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Rudakovskaya PG, Barmin RA, Kuzmin PS, Fedotkina EP, Sencha AN, Gorin DA. Microbubbles Stabilized by Protein Shell: From Pioneering Ultrasound Contrast Agents to Advanced Theranostic Systems. Pharmaceutics 2022; 14:1236. [PMID: 35745808 PMCID: PMC9227336 DOI: 10.3390/pharmaceutics14061236] [Citation(s) in RCA: 20] [Impact Index Per Article: 6.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/25/2022] [Revised: 05/07/2022] [Accepted: 05/13/2022] [Indexed: 12/16/2022] Open
Abstract
Ultrasound is a widely-used imaging modality in clinics as a low-cost, non-invasive, non-radiative procedure allowing therapists faster decision-making. Microbubbles have been used as ultrasound contrast agents for decades, while recent attention has been attracted to consider them as stimuli-responsive drug delivery systems. Pioneering microbubbles were Albunex with a protein shell composed of human serum albumin, which entered clinical practice in 1993. However, current research expanded the set of proteins for a microbubble shell beyond albumin and applications of protein microbubbles beyond ultrasound imaging. Hence, this review summarizes all-known protein microbubbles over decades with a critical evaluation of formulations and applications to optimize the safety (low toxicity and high biocompatibility) as well as imaging efficiency. We provide a comprehensive overview of (1) proteins involved in microbubble formulation, (2) peculiarities of preparation of protein stabilized microbubbles with consideration of large-scale production, (3) key chemical factors of stabilization and functionalization of protein-shelled microbubbles, and (4) biomedical applications beyond ultrasound imaging (multimodal imaging, drug/gene delivery with attention to anticancer treatment, antibacterial activity, biosensing). Presented critical evaluation of the current state-of-the-art for protein microbubbles should focus the field on relevant strategies in microbubble formulation and application for short-term clinical translation. Thus, a protein bubble-based platform is very perspective for theranostic application in clinics.
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Affiliation(s)
- Polina G. Rudakovskaya
- Center for Photonic Science and Engineering, Skolkovo Institute of Science and Technology, Nobel Str. 3, 121205 Moscow, Russia;
| | - Roman A. Barmin
- Center for Photonic Science and Engineering, Skolkovo Institute of Science and Technology, Nobel Str. 3, 121205 Moscow, Russia;
| | - Pavel S. Kuzmin
- Institute of Materials for Modern Energy and Nanotechnology, Dmitry Mendeleev University of Chemical Technology of Russia, Miusskaya Sq. 9, 125047 Moscow, Russia;
| | - Elena P. Fedotkina
- Research Center for Obstetrics, Gynecology and Perinatology, Ministry of Healthcare of the Russian Federation, Akademika Oparina Str. 4, 117198 Moscow, Russia; (E.P.F.); (A.N.S.)
| | - Alexander N. Sencha
- Research Center for Obstetrics, Gynecology and Perinatology, Ministry of Healthcare of the Russian Federation, Akademika Oparina Str. 4, 117198 Moscow, Russia; (E.P.F.); (A.N.S.)
| | - Dmitry A. Gorin
- Center for Photonic Science and Engineering, Skolkovo Institute of Science and Technology, Nobel Str. 3, 121205 Moscow, Russia;
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Palma-Chavez J, Wear KA, Mantri Y, Jokerst JV, Vogt WC. Photoacoustic imaging phantoms for assessment of object detectability and boundary buildup artifacts. PHOTOACOUSTICS 2022; 26:100348. [PMID: 35360521 PMCID: PMC8960980 DOI: 10.1016/j.pacs.2022.100348] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/05/2021] [Revised: 02/18/2022] [Accepted: 03/17/2022] [Indexed: 05/05/2023]
Abstract
Standardized phantoms and test methods are needed to accelerate clinical translation of emerging photoacoustic imaging (PAI) devices. Evaluating object detectability in PAI is challenging due to variations in target morphology and artifacts including boundary buildup. Here we introduce breast fat and parenchyma tissue-mimicking materials based on emulsions of silicone oil and ethylene glycol in polyacrylamide hydrogel. 3D-printed molds were used to fabricate solid target inclusions that produced more filled-in appearance than traditional PAI phantoms. Phantoms were used to assess understudied image quality characteristics (IQCs) of three PAI systems. Object detectability was characterized vs. target diameter, absorption coefficient, and depth. Boundary buildup was quantified by target core/boundary ratio, which was higher in transducers with lower center frequency. Target diameter measurement accuracy was also size-dependent and improved with increasing transducer frequency. These phantoms enable evaluation of multiple key IQCs and may support development of comprehensive standardized test methods for PAI devices.
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Affiliation(s)
- Jorge Palma-Chavez
- Department of NanoEngineering, University of California San Diego, La Jolla, CA 92093, USA
| | - Keith A. Wear
- Center for Devices and Radiological Health, US Food and Drug Administration, Silver Spring, MD 20993, USA
| | - Yash Mantri
- Department of Bioengineering, University of California, San Diego, La Jolla, CA 92093, USA
| | - Jesse V. Jokerst
- Department of NanoEngineering, University of California San Diego, La Jolla, CA 92093, USA
- Department of Radiology, University of California San Diego, La Jolla, CA 92093, USA
- Material Science Program, University of California San Diego, La Jolla, CA 92093, USA
- Corresponding author at: Department of NanoEngineering, University of California San Diego, La Jolla, CA 92093, USA.
| | - William C. Vogt
- Center for Devices and Radiological Health, US Food and Drug Administration, Silver Spring, MD 20993, USA
- Corresponding author.
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Kukačka J, Metz S, Dehner C, Muckenhuber A, Paul-Yuan K, Karlas A, Fallenberg EM, Rummeny E, Jüstel D, Ntziachristos V. Image processing improvements afford second-generation handheld optoacoustic imaging of breast cancer patients. PHOTOACOUSTICS 2022; 26:100343. [PMID: 35308306 PMCID: PMC8931444 DOI: 10.1016/j.pacs.2022.100343] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/09/2021] [Revised: 02/22/2022] [Accepted: 03/01/2022] [Indexed: 05/09/2023]
Abstract
BACKGROUND Since the initial breast transillumination almost a century ago, breast cancer imaging using light has been considered in different implementations aiming to improve diagnostics, minimize the number of available biopsies, or monitor treatment. However, due to strong photon scattering, conventional optical imaging yields low resolution images, challenging quantification and interpretation. Optoacoustic imaging addresses the scattering limitation and yields high-resolution visualization of optical contrast, offering great potential value for breast cancer imaging. Nevertheless, the image quality of experimental systems remains limited due to a number of factors, including signal attenuation with depth and partial view angle and motion effects, particularly in multi-wavelength measurements. METHODS We developed data analytics methods to improve the accuracy of handheld optoacoustic breast cancer imaging, yielding second-generation optoacoustic imaging performance operating in tandem with ultrasonography. RESULTS We produced the most advanced images yet with handheld optoacoustic examinations of the human breast and breast cancer, in terms of resolution and contrast. Using these advances, we examined optoacoustic markers of malignancy, including vasculature abnormalities, hypoxia, and inflammation, on images obtained from breast cancer patients. CONCLUSIONS We achieved a new level of quality for optoacoustic images from a handheld examination of the human breast, advancing the diagnostic and theranostic potential of the hybrid optoacoustic-ultrasound (OPUS) examination over routine ultrasonography.
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Key Words
- 2G-OPUS, 2nd generation Multispectral Optoacoustic-Ultrasound Tomography
- Breast cancer
- CNR, Contrast-to-noise ratio
- DCIS, Ductal carcinoma in situ
- FOV, Field of view
- FWHM, Full width at half maximum
- ILC, Invasive lobular carcinoma
- Image quality enhancement
- In vivo imaging
- LCO, Lower cut-off
- MSOT, Multispectral Optoacoustic Tomography
- Multispectral optoacoustic tomography
- NAT, Neoadjuvant chemotherapy
- NST, No special type
- OA, Optoacoustics
- SoS, Speed-of-sound
- TIR, Total impulse response
- Tumor-associated microvasculature
- US, Ultrasound
- Ultrasound
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Affiliation(s)
- Jan Kukačka
- Helmholtz Zentrum München (GmbH), Institute of Biological and Medical Imaging, Neuherberg, Germany
- Technical University of Munich, School of Medicine, Chair of Biological Imaging at the Central Institute for Translational Cancer Research (TranslaTUM), Munich, Germany
| | - Stephan Metz
- Technical University of Munich, Department of Diagnostic and Interventional Radiology, Munich, Germany
| | - Christoph Dehner
- Helmholtz Zentrum München (GmbH), Institute of Biological and Medical Imaging, Neuherberg, Germany
- Technical University of Munich, School of Medicine, Chair of Biological Imaging at the Central Institute for Translational Cancer Research (TranslaTUM), Munich, Germany
| | - Alexander Muckenhuber
- Technical University of Munich, Institute of General and Surgical Pathology, Munich, Germany
| | - Korbinian Paul-Yuan
- Helmholtz Zentrum München (GmbH), Institute of Biological and Medical Imaging, Neuherberg, Germany
- Technical University of Munich, School of Medicine, Chair of Biological Imaging at the Central Institute for Translational Cancer Research (TranslaTUM), Munich, Germany
| | - Angelos Karlas
- Helmholtz Zentrum München (GmbH), Institute of Biological and Medical Imaging, Neuherberg, Germany
- Technical University of Munich, School of Medicine, Chair of Biological Imaging at the Central Institute for Translational Cancer Research (TranslaTUM), Munich, Germany
- Klinikum rechts der Isar, Clinic for Vascular and Endovascular Surgery, Munich, Germany
| | - Eva Maria Fallenberg
- Technical University of Munich, Department of Diagnostic and Interventional Radiology, Munich, Germany
| | - Ernst Rummeny
- Technical University of Munich, Department of Diagnostic and Interventional Radiology, Munich, Germany
| | - Dominik Jüstel
- Helmholtz Zentrum München (GmbH), Institute of Biological and Medical Imaging, Neuherberg, Germany
- Helmholtz Zentrum München (GmbH), Institute of Computational Biology, Neuherberg, Germany
- Technical University of Munich, School of Medicine, Chair of Biological Imaging at the Central Institute for Translational Cancer Research (TranslaTUM), Munich, Germany
| | - Vasilis Ntziachristos
- Helmholtz Zentrum München (GmbH), Institute of Biological and Medical Imaging, Neuherberg, Germany
- Technical University of Munich, School of Medicine, Chair of Biological Imaging at the Central Institute for Translational Cancer Research (TranslaTUM), Munich, Germany
- Technical University of Munich, Munich Institute of Robotics and Machine Intelligence (MIRMI), Munich, Germany
- Correspondence to: Helmholtz Zentrum München, Institute of Biological and Medical Imaging, Building 56, Ingolstädter Landstr. 1, D-85764 Neuherberg, Germany.
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In Vivo Validation of Diffuse Optical Imaging with a Dual-Direction Measuring Module of Parallel-Plate Architecture for Breast Tumor Detection. Biomedicines 2022; 10:biomedicines10051040. [PMID: 35625777 PMCID: PMC9138400 DOI: 10.3390/biomedicines10051040] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/22/2022] [Revised: 04/23/2022] [Accepted: 04/24/2022] [Indexed: 02/04/2023] Open
Abstract
We demonstrate a working prototype of an optical breast imaging system involving parallel-plate architecture and a dual-direction scanning scheme designed in combination with a mammography machine; this system was validated in a pilot study to demonstrate its application in imaging healthy and malignant breasts in a clinical environment. The components and modules of the self-developed imaging system are demonstrated and explained, including its measuring architecture, scanning mechanism, and system calibration, and the reconstruction algorithm is presented. Additionally, the evaluation of feature indices that succinctly demonstrate the corresponding transmission measurements may provide insight into the existence of malignant tissue. Moreover, five cases are presented including one subject without disease (a control measure), one benign case, one suspected case, one invasive ductal carcinoma, and one positive case without follow-up treatment. A region-of-interest analysis demonstrated significant differences in absorption between healthy and malignant breasts, revealing the average contrast between the abnormalities and background tissue to exceed 1.4. Except for ringing artifacts, the average scattering property of the structure densities was 0.65–0.85 mm−1.
