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Erfanzadeh M, Zhu Q. Photoacoustic imaging with low-cost sources; A review. PHOTOACOUSTICS 2019; 14:1-11. [PMID: 30923674 PMCID: PMC6423351 DOI: 10.1016/j.pacs.2019.01.004] [Citation(s) in RCA: 64] [Impact Index Per Article: 12.8] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/28/2018] [Revised: 12/28/2018] [Accepted: 01/24/2019] [Indexed: 05/04/2023]
Abstract
Benefitting from advantages of optical and ultrasound imaging, photoacoustic imaging (PAI) has demonstrated potentials in a wide range of medical applications. In order to facilitate clinical applications of PAI and encourage its application in low-resource settings, research on low-cost photoacoustic imaging with inexpensive optical sources has gained attention. Here, we review the advances made in photoacoustic imaging with low-cost sources.
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Affiliation(s)
- Mohsen Erfanzadeh
- Department of Biomedical Engineering, University of Connecticut, Storrs, CT 06269, USA
| | - Quing Zhu
- Department of Biomedical Engineering, Washington University in St. Louis, St. Louis, MO 63130, USA
- Department of Radiology, Washington University School of Medicine, St. Louis, MO 63110, USA
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52
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Majumder S, Deen MJ. Smartphone Sensors for Health Monitoring and Diagnosis. SENSORS (BASEL, SWITZERLAND) 2019; 19:E2164. [PMID: 31075985 PMCID: PMC6539461 DOI: 10.3390/s19092164] [Citation(s) in RCA: 117] [Impact Index Per Article: 23.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/29/2019] [Revised: 04/27/2019] [Accepted: 04/30/2019] [Indexed: 12/29/2022]
Abstract
Over the past few decades, we have witnessed a dramatic rise in life expectancy owing to significant advances in medical science and technology, medicine as well as increased awareness about nutrition, education, and environmental and personal hygiene. Consequently, the elderly population in many countries are expected to rise rapidly in the coming years. A rapidly rising elderly demographics is expected to adversely affect the socioeconomic systems of many nations in terms of costs associated with their healthcare and wellbeing. In addition, diseases related to the cardiovascular system, eye, respiratory system, skin and mental health are widespread globally. However, most of these diseases can be avoided and/or properly managed through continuous monitoring. In order to enable continuous health monitoring as well as to serve growing healthcare needs; affordable, non-invasive and easy-to-use healthcare solutions are critical. The ever-increasing penetration of smartphones, coupled with embedded sensors and modern communication technologies, make it an attractive technology for enabling continuous and remote monitoring of an individual's health and wellbeing with negligible additional costs. In this paper, we present a comprehensive review of the state-of-the-art research and developments in smartphone-sensor based healthcare technologies. A discussion on regulatory policies for medical devices and their implications in smartphone-based healthcare systems is presented. Finally, some future research perspectives and concerns regarding smartphone-based healthcare systems are described.
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Affiliation(s)
- Sumit Majumder
- Department of Electrical and Computer Engineering, McMaster University, Hamilton, ON L8S 4L8, Canada.
| | - M Jamal Deen
- Department of Electrical and Computer Engineering, McMaster University, Hamilton, ON L8S 4L8, Canada.
- School of Biomedical Engineering, McMaster University, Hamilton, ON L8S 4L8, Canada.
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53
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Fernandes LO, Mota CCBDO, Oliveira HO, Neves JK, Santiago LM, Gomes ASL. Optical coherence tomography follow-up of patients treated from periodontal disease. JOURNAL OF BIOPHOTONICS 2019; 12:e201800209. [PMID: 30260081 DOI: 10.1002/jbio.201800209] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/04/2018] [Accepted: 09/25/2018] [Indexed: 06/08/2023]
Abstract
Optical coherence tomography (OCT) is one of the most important imaging modalities for biophotonics applications. In this work, an important step towards the clinical use of OCT in dental practice is reported, by following-up patients treated from periodontal disease (PD). A total of 147 vestibular dental sites from 14 patients diagnosed with PD were evaluated prior and after treatment, using a swept-source OCT and two periodontal probes (Florida probe and North Carolina) for comparison. The evaluation was performed at four stages: day 0, day 30, day 60 and day 90. Exceptionally one patient was evaluated 1-year after treatment. It was possible to visualize in the two-dimensional images the architectural components that compose the periodontal anatomy, and identify the improvements in biofilm and dental calculus upon treatment. In the follow-up after the treatment, it was observed in some cases decrease of the gingival thickness associated with extinction of gingival calculus. In some cases, the improvement of both depth of probing with the traditional probes and the evidence in the images of the region was emphasized. The study evidenced the ability of OCT in the identification of periodontal structures and alterations, being an important noninvasive complement or even alternative for periodontal probes for treatment follow-up. OCT system being used in a clinical environment. Above OCT image (left) prior treatment and (right) 30 days after treatment.
