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Schäfgen B, Juskic M, Radicke M, Hertel M, Barr R, Pfob A, Togawa R, Nees J, von Au A, Fastner S, Harcos A, Gomez C, Stieber A, Riedel F, Hennigs A, Sohn C, Heil J, Golatta M. Evaluation of the FUSION-X-US-II prototype to combine automated breast ultrasound and tomosynthesis. Eur Radiol 2021; 31:3712-3720. [PMID: 33313983 PMCID: PMC8128739 DOI: 10.1007/s00330-020-07573-3] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/04/2020] [Revised: 11/17/2020] [Accepted: 11/27/2020] [Indexed: 11/30/2022]
Abstract
OBJECTIVE The FUSION-X-US-II prototype was developed to combine 3D automated breast ultrasound (ABUS) and digital breast tomosynthesis in a single device. We evaluated the performance of ABUS and tomosynthesis in a single examination in a clinical setting. METHODS In this prospective feasibility study, digital breast tomosynthesis and ABUS were performed using the FUSION-X-US-II prototype without any change of the breast position in patients referred for clarification of breast lesions with an indication for tomosynthesis. The tomosynthesis and ABUS images of the prototype were interpreted independently from the clinical standard by a breast diagnostics specialist. Any detected lesion was classified using BI-RADS® scores, and results of the standard clinical routine workup (gold standard) were compared to the result of the separate evaluation of the prototype images. Image quality was rated subjectively and coverage of the breast was measured. RESULTS One hundred one patients received both ABUS and tomosynthesis using the prototype. The duration of the additional ABUS acquisition was 40 to 60 s. Breast coverage by ABUS was approximately 80.0%. ABUS image quality was rated as diagnostically useful in 86 of 101 cases (85.1%). Thirty-three of 34 malignant breast lesions (97.1%) were identified using the prototype. CONCLUSION The FUSION-X-US-II prototype allows a fast ABUS scan in combination with digital breast tomosynthesis in a single device integrated in the clinical workflow. Malignant breast lesions can be localized accurately with direct correlation of ABUS and tomosynthesis images. The FUSION system shows the potential to improve breast cancer screening in the future after further technical improvements. KEY POINTS • The FUSION-X-US-II prototype allows the combination of automated breast ultrasound and digital breast tomosynthesis in a single device without decompression of the breast. • Image quality and coverage of ABUS are sufficient to accurately detect malignant breast lesions. • If tomosynthesis and ABUS should become part of breast cancer screening, the combination of both techniques in one device could offer practical and logistic advantages. To evaluate a potential benefit of a combination of ABUS and tomosynthesis in screening-like settings, further studies are needed.
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Affiliation(s)
- Benedikt Schäfgen
- Department of Gynecology and Obstetrics, University Breast Unit, Heidelberg, Germany
| | - Marija Juskic
- Department of Gynecology and Obstetrics, University Breast Unit, Heidelberg, Germany
| | | | | | - Richard Barr
- Northeastern Ohio Medical University and Southwoods Imaging, Youngstown, OH, USA
| | - André Pfob
- Department of Gynecology and Obstetrics, University Breast Unit, Heidelberg, Germany
| | - Riku Togawa
- Department of Gynecology and Obstetrics, University Breast Unit, Heidelberg, Germany
| | - Juliane Nees
- Department of Gynecology and Obstetrics, University Breast Unit, Heidelberg, Germany
| | - Alexandra von Au
- Department of Gynecology and Obstetrics, University Breast Unit, Heidelberg, Germany
| | - Sarah Fastner
- Department of Gynecology and Obstetrics, University Breast Unit, Heidelberg, Germany
| | - Aba Harcos
- Department of Gynecology and Obstetrics, University Breast Unit, Heidelberg, Germany
| | - Christina Gomez
- Department of Gynecology and Obstetrics, University Breast Unit, Heidelberg, Germany
| | - Anne Stieber
- Department of Radiology, University Breast Unit, Heidelberg, Germany
| | - Fabian Riedel
- Department of Gynecology and Obstetrics, University Breast Unit, Heidelberg, Germany
| | - André Hennigs
- Department of Gynecology and Obstetrics, University Breast Unit, Heidelberg, Germany
| | - Christof Sohn
- Department of Gynecology and Obstetrics, University Breast Unit, Heidelberg, Germany
| | - Joerg Heil
- Department of Gynecology and Obstetrics, University Breast Unit, Heidelberg, Germany
| | - Michael Golatta
- Department of Gynecology and Obstetrics, University Breast Unit, Heidelberg, Germany.