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55
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Quiros-Gonzalez I, Tomaszewski MR, Golinska MA, Brown E, Ansel-Bollepalli L, Hacker L, Couturier DL, Sainz RM, Bohndiek SE. Photoacoustic Tomography Detects Response and Resistance to Bevacizumab in Breast Cancer Mouse Models. Cancer Res 2022; 82:1658-1668. [PMID: 35404400 PMCID: PMC9359720 DOI: 10.1158/0008-5472.can-21-0626] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/23/2021] [Revised: 08/27/2021] [Accepted: 02/18/2022] [Indexed: 01/07/2023]
Abstract
Angiogenesis is an established prognostic factor in advanced breast cancer, yet response to antiangiogenic therapies in this disease remains highly variable. Noninvasive imaging biomarkers could help identify patients that will benefit from antiangiogenic therapy and provide an ideal tool for longitudinal monitoring, enabling dosing regimens to be altered with real-time feedback. Photoacoustic tomography (PAT) is an emerging imaging modality that provides a direct readout of tumor hemoglobin concentration and oxygenation. We hypothesized that PAT could be used in the longitudinal setting to provide an early indication of response or resistance to antiangiogenic therapy. To test this hypothesis, PAT was performed over time in estrogen receptor-positive and estrogen receptor-negative breast cancer xenograft mouse models undergoing treatment with the antiangiogenic bevacizumab as a single agent. The cohort of treated tumors, which were mostly resistant to the treatment, contained a subset that demonstrated a clear survival benefit. At endpoint, the PAT data from the responding subset showed significantly lower oxygenation and higher hemoglobin content compared with both resistant and control tumors. Longitudinal analysis revealed that tumor oxygenation diverged significantly in the responding subset, identifying early treatment response and the evolution of different vascular phenotypes between the subsets. Responding tumors were characterized by a more angiogenic phenotype when analyzed with IHC, displaying higher vessel density, yet poorer vascular maturity and elevated hypoxia. Taken together, our findings indicate that PAT shows promise in providing an early indication of response or resistance to antiangiogenic therapy. SIGNIFICANCE Photoacoustic assessment of tumor oxygenation is a noninvasive early indicator of response to bevacizumab therapy, clearly distinguishing between control, responding, and resistant tumors within just a few weeks of treatment.
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Affiliation(s)
- Isabel Quiros-Gonzalez
- Department of Physics, University of Cambridge, Cambridge, United Kingdom
- Cancer Research UK Cambridge Institute, University of Cambridge, Li Ka Shing Centre, Cambridge, United Kingdom
| | - Michal R. Tomaszewski
- Department of Physics, University of Cambridge, Cambridge, United Kingdom
- Cancer Research UK Cambridge Institute, University of Cambridge, Li Ka Shing Centre, Cambridge, United Kingdom
| | - Monika A. Golinska
- Department of Physics, University of Cambridge, Cambridge, United Kingdom
- Cancer Research UK Cambridge Institute, University of Cambridge, Li Ka Shing Centre, Cambridge, United Kingdom
| | - Emma Brown
- Department of Physics, University of Cambridge, Cambridge, United Kingdom
- Cancer Research UK Cambridge Institute, University of Cambridge, Li Ka Shing Centre, Cambridge, United Kingdom
| | - Laura Ansel-Bollepalli
- Department of Physics, University of Cambridge, Cambridge, United Kingdom
- Cancer Research UK Cambridge Institute, University of Cambridge, Li Ka Shing Centre, Cambridge, United Kingdom
| | - Lina Hacker
- Department of Physics, University of Cambridge, Cambridge, United Kingdom
- Cancer Research UK Cambridge Institute, University of Cambridge, Li Ka Shing Centre, Cambridge, United Kingdom
| | - Dominique-Laurent Couturier
- Cancer Research UK Cambridge Institute, University of Cambridge, Li Ka Shing Centre, Cambridge, United Kingdom
| | - Rosa M. Sainz
- Cell Morphology and Biology Department, IUOPA and ISPA, Universidad de Oviedo, Oviedo, Spain
| | - Sarah E. Bohndiek
- Department of Physics, University of Cambridge, Cambridge, United Kingdom
- Cancer Research UK Cambridge Institute, University of Cambridge, Li Ka Shing Centre, Cambridge, United Kingdom
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56
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Zhu Q(C. A review of co-registered transvaginal Photoacoustic and ultrasound Imaging for Ovarian Cancer Diagnosis. CURRENT OPINION IN BIOMEDICAL ENGINEERING 2022; 22. [DOI: 10.1016/j.cobme.2022.100381] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
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Lin L, Wang LV. The emerging role of photoacoustic imaging in clinical oncology. Nat Rev Clin Oncol 2022; 19:365-384. [PMID: 35322236 DOI: 10.1038/s41571-022-00615-3] [Citation(s) in RCA: 156] [Impact Index Per Article: 52.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 02/23/2022] [Indexed: 12/13/2022]
Abstract
Clinical oncology can benefit substantially from imaging technologies that reveal physiological characteristics with multiscale observations. Complementing conventional imaging modalities, photoacoustic imaging (PAI) offers rapid imaging (for example, cross-sectional imaging in real time or whole-breast scanning in 10-15 s), scalably high levels of spatial resolution, safe operation and adaptable configurations. Most importantly, this novel imaging modality provides informative optical contrast that reveals details on anatomical, functional, molecular and histological features. In this Review, we describe the current state of development of PAI and the emerging roles of this technology in cancer screening, diagnosis and therapy. We comment on the performance of cutting-edge photoacoustic platforms, and discuss their clinical applications and utility in various clinical studies. Notably, the clinical translation of PAI is accelerating in the areas of macroscopic and mesoscopic imaging for patients with breast or skin cancers, as well as in microscopic imaging for histopathology. We also highlight the potential of future developments in technological capabilities and their clinical implications, which we anticipate will lead to PAI becoming a desirable and widely used imaging modality in oncological research and practice.
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Affiliation(s)
- Li Lin
- Caltech Optical Imaging Laboratory, Andrew and Peggy Cherng Department of Medical Engineering, California Institute of Technology, Pasadena, CA, USA
| | - Lihong V Wang
- Caltech Optical Imaging Laboratory, Andrew and Peggy Cherng Department of Medical Engineering, California Institute of Technology, Pasadena, CA, USA. .,Department of Electrical Engineering, California Institute of Technology, Pasadena, CA, USA.
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Lefebvre TL, Brown E, Hacker L, Else T, Oraiopoulou ME, Tomaszewski MR, Jena R, Bohndiek SE. The Potential of Photoacoustic Imaging in Radiation Oncology. Front Oncol 2022; 12:803777. [PMID: 35311156 PMCID: PMC8928467 DOI: 10.3389/fonc.2022.803777] [Citation(s) in RCA: 16] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/28/2021] [Accepted: 02/07/2022] [Indexed: 12/16/2022] Open
Abstract
Radiotherapy is recognized globally as a mainstay of treatment in most solid tumors and is essential in both curative and palliative settings. Ionizing radiation is frequently combined with surgery, either preoperatively or postoperatively, and with systemic chemotherapy. Recent advances in imaging have enabled precise targeting of solid lesions yet substantial intratumoral heterogeneity means that treatment planning and monitoring remains a clinical challenge as therapy response can take weeks to manifest on conventional imaging and early indications of progression can be misleading. Photoacoustic imaging (PAI) is an emerging modality for molecular imaging of cancer, enabling non-invasive assessment of endogenous tissue chromophores with optical contrast at unprecedented spatio-temporal resolution. Preclinical studies in mouse models have shown that PAI could be used to assess response to radiotherapy and chemoradiotherapy based on changes in the tumor vascular architecture and blood oxygen saturation, which are closely linked to tumor hypoxia. Given the strong relationship between hypoxia and radio-resistance, PAI assessment of the tumor microenvironment has the potential to be applied longitudinally during radiotherapy to detect resistance at much earlier time-points than currently achieved by size measurements and tailor treatments based on tumor oxygen availability and vascular heterogeneity. Here, we review the current state-of-the-art in PAI in the context of radiotherapy research. Based on these studies, we identify promising applications of PAI in radiation oncology and discuss the future potential and outstanding challenges in the development of translational PAI biomarkers of early response to radiotherapy.
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Affiliation(s)
- Thierry L. Lefebvre
- Department of Physics, University of Cambridge, Cambridge, United Kingdom
- Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, United Kingdom
| | - Emma Brown
- Department of Physics, University of Cambridge, Cambridge, United Kingdom
- Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, United Kingdom
| | - Lina Hacker
- Department of Physics, University of Cambridge, Cambridge, United Kingdom
- Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, United Kingdom
| | - Thomas Else
- Department of Physics, University of Cambridge, Cambridge, United Kingdom
- Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, United Kingdom
| | - Mariam-Eleni Oraiopoulou
- Department of Physics, University of Cambridge, Cambridge, United Kingdom
- Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, United Kingdom
| | - Michal R. Tomaszewski
- Department of Cancer Physiology, H. Lee Moffitt Cancer Center and Research Institute, Tampa, FL, United States
| | - Rajesh Jena
- Department of Oncology, University of Cambridge, Cambridge, United Kingdom
| | - Sarah E. Bohndiek
- Department of Physics, University of Cambridge, Cambridge, United Kingdom
- Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, United Kingdom
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59
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New directions for optical breast imaging and sensing: multimodal cancer imaging and lactation research. CURRENT OPINION IN BIOMEDICAL ENGINEERING 2022. [DOI: 10.1016/j.cobme.2022.100380] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
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60
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Jain K, Ahmad J, Rizwanullah M, Suthar T, Albarqi HA, Ahmad MZ, Vuddanda PR, Khan MA. Receptor-Targeted Surface Engineered Nanomaterials for Breast Cancer Imaging and Theranostic Applications. Crit Rev Ther Drug Carrier Syst 2022; 39:1-44. [DOI: 10.1615/critrevtherdrugcarriersyst.2022040686] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022]
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61
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Dantuma M, Kruitwagen SC, Weggemans MJ, Op’t Root TJPM, Manohar S. Suite of 3D test objects for performance assessment of hybrid photoacoustic-ultrasound breast imaging systems. JOURNAL OF BIOMEDICAL OPTICS 2021; 27:JBO-210239SSR. [PMID: 34889084 PMCID: PMC8655513 DOI: 10.1117/1.jbo.27.7.074709] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 07/29/2021] [Accepted: 11/16/2021] [Indexed: 06/13/2023]
Abstract
SIGNIFICANCE During the development and early testing phases of new photoacoustic (PA) breast imaging systems, several choices need to be made in aspects of system design and measurement sequences. Decision-making can be complex for state-of-the-art systems such as 3D hybrid photoacoustic-ultrasound (PA-US) breast imagers intended for multispectral quantitative imaging. These systems have a large set of design choices and system settings that affect imaging performance in different ways and often require trade-offs. Decisions have to be made carefully as they can strongly influence the imaging performance. AIM A systematic approach to assess the influence of various choices on the imaging performance in carefully controlled laboratory situations is crucial before starting with human studies. Test objects and phantoms are used for first imaging studies, but most reported structures have a 2D geometry and are not suitable to assess all the image quality characteristics (IQCs) of 3D hybrid PA-US systems. APPROACH Our work introduces a suite of five test objects designed for hybrid PA-US systems with a 3D detection aperture. We present the test object designs and production protocols and explain how they can be used to study various performance measures. To demonstrate the utility of the developed objects, measurements are made with an existing tomographic PA system. RESULTS Two test objects were developed for measurements of the US detectors' impulse responses and light distribution on the breast surface. Three others were developed to assess image quality and quantitative accuracy of the PA and US modes. Three of the five objects were imaged to demonstrate their use. CONCLUSIONS The developed test objects allow one to study influences of various choices in design and system settings. With this, IQCs can be assessed as a function of measurement sequence settings for the PA and US modes in a controlled way. Systematic studies and measurements using these objects will help to optimize various system settings and measurement protocols in laboratory situations before embarking on human studies.
