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A Self-Healing Optoacoustic Patch with High Damage Threshold and Conversion Efficiency for Biomedical Applications
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作者 Tao Zhang Cheng-Hui Li +7 位作者 Wenbo Li Zhen Wang Zhongya Gu Jiapu Li Junru Yuan Jun Ou-Yang Xiaofei Yang Benpeng Zhu 《Nano-Micro Letters》 SCIE EI CAS CSCD 2024年第7期31-45,共15页
Compared with traditional piezoelectric ultrasonic devices,optoacoustic devices have unique advantages such as a simple preparation process,anti-electromagnetic interference,and wireless long-distance power supply.How... Compared with traditional piezoelectric ultrasonic devices,optoacoustic devices have unique advantages such as a simple preparation process,anti-electromagnetic interference,and wireless long-distance power supply.However,current optoacoustic devices remain limited due to a low damage threshold and energy conversion efficiency,which seriously hinder their widespread applications.In this study,using a self-healing polydimethylsiloxane(PDMS,Fe-Hpdca-PDMS)and carbon nanotube composite,a flexible optoacoustic patch is developed,which possesses the self-healing capability at room temperature,and can even recover from damage induced by cutting or laser irradiation.Moreover,this patch can generate high-intensity ultrasound(>25 MPa)without the focusing structure.The laser damage threshold is greater than 183.44 mJ cm^(-2),and the optoacoustic energy conversion efficiency reaches a major achievement at 10.66×10^(-3),compared with other carbon-based nanomaterials and PDMS composites.This patch is also been successfully examined in the application of acoustic flow,thrombolysis,and wireless energy harvesting.All findings in this study provides new insight into designing and fabricating of novel ultrasound devices for biomedical applications. 展开更多
关键词 optoacoustic Self-healing PDMS Acoustic flow THROMBOLYTIC Wireless energy harvesting
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PERFORMANCE OF BLIND DECONVOLUTION IN OPTOACOUSTIC TOMOGRAPHY
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作者 THOMAS JETZFELLNER VASILIS NTZIACHRISTOS 《Journal of Innovative Optical Health Sciences》 SCIE EI CAS 2011年第4期385-393,共9页
In this paper,we consider the use of blind deconvolution for optoacoustic(photoacoustic)imaging and investigate the performance of the method as means for increasing the resolution of the reconstructed image beyond th... In this paper,we consider the use of blind deconvolution for optoacoustic(photoacoustic)imaging and investigate the performance of the method as means for increasing the resolution of the reconstructed image beyond the physical restrictions of the system.The method is demonstrated with optoacoustic measurement obtained from six-day-old mice,imaged in the near-infrared using a broadband hydrophone in a circular scanning configuration.Wefind that estimates of the unknown point spread function,achieved by blind deconvolution,improve the resolution and contrast in the images and show promise for enhancing optoacoustic images. 展开更多
关键词 optoacoustic PHOTOACOUSTIC TOMOGRAPHY MULTISPECTRAL blind deconvolution interpolated-model-matrix inversion(IMMI)
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BIOMEDICAL OPTOACOUSTICS
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作者 RINAT O.ESENALIEV 《Journal of Innovative Optical Health Sciences》 SCIE EI CAS 2011年第1期39-44,共6页
Optoacoustics is a promising modality for biomedical imaging,sensing,and monitoring with high resolution and contrast.In this paper,we present an overview of our studies for the last two decades on optoacoustic effect... Optoacoustics is a promising modality for biomedical imaging,sensing,and monitoring with high resolution and contrast.In this paper,we present an overview of our studies for the last two decades on optoacoustic effects in tissues and imaging capabilities of the optoacoustic technique.In our earlier optoacoustic works we studied laser ablation of tissues and tissue-like media and proposed to use optoacoustics for imaging in tissues.In mid-90s we demonstrated detection of optoacoustic signals from tissues at depths of up to several centimeters,well deeper than the optical diffusion limit.We then obtained optoacoustic images of tissues both in vitro and in vivo.In late 90s we studied optoacoustic monitoring of thermotherapy:hyperthermia,coagulation,and freezing.Then we proposed and studied optoacoustic monitoring of blood oxygenation,hemoglobin concentration,and other physiologic parameters. 展开更多
关键词 optoacoustics IMAGING MONITORING laser ablation NANOPARTICLES
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A multifunctional nanoaggregate-based system for detection of rheumatoid arthritis via Optoacoustic/NIR-Ⅱ fluorescent imaging and therapy via inhibiting JAK-STAT/NF-κB/NLRP3 pathways
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作者 Junjie Chen Longqi Chen +2 位作者 Zunpan She Fang Zeng Shuizhu Wu 《Aggregate》 EI CAS 2024年第1期353-366,共14页