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Vaughan CL. Novel imaging approaches to screen for breast cancer: Recent advances and future prospects. Med Eng Phys 2019; 72:27-37. [PMID: 31554573 PMCID: PMC6764602 DOI: 10.1016/j.medengphy.2019.09.001] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2019] [Accepted: 09/02/2019] [Indexed: 02/04/2023]
Abstract
AIM OF THE STUDY Over the past 50 years, the application of mammography - an X-ray of the breast - to screen healthy women has been a successful strategy to reduce breast cancer mortality. The aim of this study was to review the literature on novel imaging approaches that have the potential to replace mammography. METHODS An online literature search was carried out using PubMed, Google Scholar, ScienceDirect and Google Patents. The search keywords included "breast cancer", "imaging" and "screening", with 51 journal articles and five United States patents being selected for review. Seventeen relevant online sources were also identified and referenced. RESULTS In addition to full-field digital mammography (FFDM), a further nine imaging modalities were identified for review. These included: digital breast tomosynthesis (DBT); breast computed tomography (BCT); automated breast ultrasound (ABUS); fusion of FFDM and ABUS; fusion of DBT and ABUS; magnetic resonance imaging (MRI); optical imaging; radio-wave imaging; and tactile sensor imaging. Important parameters were considered: diagnostic success (sensitivity and specificity), especially in dense breasts; time to acquire the images; and capital cost of the equipment. CONCLUSIONS DBT is rapidly replacing FFDM although it still misses invasive cancers in dense tissue. The fusion of ABUS, either with FFDM or DBT, will lead to sensitivity and specificity approaching 100%. The fusion of opto-acoustic imaging with ultrasound holds considerable promise for the future.
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Affiliation(s)
- Christopher L Vaughan
- Medical Imaging Research Unit, Faculty of Health Sciences, University of Cape Town, Observatory, Western Cape 7925, South Africa; CapeRay Medical (Pty) Ltd, Suite 2, 51 Bell Crescent, Westlake Business Park, Cape Town, Western Cape 7945, South Africa.
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Jintamethasawat R, Lee WM, Carson PL, Hooi FM, Fowlkes JB, Goodsitt MM, Sampson R, Wenisch TF, Wei S, Zhou J, Chakrabarti C, Kripfgans OD. Error analysis of speed of sound reconstruction in ultrasound limited angle transmission tomography. ULTRASONICS 2018; 88:174-184. [PMID: 29674228 DOI: 10.1016/j.ultras.2018.03.016] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/18/2017] [Revised: 02/07/2018] [Accepted: 03/29/2018] [Indexed: 06/08/2023]
Abstract
We have investigated limited angle transmission tomography to estimate speed of sound (SOS) distributions for breast cancer detection. That requires both accurate delineations of major tissues, in this case by segmentation of prior B-mode images, and calibration of the relative positions of the opposed transducers. Experimental sensitivity evaluation of the reconstructions with respect to segmentation and calibration errors is difficult with our current system. Therefore, parametric studies of SOS errors in our bent-ray reconstructions were simulated. They included mis-segmentation of an object of interest or a nearby object, and miscalibration of relative transducer positions in 3D. Close correspondence of reconstruction accuracy was verified in the simplest case, a cylindrical object in homogeneous background with induced segmentation and calibration inaccuracies. Simulated mis-segmentation in object size and lateral location produced maximum SOS errors of 6.3% within 10 mm diameter change and 9.1% within 5 mm shift, respectively. Modest errors in assumed transducer separation produced the maximum SOS error from miscalibrations (57.3% within 5 mm shift), still, correction of this type of error can easily be achieved in the clinic. This study should aid in designing adequate transducer mounts and calibration procedures, and in specification of B-mode image quality and segmentation algorithms for limited angle transmission tomography relying on ray tracing algorithms.