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Affiliation(s)
- Maura Dantuma
- University of Twente, Multi-Modality Medical Imaging, Technical Medical Centre, Enschede, The Netherlands
| | - Saskia C. Kruitwagen
- University of Twente, Multi-Modality Medical Imaging, Technical Medical Centre, Enschede, The Netherlands
- Medisch Spectrum Twente Hospital, Enschede, The Netherlands
| | - Marlies J. Weggemans
- University of Twente, Multi-Modality Medical Imaging, Technical Medical Centre, Enschede, The Netherlands
| | | | - Srirang Manohar
- University of Twente, Multi-Modality Medical Imaging, Technical Medical Centre, Enschede, The Netherlands
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Mueller EN, Kuriakose M, Ganguly S, Ma K, Inzunza-Ibarra MA, Murray TW, Cha JN, Goodwin AP. Hydrophobically Modified Silica-Coated Gold Nanorods for Generating Nonlinear Photoacoustic Signals. ACS APPLIED NANO MATERIALS 2021; 4:12073-12082. [PMID: 38031593 PMCID: PMC10686269 DOI: 10.1021/acsanm.1c02623] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/01/2023]
Abstract
In this work, we report that gold nanorods coated with hydrophobically-modified mesoporous silica shells not only enhance photoacoustic (PA) signal over unmodified mesoporous silica coated gold nanorods, but that the relationship between PA amplitude and input laser fluence is strongly nonlinear. Mesoporous silica shells of ~14 nm thickness and with ~3 nm pores were grown on gold nanorods showing near infrared absorption. The silica was rendered hydrophobic with addition of dodecyltrichlorosilane, then re-suspended in aqueous media with a lipid monolayer. Analysis of the PA signal revealed not only an enhancement of PA signal compared to mesoporous silica coated gold nanorods at lower laser fluences, but also a nonlinear relationship between PA signal and laser fluence. We attribute each effect to the entrapment of solvent vapor in the mesopores: the vapor has both a larger expansion coefficient and thermal resistance than silica that enhances conversion to acoustic energy, and the hydrophobic porous surface is able to promote phase transition at the surface, leading to a nonlinear PA response even at fluences as low as 5 mJ cm-2. At 21 mJ cm-2, the highest laser fluence tested, the PA enhancement was >12-fold over mesoporous silica coated gold nanorods.
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Affiliation(s)
- Evan N. Mueller
- Department of Chemical and Biological Engineering, University of Colorado, 596 UCB, Boulder, Colorado 80309, United States
| | - Maju Kuriakose
- Department of Mechanical Engineering, University of Colorado, 596 UCB, Boulder, Colorado 80309, United States
| | - Saheli Ganguly
- Department of Chemical and Biological Engineering, University of Colorado, 596 UCB, Boulder, Colorado 80309, United States
| | - Ke Ma
- Department of Chemical and Biological Engineering, University of Colorado, 596 UCB, Boulder, Colorado 80309, United States
| | - Marco A. Inzunza-Ibarra
- Department of Mechanical Engineering, University of Colorado, 596 UCB, Boulder, Colorado 80309, United States
| | - Todd W. Murray
- Department of Mechanical Engineering, University of Colorado, 596 UCB, Boulder, Colorado 80309, United States
| | - Jennifer N. Cha
- Department of Chemical and Biological Engineering, University of Colorado, 596 UCB, Boulder, Colorado 80309, United States
- Materials Science and Engineering Program, University of Colorado, 596 UCB, Boulder, Colorado 80309, United States
| | - Andrew P. Goodwin
- Department of Chemical and Biological Engineering, University of Colorado, 596 UCB, Boulder, Colorado 80309, United States
- Materials Science and Engineering Program, University of Colorado, 596 UCB, Boulder, Colorado 80309, United States
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63
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Zheng E, Zhang H, Goswami S, Kabir IE, Doyley MM, Xia J. Second-Generation Dual Scan Mammoscope With Photoacoustic, Ultrasound, and Elastographic Imaging Capabilities. Front Oncol 2021; 11:779071. [PMID: 34869029 PMCID: PMC8640448 DOI: 10.3389/fonc.2021.779071] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/17/2021] [Accepted: 11/01/2021] [Indexed: 01/22/2023] Open
Abstract
We recently developed the photoacoustic dual-scan mammoscope (DSM), a system that images the patient in standing pose analog to X-ray mammography. The system simultaneously acquires three-dimensional photoacoustic and ultrasound (US) images of the mildly compressed breast. Here, we describe a second-generation DSM (DSM-2) system that offers a larger field of view, better system stability, higher ultrasound imaging quality, and the ability to quantify tissue mechanical properties. In the new system, we doubled the field of view through laterally shifted round-trip scanning. This new design allows coverage of the entire breast tissue. We also adapted precisely machined holders for the transducer-fiber bundle sets. The new holder increased the mechanical stability and facilitated image registration from the top and bottom scanners. The quality of the US image is improved by increasing the firing voltage and the number of firing angles. Finally, we incorporated quasi-static ultrasound elastography to allow comprehensive characterization of breast tissue. The performance of the new system was demonstrated through in vivo human imaging experiments. The experimental results confirmed the capability of the DSM-2 system as a powerful tool for breast imaging.
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Affiliation(s)
- Emily Zheng
- Department of Biomedical Engineering, University at Buffalo, The State University of New York, Buffalo, NY, United States
| | - Huijuan Zhang
- Department of Biomedical Engineering, University at Buffalo, The State University of New York, Buffalo, NY, United States
| | - Soumya Goswami
- Department of Electrical and Computer Engineering, Rochester Center for Biomedical Ultrasound, University of Rochester, Rochester, NY, United States
| | - Irteza Enan Kabir
- Department of Electrical and Computer Engineering, Rochester Center for Biomedical Ultrasound, University of Rochester, Rochester, NY, United States
| | - Marvin M. Doyley
- Department of Electrical and Computer Engineering, Rochester Center for Biomedical Ultrasound, University of Rochester, Rochester, NY, United States
| | - Jun Xia
- Department of Biomedical Engineering, University at Buffalo, The State University of New York, Buffalo, NY, United States
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Multi-Aspect Optoacoustic Imaging of Breast Tumors under Chemotherapy with Exogenous and Endogenous Contrasts: Focus on Apoptosis and Hypoxia. Biomedicines 2021; 9:biomedicines9111696. [PMID: 34829925 PMCID: PMC8615838 DOI: 10.3390/biomedicines9111696] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2021] [Revised: 10/29/2021] [Accepted: 11/08/2021] [Indexed: 12/01/2022] Open
Abstract
Breast cancer is a complex tumor type involving many biological processes. Most chemotherapeutic agents exert their antitumoral effects by rapid induction of apoptosis. Another main feature of breast cancer is hypoxia, which may drive malignant progression and confer resistance to various forms of therapy. Thus, multi-aspect imaging of both tumor apoptosis and oxygenation in vivo would be of enormous value for the effective evaluation of therapy response. Herein, we demonstrate the capability of a hybrid imaging modality known as multispectral optoacoustic tomography (MSOT) to provide high-resolution, simultaneous imaging of tumor apoptosis and oxygenation, based on both the exogenous contrast of an apoptosis-targeting dye and the endogenous contrast of hemoglobin. MSOT imaging was applied on mice bearing orthotopic 4T1 breast tumors before and following treatment with doxorubicin. Apoptosis was monitored over time by imaging the distribution of xPLORE-APOFL750©, a highly sensitive poly-caspase binding apoptotic probe, within the tumors. Oxygenation was monitored by tracking the distribution of oxy- and deoxygenated hemoglobin within the same tumor areas. Doxorubicin treatment induced an increase in apoptosis-depending optoacoustic signal of xPLORE-APOFL750© at 24 h after treatment. Furthermore, our results showed spatial correspondence between xPLORE-APO750© and deoxygenated hemoglobin. In vivo apoptotic status of the tumor tissue was independently verified by ex vivo fluorescence analysis. Overall, our results provide a rationale for the use of MSOT as an effective tool for simultaneously investigating various aspects of tumor pathophysiology and potential effects of therapeutic regimes based on both endogenous and exogenous molecular contrasts.
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Palma-Chavez J, Pfefer TJ, Agrawal A, Jokerst JV, Vogt WC. Review of consensus test methods in medical imaging and current practices in photoacoustic image quality assessment. JOURNAL OF BIOMEDICAL OPTICS 2021; 26:JBO-210176VSSR. [PMID: 34510850 PMCID: PMC8434148 DOI: 10.1117/1.jbo.26.9.090901] [Citation(s) in RCA: 18] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/01/2021] [Accepted: 08/17/2021] [Indexed: 05/06/2023]
Abstract
SIGNIFICANCE Photoacoustic imaging (PAI) is a powerful emerging technology with broad clinical applications, but consensus test methods are needed to standardize performance evaluation and accelerate translation. AIM To review consensus image quality test methods for mature imaging modalities [ultrasound, magnetic resonance imaging (MRI), x-ray CT, and x-ray mammography], identify best practices in phantom design and testing procedures, and compare against current practices in PAI phantom testing. APPROACH We reviewed scientific papers, international standards, clinical accreditation guidelines, and professional society recommendations describing medical image quality test methods. Observations are organized by image quality characteristics (IQCs), including spatial resolution, geometric accuracy, imaging depth, uniformity, sensitivity, low-contrast detectability, and artifacts. RESULTS Consensus documents typically prescribed phantom geometry and material property requirements, as well as specific data acquisition and analysis protocols to optimize test consistency and reproducibility. While these documents considered a wide array of IQCs, reported PAI phantom testing focused heavily on in-plane resolution, depth of visualization, and sensitivity. Understudied IQCs that merit further consideration include out-of-plane resolution, geometric accuracy, uniformity, low-contrast detectability, and co-registration accuracy. CONCLUSIONS Available medical image quality standards provide a blueprint for establishing consensus best practices for photoacoustic image quality assessment and thus hastening PAI technology advancement, translation, and clinical adoption.