Rheumatoid arthritis(RA)is a debilitating autoimmune disease that causes chronic pain and serious complications,presenting a significant challenge to treat.Promising approaches for treating RA involve signaling pathwa... Rheumatoid arthritis(RA)is a debilitating autoimmune disease that causes chronic pain and serious complications,presenting a significant challenge to treat.Promising approaches for treating RA involve signaling pathways modulation and targeted therapy.To this end,a multifunctional nanosystem,TPC-U@HAT,has been designed for RA therapy,featuring multitargeting,dual-stimuli response,and on-demand drug release capabilities.TPC-U@HAT is composed of a probe/prodrug TPC,a JAK1 kinase inhibitor upadacitinib,and the drug carrier HAT.TPC is composed of an aggregation-induced emission(AIE)-active NIR-II chromophore TPY and an NF-κB/NLRP3 inhibitor caffeic acid phenethyl ester(CAPE),connected via boronic ester bond which serves as the reactive-oxygen-species-responsive linker.The carrier,HAT,is created by grafting bone-targeting alendronate and hydrophobic tocopheryl succinate onto hyaluronic acid chains,which can encapsulate TPC and upadacitinib to form TPC-U@HAT.Upon intravenous injection into mice,TPC-U@HAT accumulates at inflamed lesions of RA through both active and passive targeting,and the overexpressed hyaluronidase and H_(2)O_(2) therein cleave the hyaluronic acid polymer chains and boronate bonds,respectively.This generates an AIE-active chromophore for detection and therapeutic evaluation of RA via both optoacoustic imaging and NIR-II fluorescent imaging and concomitantly releases CAPE and upadacitinib to exert efficacious therapy by inhibiting NF-κB/NLRP3 and JAK-STAT pathways. 展开更多
关键词 aggregation-induced emission dual-stimuli response multispectral optoacoustic tomography imaging multitargeting NIR-II fluorescence imaging rheumatoid arthritis
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Functional optoacoustic neuro-tomography for scalable whole-brain monitoring of calcium indicators 被引量:5
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作者 X Luís Deán-Ben Gali Sela +5 位作者 Antonella Lauri Moritz Kneipp Vasilis Ntziachristos Gil G Westmeyer Shy Shoham Daniel Razansky 《Light(Science & Applications)》 SCIE EI CAS CSCD 2016年第1期288-294,共7页
Non-invasive observation of spatiotemporal activity of large neural populations distributed over entire brains is a longstanding goal of neuroscience.We developed a volumetric multispectral optoacoustic tomography pla... Non-invasive observation of spatiotemporal activity of large neural populations distributed over entire brains is a longstanding goal of neuroscience.We developed a volumetric multispectral optoacoustic tomography platform for imaging neural activation deep in scattering brains.It can record 100 volumetric frames per second across scalable fields of view ranging between 50 and 1000 mm^(3) with respective spatial resolution of 35–200μm.Experiments performed in immobilized and freely swimming larvae and in adult zebrafish brains expressing the genetically encoded calcium indicator GCaMP5G demonstrate,for the first time,the fundamental ability to directly track neural dynamics using optoacoustics while overcoming the longstanding penetration barrier of optical imaging in scattering brains.The newly developed platform thus offers unprecedented capabilities for functional whole-brain observations of fast calcium dynamics;in combination with optoacoustics'well-established capacity for resolving vascular hemodynamics,it could open new vistas in the study of neural activity and neurovascular coupling in health and disease. 展开更多
关键词 functional neuro-imaging genetically encoded calcium indicators high spatiotemporal resolution large-scale brain activity optoacoustic tomography PHOTOACOUSTICS real-time imaging
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Adding fifth dimension to optoacoustic imaging: volumetric time-resolved spectrally enriched tomography 被引量:5
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作者 Xose Luis Dean-Ben Daniel Razansky 《Light(Science & Applications)》 SCIE EI CAS 2014年第1期330-334,共5页
Optoacoustics provides a unique set of capabilities for bioimaging,associated with the intrinsic combination of ultrasound-and light-related advantages,such as high spatial and temporal resolution as well as powerful ... Optoacoustics provides a unique set of capabilities for bioimaging,associated with the intrinsic combination of ultrasound-and light-related advantages,such as high spatial and temporal resolution as well as powerful spectrally enriched imaging contrast in biological tissues.We demonstrate here,for the first time,the acquisition,processing and visualization of five-dimensional optoacoustic data,thus offering unparallel imaging capacities among the current bioimaging modalities.The newly discovered performance is enabled by simultaneous volumetric detection and processing of multispectral data and is further showcased here by attaining time-resolved volumetric blood oxygenation maps in deep human vessels and real-time tracking of contrast agent distribution in a murine model in vivo. 展开更多
关键词 BIOPHOTONICS MULTISPECTRAL optoacoustic imaging photoacoustic tomography
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Time-domain terahertz optoacoustics: manipulable water sensing and dampening 被引量:4