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Affiliation(s)
- Luana O Fernandes
- Graduate Program in Dentistry, Universidade Federal de Pernambuco, Recife, Brazil
| | - Cláudia C B de O Mota
- Faculty of Dentistry, Associação Caruaruense de Ensino Superior e Técnico, Caruaru, Brazil
| | - Hugo O Oliveira
- Faculty of Dentistry, Associação Caruaruense de Ensino Superior e Técnico, Caruaru, Brazil
| | - José K Neves
- Faculty of Dentistry, Associação Caruaruense de Ensino Superior e Técnico, Caruaru, Brazil
| | - Leógenes M Santiago
- Faculty of Dentistry, Associação Caruaruense de Ensino Superior e Técnico, Caruaru, Brazil
| | - Anderson S L Gomes
- Graduate Program in Dentistry, Universidade Federal de Pernambuco, Recife, Brazil
- Department of Physics, Universidade Federal de Pernambuco, Recife, Brazil
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54
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Xu X, Zhu J, Yu J, Chen Z. Viscosity monitoring during hemodiluted blood coagulation using optical coherence elastography. IEEE JOURNAL OF SELECTED TOPICS IN QUANTUM ELECTRONICS : A PUBLICATION OF THE IEEE LASERS AND ELECTRO-OPTICS SOCIETY 2019; 25:7200406. [PMID: 31857783 PMCID: PMC6922089 DOI: 10.1109/jstqe.2018.2833455] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/10/2023]
Abstract
Rapid and accurate clot diagnostic systems are needed for the assessment of hemodiluted blood coagulation. We develop a real-time optical coherence elastography (OCE) system, which measures the attenuation coefficient of a compressional wave induced by a piezoelectric transducer (PZT) in a drop of blood using optical coherence tomography (OCT), for the determination of viscous properties during the dynamic whole blood coagulation process. Changes in the viscous properties increase the attenuation coefficient of the sample. Consequently, dynamic blood coagulation status can be monitored by relating changes of the attenuation coefficient to clinically relevant coagulation metrics, including the initial coagulation time and the clot formation rate. This system was used to characterize the influence of activator kaolin and the influence of hemodilution with either NaCl 0.9% or hydroxyethyl starch (HES) 6% on blood coagulation. The results show that PZT-OCE is sensitive to coagulation abnormalities and is able to characterize blood coagulation status based on viscosity-related attenuation coefficient measurements. PZT-OCE can be used for point-of-care testing for diagnosis of coagulation disorders and monitoring of therapies.
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Affiliation(s)
- Xiangqun Xu
- College of Life Sciences, Zhejiang Sci-Tech University, Hangzhou, Zhejiang 310018, China, and the Beckman Laser Institute, University of California, Irvine, Irvine, California 92612, USA
| | - Jiang Zhu
- Beckman Laser Institute, University of California, Irvine, Irvine, California 92612, USA
| | - Junxiao Yu
- Department of Biomedical Engineering, and the Beckman Laser Institute, University of California, Irvine, Irvine, California 92612, USA
| | - Zhongping Chen
- Department of Biomedical Engineering, and the Beckman Laser Institute, University of California, Irvine, Irvine, California 92612, USA
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55
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Teikari P, Najjar RP, Schmetterer L, Milea D. Embedded deep learning in ophthalmology: making ophthalmic imaging smarter. Ther Adv Ophthalmol 2019; 11:2515841419827172. [PMID: 30911733 PMCID: PMC6425531 DOI: 10.1177/2515841419827172] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/17/2018] [Accepted: 12/20/2018] [Indexed: 01/22/2023] Open
Abstract
Deep learning has recently gained high interest in ophthalmology due to its ability to detect clinically significant features for diagnosis and prognosis. Despite these significant advances, little is known about the ability of various deep learning systems to be embedded within ophthalmic imaging devices, allowing automated image acquisition. In this work, we will review the existing and future directions for 'active acquisition'-embedded deep learning, leading to as high-quality images with little intervention by the human operator. In clinical practice, the improved image quality should translate into more robust deep learning-based clinical diagnostics. Embedded deep learning will be enabled by the constantly improving hardware performance with low cost. We will briefly review possible computation methods in larger clinical systems. Briefly, they can be included in a three-layer framework composed of edge, fog, and cloud layers, the former being performed at a device level. Improved egde-layer performance via 'active acquisition' serves as an automatic data curation operator translating to better quality data in electronic health records, as well as on the cloud layer, for improved deep learning-based clinical data mining.