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Affiliation(s)
- Jorge Palma-Chavez
- University of California San Diego, Department of NanoEngineering, La Jolla, California, United States
| | - T. Joshua Pfefer
- Center for Devices and Radiological Health, U.S. Food and Drug Administration, Silver Spring, Maryland, United States
| | - Anant Agrawal
- Center for Devices and Radiological Health, U.S. Food and Drug Administration, Silver Spring, Maryland, United States
| | - Jesse V. Jokerst
- University of California San Diego, Department of NanoEngineering, La Jolla, California, United States
- University of California San Diego, Department of Radiology, La Jolla, California, United States
- University of California San Diego, Materials Science and Engineering Program, La Jolla, California, United States
| | - William C. Vogt
- Center for Devices and Radiological Health, U.S. Food and Drug Administration, Silver Spring, Maryland, United States
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Badawy SM, Mohamed AENA, Hefnawy AA, Zidan HE, GadAllah MT, El-Banby GM. Classification of Breast Ultrasound Images Based on Convolutional Neural Networks - A Comparative Study. 2021 INTERNATIONAL TELECOMMUNICATIONS CONFERENCE (ITC-EGYPT) 2021. [DOI: 10.1109/itc-egypt52936.2021.9513972] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 09/02/2023]
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Hariri A, Palma-Chavez J, Wear KA, Pfefer TJ, Jokerst JV, Vogt WC. Polyacrylamide hydrogel phantoms for performance evaluation of multispectral photoacoustic imaging systems. PHOTOACOUSTICS 2021; 22:100245. [PMID: 33747787 PMCID: PMC7972966 DOI: 10.1016/j.pacs.2021.100245] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/05/2020] [Revised: 12/09/2020] [Accepted: 02/12/2021] [Indexed: 05/21/2023]
Abstract
As photoacoustic imaging (PAI) begins to mature and undergo clinical translation, there is a need for well-validated, standardized performance test methods to support device development, quality control, and regulatory evaluation. Despite recent progress, current PAI phantoms may not adequately replicate tissue light and sound transport over the full range of optical wavelengths and acoustic frequencies employed by reported PAI devices. Here we introduce polyacrylamide (PAA) hydrogel as a candidate material for fabricating stable phantoms with well-characterized optical and acoustic properties that are biologically relevant over a broad range of system design parameters. We evaluated suitability of PAA phantoms for conducting image quality assessment of three PAI systems with substantially different operating parameters including two commercial systems and a custom system. Imaging results indicated that appropriately tuned PAA phantoms are useful tools for assessing and comparing PAI system image quality. These phantoms may also facilitate future standardization of performance test methodology.
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Affiliation(s)
- Ali Hariri
- Department of NanoEngineering, University of California San Diego, La Jolla, CA 92093, USA
| | - Jorge Palma-Chavez
- Department of NanoEngineering, University of California San Diego, La Jolla, CA 92093, USA
| | - Keith A Wear
- Center for Devices and Radiological Health, U.S. Food and Drug Administration, Silver Spring, MD 20993, USA
| | - T Joshua Pfefer
- Center for Devices and Radiological Health, U.S. Food and Drug Administration, Silver Spring, MD 20993, USA
| | - Jesse V Jokerst
- Department of NanoEngineering, University of California San Diego, La Jolla, CA 92093, USA
- Department of Radiology, University of California San Diego, La Jolla, CA 92093, USA
- Materials Science and Engineering Program, University of California San Diego, La Jolla, CA 92093, USA
| | - William C Vogt
- Center for Devices and Radiological Health, U.S. Food and Drug Administration, Silver Spring, MD 20993, USA
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Joseph J, Ajith Singh MK, Sato N, Bohndiek SE. Technical validation studies of a dual-wavelength LED-based photoacoustic and ultrasound imaging system. PHOTOACOUSTICS 2021; 22:100267. [PMID: 33948434 PMCID: PMC8080074 DOI: 10.1016/j.pacs.2021.100267] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/02/2020] [Revised: 03/01/2021] [Accepted: 04/06/2021] [Indexed: 05/12/2023]
Abstract
Recent advances in high power, pulsed, light emitting diodes (LEDs) have shown potential as fast, robust and relatively inexpensive excitation sources for photoacoustic imaging (PAI), yet systematic characterization of performance for biomedical imaging is still lacking. We report here technical and biological validation studies of a commercial dual-wavelength LED-based PAI and ultrasound system. Phantoms and small animals were used to assess temporal precision. In phantom studies, we found high temporal stability of the LED-based PAI system, with no significant drift in performance observed during 6 h of operation or over 30 days of repeated measurements. In vivo dual-wavelength imaging was able to map the dynamics of changes in blood oxygenation during oxygen-enhanced imaging and reveal the kinetics of indocyanine green contrast agent inflow after intravenous administration (Tmax∼6 min). Taken together, these studies indicate that LED-based excitation could be promising for future application in functional and molecular PAI.
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Affiliation(s)
- James Joseph
- Department of Physics, University of Cambridge, JJ Thomson Avenue, Cambridge, CB3 0HE, UK
- Cancer Research UK Cambridge Institute, University of Cambridge, Robinson Way, Cambridge, CB2 0RE, UK
- Now at School of Science and Engineering, Fulton Building, University of Dundee, DD1 4HN, UK
| | | | - Naoto Sato
- Research and Development Division, CYBERDYNE INC, Tsukuba, 305-0818, Japan
| | - Sarah E. Bohndiek
- Department of Physics, University of Cambridge, JJ Thomson Avenue, Cambridge, CB3 0HE, UK
- Cancer Research UK Cambridge Institute, University of Cambridge, Robinson Way, Cambridge, CB2 0RE, UK
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Badawy SM, Mohamed AENA, Hefnawy AA, Zidan HE, GadAllah MT, El-Banby GM. Automatic semantic segmentation of breast tumors in ultrasound images based on combining fuzzy logic and deep learning-A feasibility study. PLoS One 2021; 16:e0251899. [PMID: 34014987 PMCID: PMC8136850 DOI: 10.1371/journal.pone.0251899] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/26/2021] [Accepted: 05/05/2021] [Indexed: 11/29/2022] Open
Abstract
Computer aided diagnosis (CAD) of biomedical images assists physicians for a fast facilitated tissue characterization. A scheme based on combining fuzzy logic (FL) and deep learning (DL) for automatic semantic segmentation (SS) of tumors in breast ultrasound (BUS) images is proposed. The proposed scheme consists of two steps: the first is a FL based preprocessing, and the second is a Convolutional neural network (CNN) based SS. Eight well-known CNN based SS models have been utilized in the study. Studying the scheme was by a dataset of 400 cancerous BUS images and their corresponding 400 ground truth images. SS process has been applied in two modes: batch and one by one image processing. Three quantitative performance evaluation metrics have been utilized: global accuracy (GA), mean Jaccard Index (mean intersection over union (IoU)), and mean BF (Boundary F1) Score. In the batch processing mode: quantitative metrics’ average results over the eight utilized CNNs based SS models over the 400 cancerous BUS images were: 95.45% GA instead of 86.08% without applying fuzzy preprocessing step, 78.70% mean IoU instead of 49.61%, and 68.08% mean BF score instead of 42.63%. Moreover, the resulted segmented images could show tumors’ regions more accurate than with only CNN based SS. While, in one by one image processing mode: there has been no enhancement neither qualitatively nor quantitatively. So, only when a batch processing is needed, utilizing the proposed scheme may be helpful in enhancing automatic ss of tumors in BUS images. Otherwise applying the proposed approach on a one-by-one image mode will disrupt segmentation’s efficiency. The proposed batch processing scheme may be generalized for an enhanced CNN based SS of a targeted region of interest (ROI) in any batch of digital images. A modified small dataset is available: https://www.kaggle.com/mohammedtgadallah/mt-small-dataset (S1 Data).
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Affiliation(s)
- Samir M. Badawy
- Industrial Electronics and Control Engineering Department, Faculty of Electronic Engineering, Menoufia University, Menoufia, Egypt
| | - Abd El-Naser A. Mohamed
- Electronics and Electrical Communications Engineering Department, Faculty of Electronic Engineering, Menoufia University, Menoufia, Egypt
| | - Alaa A. Hefnawy
- Computers and Systems Department, Electronics Research Institute (ERI), Cairo, Egypt
| | - Hassan E. Zidan
- Computers and Systems Department, Electronics Research Institute (ERI), Cairo, Egypt
| | - Mohammed T. GadAllah
- Computers and Systems Department, Electronics Research Institute (ERI), Cairo, Egypt
- * E-mail: , ,
| | - Ghada M. El-Banby
- Industrial Electronics and Control Engineering Department, Faculty of Electronic Engineering, Menoufia University, Menoufia, Egypt
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Awasthi N, Kumar Kalva S, Pramanik M, Yalavarthy PK. Dimensionality reduced plug and play priors for improving photoacoustic tomographic imaging with limited noisy data. BIOMEDICAL OPTICS EXPRESS 2021; 12:1320-1338. [PMID: 33796356 PMCID: PMC7984800 DOI: 10.1364/boe.415182] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/17/2020] [Revised: 01/23/2021] [Accepted: 01/23/2021] [Indexed: 05/03/2023]
Abstract
The reconstruction methods for solving the ill-posed inverse problem of photoacoustic tomography with limited noisy data are iterative in nature to provide accurate solutions. These methods performance is highly affected by the noise level in the photoacoustic data. A singular value decomposition (SVD) based plug and play priors method for solving photoacoustic inverse problem was proposed in this work to provide robustness to noise in the data. The method was shown to be superior as compared to total variation regularization, basis pursuit deconvolution and Lanczos Tikhonov based regularization and provided improved performance in case of noisy data. The numerical and experimental cases show that the improvement can be as high as 8.1 dB in signal to noise ratio of the reconstructed image and 67.98% in root mean square error in comparison to the state of the art methods.
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Affiliation(s)
- Navchetan Awasthi
- Department of Computational and Data Sciences, Indian Institute of Science, Bangalore 560012, India
| | - Sandeep Kumar Kalva
- School of Chemical and Biomedical Engineering, Nanyang Technological University, 637459, Singapore
| | - Manojit Pramanik
- School of Chemical and Biomedical Engineering, Nanyang Technological University, 637459, Singapore
| | - Phaneendra K. Yalavarthy
- Department of Computational and Data Sciences, Indian Institute of Science, Bangalore 560012, India
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Schoustra SM, op 't Root TJ, Pompe van Meerdervoort RP, Alink L, Steenbergen W, Manohar S. Pendant breast immobilization and positioning in photoacoustic tomographic imaging. PHOTOACOUSTICS 2021; 21:100238. [PMID: 33473348 PMCID: PMC7803656 DOI: 10.1016/j.pacs.2020.100238] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/07/2020] [Revised: 11/17/2020] [Accepted: 12/22/2020] [Indexed: 05/08/2023]
Abstract
This work describes the design, development and added value of breast-supporting cups to immobilize and position the pendant breast in photoacoustic tomographic imaging. We explain the considerations behind the choice of the material, the shape and sizes of a cup-shaped construct for supporting the breast in water in an imaging tank during full-breast imaging. We provide details of the fabrication, and other processing and testing procedures used. Various experiments were conducted to demonstrate the added value of using these cups. We show that breast movement during a measurement time of four minutes is reduced from maximum 2 mm to 0.1 mm by the use of cups. Further, the presence of the cup, centered in the aperture leading to the imaging tank, ensures that the breast can be reproducibly positioned at the center of the field-of-view of the detection aperture in the tank. Finally, since an accurate delineation of the water-tissue boundary can now be made, the use of the cup enables accurate application of a two-speed of sound model for reconstruction. All in all, we demonstrate that the use of cups to support the breast provides clear enhancement in contrast and resolution of breast images in photoacoustic imaging.