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作者 Jiao Li Yixin Yao +5 位作者 Liwen Jiang Shuai Li Zhihao Yi Xieyu Chen Zhen Tian Weili Zhang 《Advanced Photonics》 EI CSCD 2021年第2期89-97,共9页
Radiation at terahertz frequencies can be used to analyze the structural dynamics of water and biomolecules,but applying the technique to aqueous solutions and tissues remains challenging since terahertz radiation is ... Radiation at terahertz frequencies can be used to analyze the structural dynamics of water and biomolecules,but applying the technique to aqueous solutions and tissues remains challenging since terahertz radiation is strongly absorbed by water.While this absorption enables certain analyses,such as the structure of water and its interactions with biological solutes,it limits the thickness of samples that can be analyzed,and it drowns out weaker signals from biomolecules of interest.We present a method for analyzing water-rich samples via time-domain terahertz optoacoustics over a 104-fold thickness ranging from microns to centimeters.We demonstrate that adjusting the temperature to alter the terahertz optoacoustic(THz-OA)signal of water improves the sensitivity with which it can be analyzed and,conversely,can reduce or even“silence”its signal.Temperature-manipulated THz-OA signals of aqueous solutions allow detection of solutes such as ions with an order of magnitude greater sensitivity than terahertz time-domain spectroscopy,and potentially provide more characteristic parameters related to both terahertz absorption and ultrasonic propagation.Terahertz optoacoustics may be a powerful tool for spectroscopy and potential imaging of aqueous solutions and tissues to explore molecular interactions and biochemical processes. 展开更多
关键词 terahertz optoacoustics terahertz pulse time-domain detection LABEL-FREE WATER
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Comparison of optical detection system,PVDF detection system,and PVDF needle hydrophone for optoacoustic tomography 被引量:3
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作者 M. D. Abolhassani M. Hejazi +1 位作者 A. Ahmadian A. Amjadi 《Chinese Optics Letters》 SCIE EI CAS CSCD 2005年第10期593-596,共4页
Optoacoustic tomography (PAT) is a two-dimensional medical imaging method that has the advantage of optical contrast and resolution of ultrasonic waves. The detection systems with a high sensitivity can be used for ... Optoacoustic tomography (PAT) is a two-dimensional medical imaging method that has the advantage of optical contrast and resolution of ultrasonic waves. The detection systems with a high sensitivity can be used for detecting small tumors, located deeply in human tissues, such as the breast. In this study, the sensitivity of existing ultrasonic detection systems has been compared experimentally with that by using thermoelastic waves as a broadband ultrasonic source. For the comparison, an optical stress transducer (OST), a polyvinylidene difluoride (PVDF) sheet and a calibrated PVDF needle hydrophone were used. To ensure all of the detection systems interrogated by the same ultrasonic field, a small optical instrument that fixed the generating laser head was constructed. The sensitivity was evaluated by measuring signalto-noise ratios (SNRs) and noise equivalent pressures (NEPs). The PVDF system, with a 4-kPa NEP has a 22 dB better performance than the OST. The OST showed nearly the same sensitivity as the hydrophone for detecting ultrasound waves at a 1-cm distance in water. PVDF detection system provides a useful tool for imaging of soft tissues because of its high sensitivity and broad detection range. 展开更多
关键词 PVDF Comparison of optical detection system PVDF detection system and PVDF needle hydrophone for optoacoustic tomography
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Localization optoacoustic tomography
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作者 X Luís Dean-Ben Daniel Razansky 《Light(Science & Applications)》 SCIE EI CAS CSCD 2018年第1期1058-1062,共5页
Localization-based imaging has revolutionized fluorescence optical microscopy and has also enabled unprecedented ultrasound images of microvascular structures in deep tissues.Herein,we introduce a new concept of local... Localization-based imaging has revolutionized fluorescence optical microscopy and has also enabled unprecedented ultrasound images of microvascular structures in deep tissues.Herein,we introduce a new concept of localization optoacoustic tomography(LOT)that employs rapid sequential acquisition of three-dimensional optoacoustic images from flowing absorbing particles.We show that the new method enables breaking through the spatial resolution barrier of acoustic diffraction while further enhancing the visibility of structures under limited-view tomographic conditions.Given the intrinsic sensitivity of optoacoustics to multiple hemodynamic and oxygenation parameters,LOT may enable a new level of performance in studying functional and anatomical alterations of microcirculation. 展开更多
关键词 acoustic diffraction limited-view effects LOCALIZATION optoacoustic imaging photoacoustic imaging SUPER-RESOLUTION
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Spiral volumetric optoacoustic tomography visualizes multi-scale dynamics in mice