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Affiliation(s)
- Petteri Teikari
- Visual Neurosciences Group, Singapore Eye Research Institute, Singapore
- Advanced Ocular Imaging, Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore
| | - Raymond P. Najjar
- Visual Neurosciences Group, Singapore Eye Research Institute, Singapore
- Ophthalmology and Visual Sciences Academic Clinical Program, Duke-NUS Medical School, National University of Singapore, Singapore
| | - Leopold Schmetterer
- Visual Neurosciences Group, Singapore Eye Research Institute, Singapore
- Advanced Ocular Imaging, Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore
- Center for Medical Physics and Biomedical Engineering, Medical University of Vienna, Vienna, Austria
- Christian Doppler Laboratory for Ocular and Dermal Effects of Thiomers, Medical University of Vienna, Vienna, Austria
| | - Dan Milea
- Visual Neurosciences Group, Singapore Eye Research Institute, Singapore
- Ophthalmology and Visual Sciences Academic Clinical Program, Duke-NUS Medical School, National University of Singapore, Singapore
- Neuro-Ophthalmology Department, Singapore National Eye Centre, Singapore
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56
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Dsouza R, Won J, Monroy GL, Spillman DR, Boppart SA. Economical and compact briefcase spectral-domain optical coherence tomography system for primary care and point-of-care applications. JOURNAL OF BIOMEDICAL OPTICS 2018; 23:1-11. [PMID: 30251484 PMCID: PMC6170142 DOI: 10.1117/1.jbo.23.9.096003] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/14/2018] [Accepted: 08/29/2018] [Indexed: 05/28/2023]
Abstract
Development of low-cost and portable optical coherence tomography (OCT) systems is of global interest in the OCT research community. Such systems enable utility broadly throughout a clinical facility, or in remote areas that often lack clinical infrastructure. We report the development and validation of a low-cost, portable briefcase spectral-domain optical coherence tomography (SD-OCT) system for point-of-care diagnostics in primary care centers and/or in remote settings. The self-contained briefcase OCT contains all associated optical hardware, including light source, spectrometer, hand-held probe, and a laptop. Additionally, this system utilizes unique real-time mosaicking of surface video images that are synchronized with rapid A-scan acquisition to eliminate the need for lateral scanning hardware, and enable the construction of cross-sectional B-mode images over extended lateral distances. The entire briefcase system weighs 9 kg and costs ∼USD$8000 using off-the-shelf components. System performance was validated by acquiring images of in vivo human skin on the fingertip, palm, and nail fold. The efficiency, portability, and low-cost enable accessibility and utility in primary care centers and low-resource settings.
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Affiliation(s)
- Roshan Dsouza
- University of Illinois at Urbana-Champaign, Beckman Institute for Advanced Science and Technology, Urbana, Illinois, United States
| | - Jungeun Won
- University of Illinois at Urbana-Champaign, Beckman Institute for Advanced Science and Technology, Urbana, Illinois, United States
- University of Illinois at Urbana-Champaign, Department of Bioengineering, Urbana, Illinois, United States
| | - Guillermo L. Monroy
- University of Illinois at Urbana-Champaign, Beckman Institute for Advanced Science and Technology, Urbana, Illinois, United States
- University of Illinois at Urbana-Champaign, Department of Bioengineering, Urbana, Illinois, United States
| | - Darold R. Spillman
- University of Illinois at Urbana-Champaign, Beckman Institute for Advanced Science and Technology, Urbana, Illinois, United States
| | - Stephen A. Boppart
- University of Illinois at Urbana-Champaign, Beckman Institute for Advanced Science and Technology, Urbana, Illinois, United States
- University of Illinois at Urbana-Champaign, Department of Bioengineering, Urbana, Illinois, United States
- University of Illinois at Urbana-Champaign, Department of Electrical and Computer Engineering, Urbana, Illinois, United States
- University of Illinois at Urbana-Champaign, Carle-Illinois College of Medicine, Urbana, Illinois, United States
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57
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Ju MJ, Heisler M, Athwal A, Sarunic MV, Jian Y. Effective bidirectional scanning pattern for optical coherence tomography angiography. BIOMEDICAL OPTICS EXPRESS 2018; 9:2336-2350. [PMID: 29760992 PMCID: PMC5946793 DOI: 10.1364/boe.9.002336] [Citation(s) in RCA: 23] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/20/2018] [Revised: 04/17/2018] [Accepted: 04/17/2018] [Indexed: 05/18/2023]
Abstract
We demonstrate the utility of a novel scanning method for optical coherence tomography angiography (OCTA). Although raster scanning is commonly used for OCTA imaging, a bidirectional approach would lessen the distortion caused by galvanometer-based scanners as sources continue to increase sweep rates. As shown, a unidirectional raster scan approach has a lower effective scanning time than bidirectional approaches; however, a strictly bidirectional approach causes contrast variation along the B-scan direction due to the non-uniform time interval between B-scans. Therefore, a stepped bidirectional approach is introduced and successfully applied to retinal imaging in normal controls and in a pathological subject with diabetic retinopathy.