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Affiliation(s)
- Sjoukje M. Schoustra
- Multi-Modality Medical Imaging Group, Technical Medical Centre, University of Twente, P.O. Box 217, 7500 AE, Enschede, the Netherlands
- Biomedical Photonic Imaging Group, Technical Medical Centre, University of Twente, P.O. Box 217, 7500 AE, Enschede, the Netherlands
- Corresponding author at: Multi-Modality Medical Imaging Group, Technical Medical Centre, University of Twente, P.O. Box 217, 7500 AE, Enschede, the Netherlands.
| | - Tim J.P.M. op 't Root
- PA Imaging R&D B.V., De Veldmaat 17, Bldg. 46/HTF-SEPA HI.222-224, 7522 NM, Enschede, the Netherlands
| | | | - Laurens Alink
- PA Imaging R&D B.V., De Veldmaat 17, Bldg. 46/HTF-SEPA HI.222-224, 7522 NM, Enschede, the Netherlands
| | - Wiendelt Steenbergen
- Biomedical Photonic Imaging Group, Technical Medical Centre, University of Twente, P.O. Box 217, 7500 AE, Enschede, the Netherlands
| | - Srirang Manohar
- Multi-Modality Medical Imaging Group, Technical Medical Centre, University of Twente, P.O. Box 217, 7500 AE, Enschede, the Netherlands
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Bao Y, Deng H, Wang X, Zuo H, Ma C. Development of a digital breast phantom for photoacoustic computed tomography. BIOMEDICAL OPTICS EXPRESS 2021; 12:1391-1406. [PMID: 33796361 PMCID: PMC7984796 DOI: 10.1364/boe.416406] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/01/2020] [Revised: 01/16/2021] [Accepted: 01/26/2021] [Indexed: 05/18/2023]
Abstract
Photoacoustic (PA) imaging provides morphological and functional information about angiogenesis and thus is potentially suitable for breast cancer diagnosis. However, the development of PA breast imaging has been hindered by inadequate patients and a lack of ground truth images. Here, we report a digital breast phantom with realistic acoustic and optical properties, with which a digital PA-ultrasound imaging pipeline is developed to create a diverse pool of virtual patients with three types of masses: ductal carcinoma in situ, invasive breast cancer, and fibroadenoma. The experimental results demonstrate that our model is realistic, flexible, and can be potentially useful for accelerating the development of PA breast imaging technology.
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Affiliation(s)
- Youwei Bao
- The Department of Electronic Engineering, Tsinghua University, Beijing, 100084, China
| | - Handi Deng
- The Department of Electronic Engineering, Tsinghua University, Beijing, 100084, China
| | - Xuanhao Wang
- The Department of Electronic Engineering, Tsinghua University, Beijing, 100084, China
| | - Hongzhi Zuo
- The Department of Electronic Engineering, Tsinghua University, Beijing, 100084, China
| | - Cheng Ma
- The Department of Electronic Engineering, Tsinghua University, Beijing, 100084, China
- Beijing Innovation Center for Future Chip, Beijing, 100084, China
- Corresponding author:
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73
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Dantuma M, Kruitwagen S, Ortega-Julia J, Pompe van Meerdervoort RP, Manohar S. Tunable blood oxygenation in the vascular anatomy of a semi-anthropomorphic photoacoustic breast phantom. JOURNAL OF BIOMEDICAL OPTICS 2021; 26:JBO-200370RR. [PMID: 33728828 PMCID: PMC7961914 DOI: 10.1117/1.jbo.26.3.036003] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/25/2020] [Accepted: 02/19/2021] [Indexed: 05/21/2023]
Abstract
SIGNIFICANCE Recovering accurate oxygenation estimations in the breast with quantitative photoacoustic tomography (QPAT) is not straightforward. Accurate light fluence models are required, but the unknown ground truth of the breast makes it difficult to validate them. Phantoms are often used for the validation, but most reported phantoms have a simple architecture. Fluence models developed in these simplistic objects are not accurate for application on the complex tissues of the breast. AIM We present a sophisticated breast phantom platform for photoacoustic (PA) and ultrasound (US) imaging in general, and specifically for QPAT. The breast phantom is semi-anthropomorphic in distribution of optical and acoustic properties and contains wall-less channels with blood. APPROACH 3D printing approaches are used to develop the solid 3D breast phantom from custom polyvinyl chloride plastisol formulations and additives for replicating the tissue optical and acoustic properties. A flow circuit was developed to flush the channels with bovine blood with a controlled oxygen saturation level. To showcase the phantom's functionality, PA measurements were performed on the phantom with two oxygenation levels. Image reconstructions with and without fluence compensation from Monte Carlo simulations were analyzed for the accuracy of oxygen saturation estimations. RESULTS We present design aspects of the phantom, demonstrate how it is developed, and present its breast-like appearance in PA and US imaging. The oxygen saturations were estimated in two regions of interest with and without using the fluence models. The fluence compensation positively influenced the SO2 estimations in all cases and confirmed that highly accurate fluence models are required to minimize estimation errors. CONCLUSIONS This phantom allows studies to be performed in PA in carefully controlled laboratory settings to validate approaches to recover both qualitative and quantitative features sought after in in-vivo studies. We believe that testing with phantoms of this complexity can streamline the transition of new PA technologies from the laboratory to studies in the clinic.
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Affiliation(s)
- Maura Dantuma
- University of Twente, Multi-Modality Medical Imaging, Techmed Centre, Enschede, The Netherlands
- Address all correspondence to Maura Dantuma,
| | - Saskia Kruitwagen
- University of Twente, Multi-Modality Medical Imaging, Techmed Centre, Enschede, The Netherlands
- Medisch Spectrum Twente, Enschede, The Netherlands
| | - Javier Ortega-Julia
- University of Twente, Multi-Modality Medical Imaging, Techmed Centre, Enschede, The Netherlands
| | | | - Srirang Manohar
- University of Twente, Multi-Modality Medical Imaging, Techmed Centre, Enschede, The Netherlands
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Chandramoorthi S, Thittai AK. Extending Imaging Depth in PLD-Based Photoacoustic Imaging: Moving Beyond Averaging. IEEE TRANSACTIONS ON ULTRASONICS, FERROELECTRICS, AND FREQUENCY CONTROL 2021; 68:549-557. [PMID: 32784132 DOI: 10.1109/tuffc.2020.3015130] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/11/2023]
Abstract
Pulsed laser diodes (PLDs) promise to be an attractive alternative to solid-state laser sources in photoacoustic tomography (PAT) due to their portability, high-pulse repetition frequency (PRF), and cost effectiveness. However, due to their lower energy per pulse, which, in turn, results in lower fluence required per photoacoustic signal generation, PLD-based photoacoustic systems generally have maximum imaging depth that is lower in comparison to solid-state lasers. Averaging of multiple frames is usually employed as a common practice in high PRF PLD systems to improve the signal-to-noise ratio of the PAT images. In this work, we demonstrate that by combining the recently described approach of subpitch translation on the receive-side ultrasound transducer alongside averaging of multiple frames, it is feasible to increase the depth sensitivity in a PLD-based PAT imaging system. Here, experiments on phantom containing diluted India ink targets were performed at two different laser energy level settings, that is, 21 and [Formula: see text]. Results obtained showed that the imaging depth improves by ~38.5% from 9.1 to 12.6 mm for 21- [Formula: see text] energy level setting and by ~33.3% from 10.8 to 14.4 mm for 27- [Formula: see text] energy level setting by using λ /4-pitch translation and average of 128 frames in comparison to λ -pitch data acquired with the average of 128 frames. However, the achievable frame rate is reduced by a factor of 2 and 4 for λ /2 and λ /4 subpitch translation, respectively.
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Daoudi K, Kersten BE, van den Ende CHM, van den Hoogen FHJ, Vonk MC, de Korte CL. Photoacoustic and high-frequency ultrasound imaging of systemic sclerosis patients. Arthritis Res Ther 2021; 23:22. [PMID: 33436082 PMCID: PMC7802269 DOI: 10.1186/s13075-020-02400-y] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/14/2020] [Accepted: 12/14/2020] [Indexed: 12/30/2022] Open
Abstract
Introduction Systemic sclerosis starts with an early phase characterized by Raynaud’s phenomenon, puffy fingers/hands, autoantibodies, and a scleroderma nailfold microscopic pattern. Alterations in the nailfold microscopic pattern are not evident in all early SSc patients. Photoacoustics (PA) and high-frequency ultrasound (HFUS) could fulfill this need. The former can measure oxygen saturation while the latter can measure skin thickening. We hypothesize that photoacoustics and high-frequency ultrasound can distinguish (early) SSc patients from individuals with primary Raynaud’s phenomenon (PRP) by measuring oxygenation of the fingertip and skin thickening. Methods We compared measurements of oxygenation and skin thickness of the third finger between (early) SSc patients and PRP individuals and healthy controls. The spearman rank correlation was used to analyze an association between capillary density and oxygen saturation of the fingers. Results Thirty-one adult subjects participated in this study: twelve patients with SSc, 5 patients with early SSc, 5 volunteers with PR, and 9 healthy controls. We found a significant difference in oxygen saturation between (early) SSc patients (80.8% ± 8.1 and 77.9% ± 10.5) and individuals with PRP (93.9% ± 1.1). Measurements of skin thickening showed a significant difference in (early) SSc patients compared to individuals with PRP (0.48 ± 0.06 mm and 0.51 ± 0.16 mm vs. 0.27 ± 0.01 mm). There was no significant difference between healthy and PRP individuals in oxygenation or skin thickening. Conclusion Photoacoustic and high-frequency ultrasound could help to distinguish between (early) SSc, PRP, and healthy individuals in both oxygenation and skin thickening.
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Affiliation(s)
- Khalid Daoudi
- Medical UltraSound Imaging Center (MUSIC), Department of Radiology and Nuclear Medicine, Sint Maartenskliniek Post 766, PO box 9101, 6500 HB, Nijmegen, The Netherlands
| | - Brigit E Kersten
- Department of Rheumatic Diseaes Radboud University Medical Center, Sint Maartenskliniek Post 766, PO box 9101, 6500 HB, Nijmegen, The Netherlands.
| | - Cornelia H M van den Ende
- Medical UltraSound Imaging Center (MUSIC), Department of Radiology and Nuclear Medicine, Sint Maartenskliniek Post 766, PO box 9101, 6500 HB, Nijmegen, The Netherlands.,Department of Rheumatollogy, Sint Maartenskliniek Post 766, PO box 9101, 6500 HB, Nijmegen, The Netherlands
| | - Frank H J van den Hoogen
- Medical UltraSound Imaging Center (MUSIC), Department of Radiology and Nuclear Medicine, Sint Maartenskliniek Post 766, PO box 9101, 6500 HB, Nijmegen, The Netherlands.,Department of Rheumatollogy, Sint Maartenskliniek Post 766, PO box 9101, 6500 HB, Nijmegen, The Netherlands
| | - Madelon C Vonk
- Medical UltraSound Imaging Center (MUSIC), Department of Radiology and Nuclear Medicine, Sint Maartenskliniek Post 766, PO box 9101, 6500 HB, Nijmegen, The Netherlands.
| | - Chris L de Korte
- Department of Rheumatic Diseaes Radboud University Medical Center, Sint Maartenskliniek Post 766, PO box 9101, 6500 HB, Nijmegen, The Netherlands
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76
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Balasundaram G, Krafft C, Zhang R, Dev K, Bi R, Moothanchery M, Popp J, Olivo M. Biophotonic technologies for assessment of breast tumor surgical margins-A review. JOURNAL OF BIOPHOTONICS 2021; 14:e202000280. [PMID: 32951321 DOI: 10.1002/jbio.202000280] [Citation(s) in RCA: 19] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/12/2020] [Revised: 09/15/2020] [Accepted: 09/18/2020] [Indexed: 06/11/2023]
Abstract
Breast conserving surgery (BCS) offering similar surgical outcomes as mastectomy while retaining breast cosmesis is becoming increasingly popular for the management of early stage breast cancers. However, its association with reoperation rates of 20% to 40% following incomplete tumor removal warrants the need for a fast and accurate intraoperative surgical margin assessment tool that offers cellular, structural and molecular information of the whole specimen surface to a clinically relevant depth. Biophotonic technologies are evolving to qualify as such an intraoperative tool for clinical assessment of breast cancer surgical margins at the microscopic and macroscopic scale. Herein, we review the current research in the application of biophotonic technologies such as photoacoustic imaging, Raman spectroscopy, multimodal multiphoton imaging, diffuse optical imaging and fluorescence imaging using medically approved dyes for breast cancer detection and/or tumor subtype differentiation toward intraoperative assessment of surgical margins in BCS specimens, and possible challenges in their route to clinical translation.