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作者 X Luís Deán-Ben Thomas F Fehm +2 位作者 Steven J Ford Sven Gottschalk Daniel Razansky 《Light(Science & Applications)》 SCIE EI CAS CSCD 2016年第1期104-111,共8页
Imaging dynamics at different temporal and spatial scales is essential for understanding the biological complexity of living organisms,disease state and progression.Optoacoustic imaging has been shown to offer exclusi... Imaging dynamics at different temporal and spatial scales is essential for understanding the biological complexity of living organisms,disease state and progression.Optoacoustic imaging has been shown to offer exclusive applicability across multiple scales with excellent optical contrast and high resolution in deep-tissue observations.Yet,efficient visualization of multi-scale dynamics remained difficult with state-of-the-art systems due to inefficient trade-offs between image acquisition time and effective field of view.Herein,we introduce the spiral volumetric optoacoustic tomography technique that provides spectrally enriched highresolution contrast across multiple spatiotemporal scales.In vivo experiments in mice demonstrate a wide range of dynamic imaging capabilities,from three-dimensional high-frame-rate visualization of moving organs and contrast agent kinetics in selected areas to whole-body longitudinal studies with unprecedented image quality.The newly introduced paradigm shift in imaging of multi-scale dynamics adds to the multifarious advantages provided by the optoacoustic technology for structural,functional and molecular imaging. 展开更多
关键词 multi-scale dynamics multi-spectral imaging optoacoustic tomography real-time imaging whole-body imaging
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Optical imaging of post-embryonic zebrafish using multi orientation raster scan optoacoustic mesoscopy
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作者 Murad Omar Johannes Rebling +6 位作者 Kai Wicker Tobias Schmitt-Manderbach Mathias Schwarz Jérôme Gateau Hérnan López-Schier Timo Mappes Vasilis Ntziachristos 《Light(Science & Applications)》 SCIE EI CAS CSCD 2016年第1期336-341,共6页
Whole-body optical imaging of post-embryonic stage model organisms is a challenging and long sought-after goal.It requires a combination of high-resolution performance and high-penetration depth.Optoacoustic(photoacou... Whole-body optical imaging of post-embryonic stage model organisms is a challenging and long sought-after goal.It requires a combination of high-resolution performance and high-penetration depth.Optoacoustic(photoacoustic)mesoscopy holds great promise,as it penetrates deeper than optical and optoacoustic microscopy while providing high-spatial resolution.However,optoacoustic mesoscopic techniques only offer partial visibility of oriented structures,such as blood vessels,due to a limited angular detection aperture or the use of ultrasound frequencies that yield insufficient resolution.We introduce 3601 multi orientation(multi-projection)raster scan optoacoustic mesoscopy(MORSOM)based on detecting an ultra-wide frequency bandwidth(up to 160 MHz)and weighted deconvolution to synthetically enlarge the angular aperture.We report unprecedented isotropic inplane resolution at the 9–17μm range and improved signal to noise ratio in phantoms and opaque 21-day-old Zebrafish.We find that MORSOM performance defines a new operational specification for optoacoustic mesoscopy of adult organisms,with possible applications in the developmental biology of adulthood and aging. 展开更多
关键词 DECONVOLUTION development mesoscopy multiview optoacoustics PHOTOACOUSTICS
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Photoacoustic imaging of prostate cancer 被引量:1
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作者 Xuanjin Yang Liangzhong Xiang 《Journal of Innovative Optical Health Sciences》 SCIE EI CAS 2017年第4期70-83,共14页
Photoacoustic imaging(PAI),also known as optoacoustic imaging,is a rapidly growing imaging modality with potential in medical diagnosis and therapy monitoring.This paper focuses on the techniques of prostate PAI and i... Photoacoustic imaging(PAI),also known as optoacoustic imaging,is a rapidly growing imaging modality with potential in medical diagnosis and therapy monitoring.This paper focuses on the techniques of prostate PAI and its potential applications in prostate cancer detection.Transurethral light delivery combined with transrectal ultrasound detection overcomes light scattering in the surrounding tissue and provides optimal photoacoustic signals while minimizing invasiveness.While label-free PAI based on endogenous contrast has promising potential for prostate cancer detection,exogenous contrast agents can further enhance the sensitivity and speci¯city of prostate cancer PAI.Further in vivo studies are required in order to achieve the translation of prostate PAI to clinical implementation.The minimal invasiveness,relatively low cost,high speci¯city and sensitivity,and real-time imaging capability are valuable advantages of PAI that may improve the current prostate cancer management in clinic. 展开更多
关键词 Photoacoustic/optoacoustic imaging prostate cancer cancer therapy monitoring prostate endoscopy cellular imaging.