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58
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Freeman EE, Semeere A, Osman H, Peterson G, Rajadhyaksha M, González S, Martin JN, Anderson RR, Tearney GJ, Kang D. Smartphone confocal microscopy for imaging cellular structures in human skin in vivo. BIOMEDICAL OPTICS EXPRESS 2018; 9:1906-1915. [PMID: 29675328 PMCID: PMC5905933 DOI: 10.1364/boe.9.001906] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/19/2018] [Revised: 03/21/2018] [Accepted: 03/21/2018] [Indexed: 05/04/2023]
Abstract
We report development of a low-cost smartphone confocal microscope and its first demonstration of in vivo human skin imaging. The smartphone confocal microscope uses a slit aperture and diffraction grating to conduct two-dimensional confocal imaging without using any beam scanning devices. Lateral and axial resolutions of the smartphone confocal microscope were measured as 2 and 5 µm, respectively. In vivo confocal images of human skin revealed characteristic cellular structures, including spinous and basal keratinocytes and papillary dermis. Results suggest that the smartphone confocal microscope has a potential to examine cellular details in vivo and may help disease diagnosis in resource-poor settings, where conducting standard histopathologic analysis is challenging.
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Affiliation(s)
- Esther E. Freeman
- Department of Dermatology, Harvard Medical School and Massachusetts General Hospital, 55 Fruit Street, Boston, MA 02114, USA
| | - Aggrey Semeere
- Infectious Diseases Institute, Makerere University College of Health Sciences, Mulago Hospital Complex, P.O. Box 22418, Kampala, Uganda
| | - Hany Osman
- Wellman Center for Photomedicine, Massachusetts General Hospital, 55 Fruit Street, Boston, MA 02114, USA
| | - Gary Peterson
- Memorial Sloan-Kettering Cancer Center, 16 East 60th Street, New York, NY 10022, USA
| | - Milind Rajadhyaksha
- Memorial Sloan-Kettering Cancer Center, 16 East 60th Street, New York, NY 10022, USA
| | - Salvador González
- Memorial Sloan-Kettering Cancer Center, 16 East 60th Street, New York, NY 10022, USA
- Department of Medicine and Medical Specialties, Alcalá University and Ramon y Cajal Hospital, Ctra. De Colmenar Viejo, Km. 9,100, 28034 Madrid, Spain
| | - Jeffery N. Martin
- Department of Epidemiology and Biostatistics, 550 16th Street, San Francisco, CA 94143, USA
| | - R. Rox Anderson
- Wellman Center for Photomedicine, Massachusetts General Hospital, 55 Fruit Street, Boston, MA 02114, USA
| | - Guillermo J. Tearney
- Wellman Center for Photomedicine, Massachusetts General Hospital, 55 Fruit Street, Boston, MA 02114, USA
- Department of Pathology, Massachusetts General Hospital, 55 Fruit Street, Boston, MA 02114, USA
- Harvard-MIT Division of Health Science and Technology, 77 Massachusetts Ave, Cambridge, MA 02139, USA
| | - Dongkyun Kang
- Wellman Center for Photomedicine, Massachusetts General Hospital, 55 Fruit Street, Boston, MA 02114, USA
- College of Optical Sciences, University of Arizona, 1630 E University Blvd, Tucson, AZ 85721, USA
- Department of Biomedical Engineering, University of Arizona, 1127 E James E. Rogers Way, Tucson, AZ 85721, USA
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