanisms in ultrasonic modulation of light propagation. APPLIED OPTICS 2008; 47:3619-3630. [PMID: 18617978 DOI: 10.1364/ao.47.003619] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/26/2023]
Abstract
While phase variation due to ultrasonic modulation of coherent light has been extensively studied in acousto-optical imaging, fewer groups have studied nonphase mechanisms of ultrasonic modulation, which may be important in exploring ultrasonic modulation of incoherent light for imaging. We have developed a versatile Monte Carlo based method that can model not only phase variation due to refractive index changes and scatterer displacement in tissue or tissue-like phantoms, but also amplitude and exit location variations due to the changes in optical properties and refractive index under ultrasonic modulation, in which the exit location variation has not, to the best of our knowledge, been modeled previously. Our results show that the modulation depth due to the exit location variation is three orders of magnitude higher than that due to amplitude variation, but two to three orders of magnitude lower than that due to phase variation for monochromatic light. Furthermore it is found that the modulation depth in reflectance due to the exit location variation is larger than that in transmittance for small source-detector separations.
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Affiliation(s)
- Quan Liu
- Department of Biomedical Engineering, Duke University, Room 136, Hudson Hall, Box 90281, Durham, North Carolina 27708-0281, USA
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12
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Lev A, Rubanov E, Sfez B, Shany S, Foldes AJ. Ultrasound-modulated light tomography assessment of osteoporosis. OPTICS LETTERS 2005; 30:1692-4. [PMID: 16075540 DOI: 10.1364/ol.30.001692] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/03/2023]
Abstract
We present a preliminary series of clinical experiments showing that ultrasound modulation of light in tissues allows tissue properties to be determined well inside the tissue. In this series of clinical experiments the optical scattering coefficient determined by the optical technique is compared with the bone density obtained by dual x-ray absorption. A correlation of 0.84 (p = 0.005) was found for a limited number of patients, showing the potential of this technique for the assessment of osteoporosis.
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Affiliation(s)
- A Lev
- Electro-Optics Division, Soreq NRC, Yavne 81800, Israel
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Lev A, Sfez B. In vivo demonstration of the ultrasound-modulated light technique. JOURNAL OF THE OPTICAL SOCIETY OF AMERICA. A, OPTICS, IMAGE SCIENCE, AND VISION 2003; 20:2347-54. [PMID: 14686514 DOI: 10.1364/josaa.20.002347] [Citation(s) in RCA: 29] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/19/2023]
Abstract
We present, to our knowledge for the first time, results of ultrasound-modulated light signals on living tissues. In particular, we analyze, both theoretically and experimentally, the effect of speckle fluctuations on the signal. We find that two different kinds of noise compete--shot noise and speckle noise--and are present at different levels in static phantoms and ex vivo tissue samples on the one hand and in dynamic phantoms and living tissues on the other hand.
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Affiliation(s)
- Aner Lev
- Electro-Optics Division, NRC Soreq, Yavne 81800, Israel
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14
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Abstract
Ultrasound-modulated light tomography is a new technique that combines laser light and ultrasound to provide a representation of the light density inside turbid media. We present a method that can produce two- or three-dimensional light density representations with standard ultrasonic pulses. This technique should allow simple, direct fusion of ultrasonic images with optical tomography.
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Affiliation(s)
- A Lev
- Electro-Optics Division, NRC Soreq, 81800, Yavne, Israel
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15
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Li J, Sakadzić S, Ku G, Wang LV. Transmission- and side-detection configurations in ultrasound-modulated optical tomography of thick biological tissues. APPLIED OPTICS 2003; 42:4088-4094. [PMID: 12868851 DOI: 10.1364/ao.42.004088] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/24/2023]
Abstract
Ultrasound-modulated optical tomography of thick biological tissues was studied based on speckle-contrast detection. Speckle decorrelation was investigated with biological tissue samples of various thicknesses. Images of optically absorbing objects buried in biological tissue samples with thicknesses up to 50 mm were obtained in a transmission-detection configuration. The image contrast was more than 30%, and the spatial resolution was approximately 2 mm. In addition, a side-detection scheme along with two specific configurations were examined, and the advantages were demonstrated. Experimental results implied feasibility of applying the ultrasound-modulation technique to characterize optical properties in inhomogeneous biological tissues.