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PHOTOACOUSTIC GENERATION OF FOCUSED QUASI-UNIPOLAR PRESSURE PULSES
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作者 KONSTANTIN MASLOV HAO F.ZHANG LIHONG V.WANG 《Journal of Innovative Optical Health Sciences》 SCIE EI CAS 2010年第4期247-253,共7页
The photoacoustic effect was employed to generate short-duration quasi-unipolar acoustic pressure pulses in both planar and spherically focused geometries.In the focal region,the temporal profile of a pressure pulse c... The photoacoustic effect was employed to generate short-duration quasi-unipolar acoustic pressure pulses in both planar and spherically focused geometries.In the focal region,the temporal profile of a pressure pulse can be approximated by the first derivative of the temporal profile near the front transducer surface,with a time-averaged value equal to zero.This approximation agreed with experimental results acquired from photoacoustic transducers with both rigid and free boundaries.For a free boundary,the acoustic pressure in the focal region is equal to the sum of a positive pressure that follows the spatial profile of the optical energy deposition in the medium and a negative pressure that follows the temporal profile of the laser pulse. 展开更多
关键词 PHOTOACOUSTICS optoacoustics ultrasound generation unipolar pulse
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Photoacoustic detection of circulating melanoma cells in late stage patients
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作者 John A.Viator Marc Hazur +3 位作者 Andrea Sajewski Ahmad Tarhini Martin E.Sanders Robert H.Edgar 《Journal of Innovative Optical Health Sciences》 SCIE EI CAS 2020年第6期47-54,共8页
Melanoma is the deadliest skin cancer and is responsible for over 7000 deaths in the US annually.The spread of cancer,or metastasis,is responsible for these deaths,as secondary tumors interrupt normal organ function.C... Melanoma is the deadliest skin cancer and is responsible for over 7000 deaths in the US annually.The spread of cancer,or metastasis,is responsible for these deaths,as secondary tumors interrupt normal organ function.Circulating tumor cells,or those cells that spread throughout the body from the primary tumor,are thought to be responsible for metastasis.We developed an optical method,photoacoustic flow cytometry,in order to detect and enumerate circulating melanoma cells(CMCs)from blood samples of patients.We tested the blood of StageⅣmelanoma patients to show the ability of the photoacoustic flow cytometer to detect these rare cells in blood.We then tested the system on archived blood samples from StageⅢmelanoma patients with known outcomes to determine if detection of CMCs can predict future metastasis.We detected between 0 and 66 CMCs in StageⅣpatients.For the StageⅢstudy,we found that of those samples with CMCs,two remained disease free and five developed metastasis.Of those without CMCs,six remained disease free and one developed metastasis.We believe that photoacoustic detection of CMCs provides valuable information for the prediction of metastasis and we postulate a system for more accurate prognosis. 展开更多
关键词 DIAGNOSIS METASTASIS optoacoustics
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Photoacoustic imaging principle and analysis of the images by MSOT
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作者 Zhu Yukun Dong Enqing +1 位作者 Wang Kun Tian Jie 《Computer Aided Drafting,Design and Manufacturing》 2016年第2期63-67,共5页
Photoacoustic imaging, also called optoacoustic tomography, is a non-destructive biomedical imaging technique which employs acoustic detection to image optical absorption contrast with high-resolution deep into scatte... Photoacoustic imaging, also called optoacoustic tomography, is a non-destructive biomedical imaging technique which employs acoustic detection to image optical absorption contrast with high-resolution deep into scattering tissue. Photoacoustic imaging overcomes the limit of high light scattering in the tissue and realized in vivo high-resolution and high-contrast imaging in the deep tissue. Photoacoustic imaging technology has been rapid development in recent years and make constantly breakthrough from a technical level to the application level. This paper describes the basic principles of photoacoustic imaging technology and make an example analysis by multispectral optoacoustic tomography (MSOT). 展开更多