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Affiliation(s)
- Ghayathri Balasundaram
- Singapore Bioimaging Consortium, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore
| | | | - Ruochong Zhang
- Singapore Bioimaging Consortium, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore
| | - Kapil Dev
- Singapore Bioimaging Consortium, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore
| | - Renzhe Bi
- Singapore Bioimaging Consortium, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore
| | - Mohesh Moothanchery
- Singapore Bioimaging Consortium, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore
| | - Jürgen Popp
- Leibniz Institute of Photonic Technology, Jena, Germany
- Institute of Physical Chemistry and Abbe Center of Photonics, University Jena, Jena, Germany
| | - Malini Olivo
- Singapore Bioimaging Consortium, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore
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77
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Lafci B, Merčep E, Herraiz JL, Deán-Ben XL, Razansky D. Noninvasive multiparametric characterization of mammary tumors with transmission-reflection optoacoustic ultrasound. Neoplasia 2020. [DOI: https://doi.org/10.1016/j.neo.2020.10.008] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
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78
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Zhou J, Jokerst JV. Photoacoustic imaging with fiber optic technology: A review. PHOTOACOUSTICS 2020; 20:100211. [PMID: 33163358 PMCID: PMC7606844 DOI: 10.1016/j.pacs.2020.100211] [Citation(s) in RCA: 47] [Impact Index Per Article: 9.4] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/28/2020] [Revised: 09/05/2020] [Accepted: 09/19/2020] [Indexed: 05/03/2023]
Abstract
Photoacoustic imaging (PAI) has achieved remarkable growth in the past few decades since it takes advantage of both optical and ultrasound (US) imaging. In order to better promote the wide clinical applications of PAI, many miniaturized and portable PAI systems have recently been proposed. Most of these systems utilize fiber optic technologies. Here, we overview the fiber optic technologies used in PAI. This paper discusses three different fiber optic technologies: fiber optic light transmission, fiber optic US transmission, and fiber optic US detection. These fiber optic technologies are analyzed in different PAI modalities including photoacoustic microscopy (PAM), photoacoustic computed tomography (PACT), and minimally invasive photoacoustic imaging (MIPAI).
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Affiliation(s)
- Jingcheng Zhou
- Department of NanoEngineering, University of California, San Diego, 9500 Gilman Drive, La Jolla, CA 92092, USA
| | - Jesse V. Jokerst
- Department of NanoEngineering, University of California, San Diego, 9500 Gilman Drive, La Jolla, CA 92092, USA
- Materials Science and Engineering Program, University of California, San Diego, 9500 Gilman Drive, La Jolla, CA 92092, USA
- Department of Radiology, University of California, San Diego, 9500 Gilman Drive, La Jolla, CA 92092, USA
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79
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Lafci B, Merčep E, Herraiz JL, Deán-Ben XL, Razansky D. Noninvasive multiparametric charac-terization of mammary tumors with transmission-reflection optoacoustic ultrasound. Neoplasia 2020; 22:770-777. [PMID: 33142241 PMCID: PMC7644559 DOI: 10.1016/j.neo.2020.10.008] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/20/2020] [Revised: 10/09/2020] [Accepted: 10/12/2020] [Indexed: 02/07/2023]
Abstract
Development of imaging methods capable of furnishing tumor-specific morphological, functional, and molecular information is paramount for early diagnosis, staging, and treatment of breast cancer. Ultrasound (US) and optoacoustic (OA) imaging methods exhibit excellent traits for tumor imaging in terms of fast imaging speed, ease of use, excellent contrast, and lack of ionizing radiation. Here, we demonstrate simultaneous tomographic whole body imaging of optical absorption, US reflectivity, and speed of sound (SoS) in living mice. In vivo studies of 4T1 breast cancer xenografts models revealed synergistic and complementary value of the hybrid imaging approach for characterizing mammary tumors. While neovasculature surrounding the tumor areas were observed based on the vascular anatomy contrast provided by the OA data, the tumor boundaries could be discerned by segmenting hypoechoic structures in pulse-echo US images. Tumor delineation was further facilitated by enhancing the contrast and spatial resolution of the SoS maps with a full-wave inversion method. The malignant lesions could thus be distinguished from other hypoechoic regions based on the average SoS values. The reported findings corroborate the strong potential of the hybrid imaging approach for advancing cancer research in small animal models and fostering development of new clinical diagnostic approaches.
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Affiliation(s)
- Berkan Lafci
- Institute for Biomedical Engineering and Institute of Pharmacology and Toxicology, University of Zurich and ETH Zurich, Zurich, Switzerland
| | - Elena Merčep
- Institute for Biological and Medical Imaging, Technical University of Munich and Helmholtz Center Munich, Neuherberg, Germany; iThera Medical GmbH, Munich, Germany
| | - Joaquin L Herraiz
- Nuclear Physics Group and IPARCOS, Complutense University of Madrid, Madrid, Spain; Health Research Institute of Hospital Clínico San Carlos (IdISSC), Madrid, Spain
| | - Xosé Luís Deán-Ben
- Institute for Biomedical Engineering and Institute of Pharmacology and Toxicology, University of Zurich and ETH Zurich, Zurich, Switzerland
| | - Daniel Razansky
- Institute for Biomedical Engineering and Institute of Pharmacology and Toxicology, University of Zurich and ETH Zurich, Zurich, Switzerland; Institute for Biological and Medical Imaging, Technical University of Munich and Helmholtz Center Munich, Neuherberg, Germany.
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80
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Hysi E, Fadhel MN, Wang Y, Sebastian JA, Giles A, Czarnota GJ, Exner AA, Kolios MC. Photoacoustic imaging biomarkers for monitoring biophysical changes during nanobubble-mediated radiation treatment. PHOTOACOUSTICS 2020; 20:100201. [PMID: 32775198 PMCID: PMC7393572 DOI: 10.1016/j.pacs.2020.100201] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/03/2020] [Revised: 06/24/2020] [Accepted: 07/22/2020] [Indexed: 05/04/2023]
Abstract
The development of novel anticancer therapies warrants the parallel development of biomarkers that can quantify their effectiveness. Photoacoustic imaging has the potential to measure changes in tumor vasculature during treatment. Establishing the accuracy of imaging biomarkers requires direct comparisons with gold histological standards. In this work, we explore whether a new class of submicron, vascular disrupting, ultrasonically stimulated nanobubbles enhance radiation therapy. In vivo experiments were conducted on mice bearing prostate cancer tumors. Combined nanobubble plus radiation treatments were compared against conventional microbubbles and radiation alone (single 8 Gy fraction). Acoustic resolution photoacoustic imaging was used to monitor the effects of the treatments 2- and 24-hs post-administration. Histological examination provided metrics of tumor vascularity and tumoral cell death, both of which were compared to photoacoustic-derived biomarkers. Photoacoustic metrics of oxygen saturation reveal a 20 % decrease in oxygenation within 24 h post-treatment. The spectral slope metric could separate the response of the nanobubble treatments from the microbubble counterparts. This study shows that histopathological assessment correlated well with photoacoustic biomarkers of treatment response.
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Affiliation(s)
- Eno Hysi
- Department of Physics, Ryerson University, Toronto, Canada
- Insitute for Biomedical Engineering, Science and Technology, St. Michael’s Hospital, Toronto, Canada
| | - Muhannad N. Fadhel
- Department of Physics, Ryerson University, Toronto, Canada
- Insitute for Biomedical Engineering, Science and Technology, St. Michael’s Hospital, Toronto, Canada
| | - Yanjie Wang
- Department of Physics, Ryerson University, Toronto, Canada
- Insitute for Biomedical Engineering, Science and Technology, St. Michael’s Hospital, Toronto, Canada
| | - Joseph A. Sebastian
- Department of Physics, Ryerson University, Toronto, Canada
- Insitute for Biomedical Engineering, Science and Technology, St. Michael’s Hospital, Toronto, Canada
| | - Anoja Giles
- Deparment of Radiation Oncology, Sunnybrook Health Sciences Center, Toronto, Canada
- Physical Sciences, Sunnybrook Research Institute, Toronto, Canada
| | - Gregory J. Czarnota
- Deparment of Radiation Oncology, Sunnybrook Health Sciences Center, Toronto, Canada
- Physical Sciences, Sunnybrook Research Institute, Toronto, Canada
- Deparment of Medical Biophysics, University of Toronto, Canada
- Department of Radiation Oncology, University of Toronto, Canada
| | - Agata A. Exner
- Department of Radiology, Case Western Reserve University, Cleveland, United States
- Department of Biomedical Engineering, Case Western Reserve University, Cleveland, United States
| | - Michael C. Kolios
- Department of Physics, Ryerson University, Toronto, Canada
- Insitute for Biomedical Engineering, Science and Technology, St. Michael’s Hospital, Toronto, Canada
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81
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Kelly C, Refaee A, Salcudean SE. Integrating photoacoustic tomography into a multimodal automated breast ultrasound scanner. JOURNAL OF BIOMEDICAL OPTICS 2020; 25:JBO-200233RR. [PMID: 33215477 PMCID: PMC7675066 DOI: 10.1117/1.jbo.25.11.116010] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/18/2020] [Accepted: 10/26/2020] [Indexed: 05/12/2023]
Abstract
SIGNIFICANCE Photoacoustic tomography (PAT) is a promising emergent modality for the screening and staging of breast cancer. To minimize barriers to clinical translation, it is common to develop PAT systems based upon existing ultrasound hardware, which can entail significant design challenges in terms of light delivery. This often results in inherently non-uniform fluence within the tissue and should be accounted for during image reconstruction. AIM We aim to integrate PAT into an automated breast ultrasound scanner with minimal change to the existing system. APPROACH We designed and implemented an illuminator that directs spatially non-uniform light to the tissue near the acquisition plane of the imaging array. We developed a graphics processing unit-accelerated reconstruction method, which accounts for this illumination geometry by modeling the structure of the light in the sample. We quantified the performance of this system using a custom, modular photoacoustic phantom and graphite rods embedded in chicken breast tissue. RESULTS Our illuminator provides a fluence of 2.5 mJ cm - 2 at the tissue surface, which was sufficient to attain a signal-to-noise ratio (SNR) of 8 dB at 2 cm in chicken breast tissue and image 0.25-mm features at depths of up to 3 cm in a medium with moderate optical scattering. Our reconstruction scheme is 200 × faster than a CPU implementation; it provides a 25% increase in SNR at 2 cm in chicken breast tissue and lowers image error by an average of 31% at imaging depths >1.5 cm compared with a method that does not account for the inhomogeneity of the illumination or the transducer directivity. CONCLUSIONS A fan-shaped illumination geometry is feasible for PAT; however, it is important to account for non-uniform fluence in illumination scenarios such as this. Future work will focus on increasing fluence and further optimizing the ultrasound hardware to improve SNR and overall image quality.