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Affiliation(s)
- Jun Li
- Optical Imaging Laboratory, Department of Biomedical Engineering, Texas A&M University, 3120 TAMU, College Station, Texas 77843-3120, USA
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Forget BC, Ramaz F, Atlan M, Selb J, Boccara AC. High-contrast fast Fourier transform acousto-optical tomography of phantom tissues with a frequency-chirp modulation of the ultrasound. APPLIED OPTICS 2003; 42:1379-1383. [PMID: 12643235 DOI: 10.1364/ao.42.001379] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/24/2023]
Abstract
We report new results on acousto-optical tomography in phantom tissues using a frequency chirp modulation and a CCD camera. This technique allows quick recording of three-dimensional images of the optical contrast with a two-dimensional scan of the ultrasound source in a plane perpendicular to the ultrasonic path. The entire optical contrast along the ultrasonic path is concurrently obtained from the capture of a film sequence at a rate of 200 Hz. This technique reduces the acquisition time, and it enhances the axial resolution and thus the contrast, which are usually poor owing to the large volume of interaction of the ultrasound perturbation.
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Affiliation(s)
- Benoît-Claude Forget
- Laboratoire d'Optique, Centre National de la Recherche Scientifique Unité Propre de Recherche Associée 0005, Université Pierre et Marie Curie Paris, Cedex 05, France
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Li J, Ku G, Wang LV. Ultrasound-modulated optical tomography of biological tissue by use of contrast of laser speckles. APPLIED OPTICS 2002; 41:6030-5. [PMID: 12371565 DOI: 10.1364/ao.41.006030] [Citation(s) in RCA: 28] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/19/2023]
Abstract
Ultrasound-modulated optical tomography based on the measurement of laser-speckle contrast was investigated. An ultrasonic beam was focused into a biological-tissue sample to modulate the laser light passing through the ultrasonic column inside the tissue. The contrast of the speckle pattern formed by the transmitted light was found to depend on the ultrasonic modulation and could be used for imaging. Variation in the speckle contrast reflected optical inhomogeneity in the tissue. With this technique, two-dimensional images of biological-tissue samples of as much as 25 mm thick were successfully obtained with a low-power laser. The technique was experimentally compared with speckle-contrast-based, purely optical imaging and with parallel-detection imaging techniques, and the advantages over each were demonstrated.
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Affiliation(s)
- Jun Li
- Optical Imaging Laboratory, Texas A & M University, College Station 77843-3120, USA
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Selb J, Pottier L, Boccara AC. Nonlinear effects in acousto-optic imaging. OPTICS LETTERS 2002; 27:918-920. [PMID: 18026323 DOI: 10.1364/ol.27.000918] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/25/2023]
Abstract
Acousto-optic (AO) imaging is a promising technique that is able to reveal optical properties in the millimeter range inside scattering media by tagging the photon paths with an ultrasonic beam. To increase both the contrast and the resolution of the AO images, we have explored the possibility of using the nonlinear response of the speckle modulation. Variation of the second-harmonic signal as the square of the ultrasonic amplitude has been found, and strong reduction of the tagged zone size has been demonstrated.
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Lev A, Sfez BG. Direct, noninvasive detection of photon density in turbid media. OPTICS LETTERS 2002; 27:473-5. [PMID: 18007835 DOI: 10.1364/ol.27.000473] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/04/2023]
Abstract
Ultrasound tagging of light provides a unique way to probe photon density inside turbid media. We show that this technique allows one to probe the well-known banana-shaped photon density noninvasively, giving rise to a new tool for modeling diffusive photon propagation. Moreover, we show that this technique is quantitative and allows one to get a precise determination of the absorbing constituents inside the turbid medium.
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Li J, Wang LV. Methods for parallel-detection-based ultrasound-modulated optical tomography. APPLIED OPTICS 2002; 41:2079-2084. [PMID: 11936815 DOI: 10.1364/ao.41.002079] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/23/2023]
Abstract
The research reported here focuses on ultrasound-modulated optical tomography based on parallel speckle detection. Four methods were investigated for signal acquisition and analysis, in which laser speckle statistics was applied. The methods were compared with the previously used four-phase method in the imaging of all-biological-tissue samples, in which the buried objects were also biological tissues. The image quality obtained with these methods was comparable with that obtained with the four-phase method; in addition, these methods have advantages in reducing acquisition time and improving the signal-to-noise ratio.
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Affiliation(s)
- Jun Li
- Optical Imaging Laboratory, Biomedical Engineering Program, Texas A&M University, College Station 77843-3120, USA
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