关键词 photoacoustic imaging optoacoustic tomography MULTISPECTRAL MSOT
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Through-needle all-optical ultrasound imaging in vivo: a preclinical swine study 被引量:6
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作者 Malcolm C Finlay Charles A Mosse +8 位作者 Richard J Colchester Sacha Noimark Edward Z Zhang Sebastien Ourselin Paul C Beard Richard J Schilling Ivan P Parkin Ioannis Papakonstantinou Adrien E Desjardins 《Light(Science & Applications)》 SCIE EI CAS CSCD 2017年第1期70-76,共7页
High-frequency ultrasound imaging can provide exquisite visualizations of tissue to guide minimally invasive procedures.Here,we demonstrate that an all-optical ultrasound transducer,through which light guided by optic... High-frequency ultrasound imaging can provide exquisite visualizations of tissue to guide minimally invasive procedures.Here,we demonstrate that an all-optical ultrasound transducer,through which light guided by optical fibers is used to generate and receive ultrasound,is suitable for real-time invasive medical imaging in vivo.Broad-bandwidth ultrasound generation was achieved through the photoacoustic excitation of a multiwalled carbon nanotube-polydimethylsiloxane composite coating on the distal end of a 300-μm multi-mode optical fiber by a pulsed laser.The interrogation of a high-finesse Fabry–Pérot cavity on a single-mode optical fiber by a wavelength-tunable continuous-wave laser was applied for ultrasound reception.This transducer was integrated within a custom inner transseptal needle(diameter 1.08 mm;length 78 cm)that included a metallic septum to acoustically isolate the two optical fibers.The use of this needle within the beating heart of a pig provided unprecedented realtime views(50 Hz scan rate)of cardiac tissue(depth:2.5 cm;axial resolution:64μm)and revealed the critical anatomical structures required to safely perform a transseptal crossing:the right and left atrial walls,the right atrial appendage,and the limbus fossae ovalis.This new paradigm will allow ultrasound imaging to be integrated into a broad range of minimally invasive devices in different clinical contexts. 展开更多
关键词 CARDIAC medical devices optoacoustic PHOTOACOUSTIC ultrasound
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Enhanced light-matter interactions in dielectric nanostructures via machine-learning approach 被引量:9
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作者 Lei Xu Mohsen Rahmani +9 位作者 Yixuan Ma Daria ASmirnova Khosro Zangeneh Kamali Fu Deng Yan Kei Chiang Lujun Huang Haoyang Zhang Stephen Gould Dragomir N.Neshev Andrey E.Miroshnichenko 《Advanced Photonics》 EI CSCD 2020年第2期57-67,共11页
A key concept underlying the specific functionalities of metasurfaces is the use of constituent components to shape the wavefront of the light on demand.Metasurfaces are versatile,novel platforms for manipulating the ... A key concept underlying the specific functionalities of metasurfaces is the use of constituent components to shape the wavefront of the light on demand.Metasurfaces are versatile,novel platforms for manipulating the scattering,color,phase,or intensity of light.Currently,one of the typical approaches for designing a metasurface is to optimize one or two variables among a vast number of fixed parameters,such as various materials’properties and coupling effects,as well as the geometrical parameters.Ideally,this would require multidimensional space optimization through direct numerical simulations.Recently,an alternative,popular approach allows for reducing the computational cost significantly based on a deep-learning-assisted method.We utilize a deep-learning approach for obtaining high-quality factor(high-Q)resonances with desired characteristics,such as linewidth,amplitude,and spectral position.We exploit such high-Q resonances for enhancedlight–matter interaction in nonlinearoptical metasurfaces and optomechanical vibrations,simultaneously.We demonstrate that optimized metasurfaces achieve up to 400-fold enhancement of the third-harmonic generation;at the same time,they also contribute to 100-fold enhancement of the amplitude of optomechanical vibrations.This approach can be further used to realize structures with unconventional scattering responses. 展开更多
关键词 machine learning dielectric nanostructures Fano resonance third-harmonic generation optoacoustics
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