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Affiliation(s)
- Corey Kelly
- University of British Columbia, Department of Electrical and Computer Engineering, Vancouver, British Columbia, Canada
| | - Amir Refaee
- University of British Columbia, Department of Electrical and Computer Engineering, Vancouver, British Columbia, Canada
| | - Septimiu E. Salcudean
- University of British Columbia, Department of Electrical and Computer Engineering, Vancouver, British Columbia, Canada
- Address all correspondence to Septimiu E. Salcudean,
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82
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Korczak I, Romowicz A, Gambin B, Pałko T, Kruglenko E, Dobruch-Sobczak K. Numerical prediction of breast skin temperature based on thermographic and ultrasonographic data in healthy and cancerous breasts. Biocybern Biomed Eng 2020. [DOI: 10.1016/j.bbe.2020.10.007] [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]
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83
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Nguyen HNY, Steenbergen W. Feasibility of identifying reflection artifacts in photoacoustic imaging using two-wavelength excitation. BIOMEDICAL OPTICS EXPRESS 2020; 11:5745-5759. [PMID: 33149983 PMCID: PMC7587260 DOI: 10.1364/boe.401375] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/29/2020] [Revised: 08/28/2020] [Accepted: 09/17/2020] [Indexed: 06/11/2023]
Abstract
One of the remaining challenges of bringing photoacoustic imaging to clinics is the occurrence of reflection artifacts. Previously, we proposed a method using multi-wavelength excitation to identify and remove the RAs. However, this method requires at least 3 wavelengths. Here we improve the method further by reducing the required number of wavelengths to 2. We experimentally demonstrate this new method and compare it with the previous one. Results show that this new method holds great feasibility for identifying reflection artifacts in addition to preserving all advantages of the previous method.
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84
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Abstract
Screening for breast cancer reduces breast cancer-related mortality and earlier detection facilitates less aggressive treatment. Unfortunately, current screening modalities are imperfect, suffering from limited sensitivity and high false-positive rates. Novel techniques in the field of breast imaging may soon play a role in breast cancer screening: digital breast tomosynthesis, contrast material-enhanced spectral mammography, US (automated three-dimensional breast US, transmission tomography, elastography, optoacoustic imaging), MRI (abbreviated and ultrafast, diffusion-weighted imaging), and molecular breast imaging. Artificial intelligence and radiomics have the potential to further improve screening strategies. Furthermore, nonimaging-based screening tests such as liquid biopsy and breathing tests may transform the screening landscape. © RSNA, 2020 Online supplemental material is available for this article.
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Affiliation(s)
- Ritse M Mann
- From the Department of Radiology, Nuclear Medicine and Anatomy, Radboud University Medical Center, Geert Grooteplein 10, PO Box 9101, 6500 HB, Nijmegen, the Netherlands (R.M.M.); Department of Radiology, the Netherlands Cancer Institute, Amsterdam, the Netherlands (R.M.M.); Department of Radiology and Biomedical Imaging, Yale School of Medicine, New Haven, Conn (R.H.); Department of Radiology, Northeastern Ohio Medical University, Rootstown, Ohio (R.G.B.); Southwoods Imaging, Youngstown, Ohio (R.G.B.); Department of Radiology, New York University Langone School of Medicine, New York, NY (L.M.); and Department of Radiology, New York University Grossman School of Medicine, Center for Advanced Imaging Innovation and Research, Laura and Isaac Perlmutter Cancer Center, New York, NY (L.M.)
| | - Regina Hooley
- From the Department of Radiology, Nuclear Medicine and Anatomy, Radboud University Medical Center, Geert Grooteplein 10, PO Box 9101, 6500 HB, Nijmegen, the Netherlands (R.M.M.); Department of Radiology, the Netherlands Cancer Institute, Amsterdam, the Netherlands (R.M.M.); Department of Radiology and Biomedical Imaging, Yale School of Medicine, New Haven, Conn (R.H.); Department of Radiology, Northeastern Ohio Medical University, Rootstown, Ohio (R.G.B.); Southwoods Imaging, Youngstown, Ohio (R.G.B.); Department of Radiology, New York University Langone School of Medicine, New York, NY (L.M.); and Department of Radiology, New York University Grossman School of Medicine, Center for Advanced Imaging Innovation and Research, Laura and Isaac Perlmutter Cancer Center, New York, NY (L.M.)
| | - Richard G Barr
- From the Department of Radiology, Nuclear Medicine and Anatomy, Radboud University Medical Center, Geert Grooteplein 10, PO Box 9101, 6500 HB, Nijmegen, the Netherlands (R.M.M.); Department of Radiology, the Netherlands Cancer Institute, Amsterdam, the Netherlands (R.M.M.); Department of Radiology and Biomedical Imaging, Yale School of Medicine, New Haven, Conn (R.H.); Department of Radiology, Northeastern Ohio Medical University, Rootstown, Ohio (R.G.B.); Southwoods Imaging, Youngstown, Ohio (R.G.B.); Department of Radiology, New York University Langone School of Medicine, New York, NY (L.M.); and Department of Radiology, New York University Grossman School of Medicine, Center for Advanced Imaging Innovation and Research, Laura and Isaac Perlmutter Cancer Center, New York, NY (L.M.)
| | - Linda Moy
- From the Department of Radiology, Nuclear Medicine and Anatomy, Radboud University Medical Center, Geert Grooteplein 10, PO Box 9101, 6500 HB, Nijmegen, the Netherlands (R.M.M.); Department of Radiology, the Netherlands Cancer Institute, Amsterdam, the Netherlands (R.M.M.); Department of Radiology and Biomedical Imaging, Yale School of Medicine, New Haven, Conn (R.H.); Department of Radiology, Northeastern Ohio Medical University, Rootstown, Ohio (R.G.B.); Southwoods Imaging, Youngstown, Ohio (R.G.B.); Department of Radiology, New York University Langone School of Medicine, New York, NY (L.M.); and Department of Radiology, New York University Grossman School of Medicine, Center for Advanced Imaging Innovation and Research, Laura and Isaac Perlmutter Cancer Center, New York, NY (L.M.)
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85
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Balasundaram G, Goh Y, Moothanchery M, Attia A, Lim HQ, Burton NC, Qiu Y, Putti TC, Chan CW, Hartmann M, Quek ST, Olivo M. Optoacoustic characterization of breast conserving surgery specimens - A pilot study. PHOTOACOUSTICS 2020; 19:100164. [PMID: 32420026 PMCID: PMC7215246 DOI: 10.1016/j.pacs.2020.100164] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/14/2019] [Revised: 01/22/2020] [Accepted: 01/28/2020] [Indexed: 05/04/2023]
Abstract
In this pilot study, we tested an ultrasound-guided optoacoustic tomography (US-OT) two-dimensional (2D) array scanner to understand the optoacoustic patterns of excised breastconserving surgery (BCS) specimens. We imaged 14 BCS specimens containing malignant tumors at eight wavelengths spanning 700-1100 nm. Spectral unmixing across multiple wavelengths allowed for visualizing major intrinsic chromophores in the breast tissue including hemoglobin and lipid up to a depth of 7 mm. We identified less/no lipid signals within the tumor and intense deoxy-hemoglobin (Hb) signals on the rim of the tumor as unique characteristics of malignant tumors in comparison to no tumor region. We also observed continuous broad lipid signals as features of negative margins and compromised lipid signals interrupted by vasculature as features of positive margins. These differentiating patterns can form the basis of US-OT to be explored as an alternate, fast and efficient intraoperative method for evaluation of tumor resection margins.
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Affiliation(s)
| | - Yonggeng Goh
- Department of Diagnostic Imaging, National University Hospital, Singapore
| | - Mohesh Moothanchery
- Laboratory of Bio-Optical Imaging, Singapore Bioimaging Consortium, Singapore
| | - Amalina Attia
- Laboratory of Bio-Optical Imaging, Singapore Bioimaging Consortium, Singapore
| | - Hann Qian Lim
- Laboratory of Bio-Optical Imaging, Singapore Bioimaging Consortium, Singapore
| | | | - Yi Qiu
- iThera Medical GmbH, Germany
| | | | - Ching Wan Chan
- Department of Breast Surgery, National University Hospital, Singapore
| | - Mikael Hartmann
- Department of Breast Surgery, National University Hospital, Singapore
| | - Swee Tian Quek
- Department of Diagnostic Imaging, National University Hospital, Singapore
| | - Malini Olivo
- Laboratory of Bio-Optical Imaging, Singapore Bioimaging Consortium, Singapore
- Corresponding author at: Singapore Bioimaging Consortium (SBIC). A⁎STAR Research Entities, 11 Biopolis Way, #02-02 Helios, 138667, Singapore.
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86
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87
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Nguyen HNY, Steenbergen W. Three-dimensional view of out-of-plane artifacts in photoacoustic imaging using a laser-integrated linear-transducer-array probe. PHOTOACOUSTICS 2020; 19:100176. [PMID: 32257797 PMCID: PMC7096763 DOI: 10.1016/j.pacs.2020.100176] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/17/2019] [Revised: 03/09/2020] [Accepted: 03/10/2020] [Indexed: 05/08/2023]
Abstract
Research on photoacoustic imaging (PAI) using a handheld integrated photoacoustic probe has been a recent focus of clinical translation of this imaging technique. One of the remaining challenges is the occurrence of out-of-plane artifacts (OPAs) in such a probe. Previously, we proposed a method to identify and remove OPAs by axially displacing the transducer array. Here we show that besides the benefit of removing OPAs from the imaging plane, the proposed method can provide a three-dimensional (3D) view of the OPAs. In this work, we present a 3D reconstruction method using axial transducer array displacement. By axially displacing the transducer array, out-of-plane absorbers can be three-dimensionally visualized at an elevation distance of up to the acquired imaging depth. Additionally, OPAs in the in-plane image are significantly reduced. We experimentally demonstrate the method with phantom and in vivo experiments using an integrated PAI probe. We also compare the method with elevational transducer array displacement and take into account the sensitivity of the transducer array in the 3D reconstruction.
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88
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An Automatic Unmixing Approach to Detect Tissue Chromophores from Multispectral Photoacoustic Imaging. SENSORS 2020; 20:s20113235. [PMID: 32517204 PMCID: PMC7308815 DOI: 10.3390/s20113235] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 04/29/2020] [Revised: 06/03/2020] [Accepted: 06/04/2020] [Indexed: 12/12/2022]
Abstract
Multispectral photoacoustic imaging has been widely explored as an emerging tool to visualize and quantify tissue chromophores noninvasively. This modality can capture the spectral absorption signature of prominent tissue chromophores, such as oxygenated, deoxygenated hemoglobin, and other biomarkers in the tissue by using spectral unmixing methods. Currently, most of the reported image processing algorithms use standard unmixing procedures, which include user interaction in the form of providing the expected spectral signatures. For translational research with patients, these types of supervised spectral unmixing can be challenging, as the spectral signature of the tissues can differ with respect to the disease condition. Imaging exogenous contrast agents and accessing their biodistribution can also be problematic, as some of the contrast agents are susceptible to change in spectral properties after the tissue interaction. In this work, we investigated the feasibility of an unsupervised spectral unmixing algorithm to detect and extract the tissue chromophores without any a-priori knowledge and user interaction. The algorithm has been optimized for multispectral photoacoustic imaging in the spectral range of 680-900 nm. The performance of the algorithm has been tested on simulated data, tissue-mimicking phantom, and also on the detection of exogenous contrast agents after the intravenous injection in mice. Our finding shows that the proposed automatic, unsupervised spectral unmixing method has great potential to extract and quantify the tissue chromophores, and this can be used in any wavelength range of the multispectral photoacoustic images.
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89
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Lee C, Choi W, Kim J, Kim C. Three-dimensional clinical handheld photoacoustic/ultrasound scanner. PHOTOACOUSTICS 2020; 18:100173. [PMID: 32215250 PMCID: PMC7090348 DOI: 10.1016/j.pacs.2020.100173] [Citation(s) in RCA: 62] [Impact Index Per Article: 12.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/06/2019] [Revised: 02/20/2020] [Accepted: 02/26/2020] [Indexed: 05/02/2023]
Abstract
Clinical 2D photoacoustic (PA) imaging can be easily implemented in a traditional ultrasound (US) system. However, 3D PA imaging is still preferable because 2D B-mode PA/US imaging suffers from low reproducibility and high-operator dependency. Here, we demonstrate a compact clinical handheld 3D PA/US scanner using an 1D linear array US transducer combined with a mechanical scanning stage working via a Scotch yoke mechanism. The entire scanner measures just 100 × 80 × 100 mm3 and weighs only 950 g, so it can easily be operated by hand. Blood vessels and hemoglobin oxygen saturation images of different parts of the human body (e.g., neck, wrist, thigh, and instep) have been successfully acquired. The system can potentially be used for clinical applications in fields such as oncology, dermatology, nephrology, and internal medicine.
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Affiliation(s)
- Changyeop Lee
- Department of Mechanical Engineering, Pohang University of Science and Technology (POSTECH), 37673, Pohang, Republic of Korea
| | - Wonseok Choi
- Department of Electrical Engineering, Pohang University of Science and Technology (POSTECH), 37673, Pohang, Republic of Korea
| | - Jeesu Kim
- Department of Creative IT Engineering, Pohang University of Science and Technology (POSTECH), 37673, Pohang, Republic of Korea
| | - Chulhong Kim
- Departments of Creative IT Engineering, Mechanical Engineering, and Electrical Engineering, Pohang University of Science and Technology (POSTECH), 37673, Pohang, Republic of Korea
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90
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Joseph Francis K, Boink YE, Dantuma M, Ajith Singh MK, Manohar S, Steenbergen W. Tomographic imaging with an ultrasound and LED-based photoacoustic system. BIOMEDICAL OPTICS EXPRESS 2020; 11:2152-2165. [PMID: 32341873 PMCID: PMC7173893 DOI: 10.1364/boe.384548] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/02/2019] [Revised: 01/15/2020] [Accepted: 01/22/2020] [Indexed: 05/05/2023]
Abstract
Pulsed lasers in photoacoustic tomography systems are expensive, which limit their use to a few clinics and small animal labs. We present a method to realize tomographic ultrasound and photoacoustic imaging using a commercial LED-based photoacoustic and ultrasound system. We present two illumination configurations using LED array units and an optimal number of angular views for tomographic reconstruction. The proposed method can be a cost-effective solution for applications demanding tomographic imaging and can be easily integrated into conventional linear array-based ultrasound systems. We present a potential application for finger joint imaging in vivo, which can be used for point-of-care rheumatoid arthritis diagnosis and monitoring.
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Affiliation(s)
- Kalloor Joseph Francis
- Biomedical Photonic Imaging Group, Technical Medical Center, University of Twente, The Netherlands
- Multi-Modality Medical Imaging Group, Technical Medical Center, University of Twente, The Netherlands
| | - Yoeri E. Boink
- Multi-Modality Medical Imaging Group, Technical Medical Center, University of Twente, The Netherlands
- Department of Applied Mathematics, University of Twente, The Netherlands
| | - Maura Dantuma
- Biomedical Photonic Imaging Group, Technical Medical Center, University of Twente, The Netherlands
- Multi-Modality Medical Imaging Group, Technical Medical Center, University of Twente, The Netherlands
| | - Mithun Kuniyil Ajith Singh
- Research and Business Development Division, CYBERDYNE INC, Cambridge Innovation Center, Rotterdam, The Netherlands
| | - Srirang Manohar
- Multi-Modality Medical Imaging Group, Technical Medical Center, University of Twente, The Netherlands
| | - Wiendelt Steenbergen
- Biomedical Photonic Imaging Group, Technical Medical Center, University of Twente, The Netherlands
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Photoacoustic Imaging for Management of Breast Cancer: A Literature Review and Future Perspectives. APPLIED SCIENCES-BASEL 2020. [DOI: 10.3390/app10030767] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
In this review article, a detailed chronological account of the research related to photoacoustic imaging for the management of breast cancer is presented. Performing a detailed analysis of the breast cancer detection related photoacoustic imaging studies undertaken by different research groups, this review attempts to present the clinical evidence in support of using photoacoustic imaging for breast cancer detection. Based on the experimental evidence obtained from the clinical studies conducted so far, the performance of photoacoustic imaging is compared with that of conventional breast imaging modalities. While we find that there is enough experimental evidence to support the use of photoacoustic imaging for breast cancer detection, additional clinical studies are required to be performed to evaluate the diagnostic potential of photoacoustic imaging for identifying different types of breast cancer. To establish the utility of photoacoustic imaging for breast cancer screening, clinical studies with high-risk asymptomatic patients need to be done.
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92
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Zalev J, Richards LM, Clingman BA, Harris J, Cantu E, Menezes GLG, Avila C, Bertrand A, Saenz X, Miller S, Oraevsky AA, Kolios MC. Opto-acoustic imaging of relative blood oxygen saturation and total hemoglobin for breast cancer diagnosis. JOURNAL OF BIOMEDICAL OPTICS 2019; 24:1-16. [PMID: 31849204 PMCID: PMC7005558 DOI: 10.1117/1.jbo.24.12.121915] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/13/2019] [Accepted: 11/22/2019] [Indexed: 05/14/2023]
Abstract
Opto-acoustic imaging involves using light to produce sound waves for visualizing blood in biological tissue. By using multiple optical wavelengths, diagnostic images of blood oxygen saturation and total hemoglobin are generated using endogenous optical contrast, without injection of any external contrast agent and without using any ionizing radiation. The technology has been used in recent clinical studies for diagnosis of breast cancer to help distinguish benign from malignant lesions, potentially reducing the need for biopsy through improved diagnostic imaging accuracy. To enable this application, techniques for mapping oxygen saturation differences within tissue are necessary. Using biologically relevant opto-acoustic phantoms, we analyze the ability of an opto-acoustic imaging system to display colorized parametric maps that are generated using a statistical mapping approach. To mimic breast tissue, a material with closely matching properties for optical absorption, optical scattering, acoustic attenuation, and speed of sound is used. The phantoms include two vessels filled with whole blood at oxygen saturation levels determined using a sensor-based approach. A flow system with gas-mixer and membrane oxygenator adjusts the oxygen saturation of each vessel independently. Datasets are collected with an investigational Imagio® breast imaging system. We examine the ability to distinguish vessels as the oxygen saturation level and imaging depth are varied. At depth of 15 mm and hematocrit of 42%, a sufficient level of contrast to distinguish between two 1.6-mm diameter vessels was measured for an oxygen saturation difference of ∼4.6 % . In addition, an oxygenated vessel was visible at a depth of 48 mm using an optical wavelength of 1064 nm, and a deoxygenated vessel was visible to a depth of 42 mm with 757 nm. The results provide insight toward using color mapped opto-acoustic images for diagnosing breast cancer.
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Affiliation(s)
- Jason Zalev
- Seno Medical Instruments, Inc., San Antonio, Texas, United States
- Ryerson University, Department of Physics, Toronto, Ontario, Canada
- Address all correspondence to Jason Zalev, E-mail: ; Lisa M. Richards, E-mail: ; Bryan A. Clingman, E-mail:
| | - Lisa M. Richards
- Seno Medical Instruments, Inc., San Antonio, Texas, United States
- Address all correspondence to Jason Zalev, E-mail: ; Lisa M. Richards, E-mail: ; Bryan A. Clingman, E-mail:
| | - Bryan A. Clingman
- Seno Medical Instruments, Inc., San Antonio, Texas, United States
- Address all correspondence to Jason Zalev, E-mail: ; Lisa M. Richards, E-mail: ; Bryan A. Clingman, E-mail:
| | - Jeff Harris
- Seno Medical Instruments, Inc., San Antonio, Texas, United States
| | - Edgar Cantu
- Seno Medical Instruments, Inc., San Antonio, Texas, United States
| | | | - Carlos Avila
- Seno Medical Instruments, Inc., San Antonio, Texas, United States
| | - Allison Bertrand
- Seno Medical Instruments, Inc., San Antonio, Texas, United States
| | - Xavier Saenz
- Seno Medical Instruments, Inc., San Antonio, Texas, United States
| | - Steve Miller
- Seno Medical Instruments, Inc., San Antonio, Texas, United States
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93
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Dantuma M, van Dommelen R, Manohar S. Semi-anthropomorphic photoacoustic breast phantom. BIOMEDICAL OPTICS EXPRESS 2019; 10:5921-5939. [PMID: 31799055 PMCID: PMC6865090 DOI: 10.1364/boe.10.005921] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/08/2019] [Revised: 09/18/2019] [Accepted: 09/20/2019] [Indexed: 05/04/2023]
Abstract
Imaging parameters of photoacoustic breast imaging systems such as the spatial resolution and imaging depth are often characterized with phantoms. These objects usually contain simple structures in homogeneous media such as absorbing wires or spherical objects in scattering gels. While these kinds of basic phantoms are uncluttered and useful, they do not challenge the system as much as a breast does, and can thereby overestimate the system's performance. The female breast is a complex collection of tissue types, and the acoustic and optical attenuation of these tissues limit the imaging depth, the resolution and the ability to extract quantitative information. For testing and challenging photoacoustic breast imaging systems to the full extent before moving to in vivo studies, a complex breast phantom which simulates the breast's most prevalent tissues is required. In this work we present the first three dimensional multi-layered semi-anthropomorphic photoacoustic breast phantom. The phantom aims to simulate skin, fat, fibroglandular tissue and blood vessels. The latter three are made from custom polyvinyl chloride plastisol (PVCP) formulations and are appropriately doped with additives to obtain tissue realistic acoustic and optical properties. Two tumors are embedded, which are modeled as clusters of small blood vessels. The PVCP materials are surrounded by a silicon layer mimicking the skin. The tissue mimicking materials were cast into the shapes and sizes expected in the breast using 3D-printed moulds developed from a magnetic resonance imaging segmented numerical breast model. The various structures and layers were assembled to obtain a realistic breast morphology. We demonstrate the phantom's appearance in both ultrasound imaging as photoacoustic tomography and make a comparison with a photoacoustic image of a real breast. A good correspondence is observed, which confirms the phantom's usefulness.
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Affiliation(s)
- Maura Dantuma
- Multi-Modality Medical Imaging group, TechMed Centre, University of Twente, Enschede, The Netherlands
- Biomedical Photonic Imaging group, TechMed Centre, University of Twente, Enschede, The Netherlands
| | - Rianne van Dommelen
- Biomedical Photonic Imaging group, TechMed Centre, University of Twente, Enschede, The Netherlands
| | - Srirang Manohar
- Multi-Modality Medical Imaging group, TechMed Centre, University of Twente, Enschede, The Netherlands
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94
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Alphandéry E. Iron oxide nanoparticles as multimodal imaging tools. RSC Adv 2019; 9:40577-40587. [PMID: 35542631 PMCID: PMC9076245 DOI: 10.1039/c9ra08612a] [Citation(s) in RCA: 23] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/21/2019] [Accepted: 10/25/2019] [Indexed: 01/10/2023] Open
Abstract
In medicine, obtaining simply a resolute and accurate image of an organ of interest is a real challenge.
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Affiliation(s)
- Edouard Alphandéry
- Paris Sorbonne Université
- Muséum National d'Histoire Naturelle
- UMR CNRS7590
- IRD
- Institut de Minéralogie, de Physique des Matériaux et deCosmochimie
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