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Affiliation(s)
- Rungroj Jintamethasawat
- Department of Radiology, University of Michigan, Ann Arbor, MI 48109, USA; Department of Biomedical Engineering, University of Michigan, Ann Arbor, MI 48109, USA.
| | - Won-Mean Lee
- Department of Radiology, University of Michigan, Ann Arbor, MI 48109, USA; GE Healthcare, 447 Indio Way, Sunnyvale, CA 94085, USA
| | - Paul L Carson
- Department of Radiology, University of Michigan, Ann Arbor, MI 48109, USA; Department of Biomedical Engineering, University of Michigan, Ann Arbor, MI 48109, USA
| | - Fong Ming Hooi
- Department of Radiology, University of Michigan, Ann Arbor, MI 48109, USA; Siemens Medical Solutions USA, Inc., 22010 South East 51st Street, Issaquah, WA 98029-7002, USA
| | - J Brian Fowlkes
- Department of Radiology, University of Michigan, Ann Arbor, MI 48109, USA; Department of Biomedical Engineering, University of Michigan, Ann Arbor, MI 48109, USA
| | - Mitchell M Goodsitt
- Department of Radiology, University of Michigan, Ann Arbor, MI 48109, USA; Department of Nuclear Engineering and Radiological Sciences, University of Michigan, Ann Arbor, MI 48109, USA
| | - Richard Sampson
- Department of Electrical Engineering and Computer Science, University of Michigan, Ann Arbor, MI 48109, USA
| | - Thomas F Wenisch
- Department of Electrical Engineering and Computer Science, University of Michigan, Ann Arbor, MI 48109, USA
| | - Siyuan Wei
- School of Electrical, Computer and Energy Engineering, Arizona State University, Tempe, AZ 85287, USA
| | - Jian Zhou
- School of Electrical, Computer and Energy Engineering, Arizona State University, Tempe, AZ 85287, USA
| | - Chaitali Chakrabarti
- School of Electrical, Computer and Energy Engineering, Arizona State University, Tempe, AZ 85287, USA
| | - Oliver D Kripfgans
- Department of Radiology, University of Michigan, Ann Arbor, MI 48109, USA; Department of Biomedical Engineering, University of Michigan, Ann Arbor, MI 48109, USA
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Jintamethasawat R, Zhang X, Carson PL, Roubidoux MA, Kripfgans OD. Acoustic beam anomalies in automated breast imaging. J Med Imaging (Bellingham) 2017; 4:045001. [DOI: 10.1117/1.jmi.4.4.045001] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/23/2017] [Accepted: 09/14/2017] [Indexed: 11/14/2022] Open
Affiliation(s)
| | - Xiaohui Zhang
- Beihang University, School of Biological Science and Medical Engineering, Beijing
| | - Paul L. Carson
- University of Michigan, Department of Radiology, Ann Arbor, Michigan
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Hooi FM, Kripfgans O, Carson PL. Acoustic attenuation imaging of tissue bulk properties with a priori information. THE JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA 2016; 140:2113. [PMID: 27914403 PMCID: PMC5114017 DOI: 10.1121/1.4962983] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/24/2015] [Revised: 07/24/2016] [Accepted: 09/06/2016] [Indexed: 05/18/2023]
Abstract
Attenuation of ultrasound waves traversing a medium is not only a result of absorption and scattering within a given tissue, but also of coherent scattering, including diffraction, refraction, and reflection of the acoustic wave at tissue boundaries. This leads to edge enhancement and other artifacts in most reconstruction algorithms, other than 3D wave migration with currently impractical, implementations. The presented approach accounts for energy loss at tissue boundaries by normalizing data based on variable sound speed, and potential density, of the medium using a k-space wave solver. Coupled with a priori knowledge of major sound speed distributions, physical attenuation values within broad ranges, and the assumption of homogeneity within segmented regions, an attenuation image representative of region bulk properties is constructed by solving a penalized weighted least squares optimization problem. This is in contradistinction to absorption or to conventional attenuation coefficient based on overall insertion loss with strong dependence on sound speed and impedance mismatches at tissue boundaries. This imaged property will be referred to as the bulk attenuation coefficient. The algorithm is demonstrated on an opposed array setup, with mean-squared-error improvements from 0.6269 to 0.0424 (dB/cm/MHz)2 for a cylindrical phantom, and 0.1622 to 0.0256 (dB/cm/MHz)2 for a windowed phantom.
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Affiliation(s)
- Fong Ming Hooi
- Department of Radiology, University of Michigan, Ann Arbor, Michigan 48109-5667, USA
| | - Oliver Kripfgans
- Department of Radiology, University of Michigan, Ann Arbor, Michigan 48109-5667, USA
| | - Paul L Carson
- Department of Radiology, University of Michigan, Ann Arbor, Michigan 48109-5667, USA
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Vaughan CL, Douglas TS, Said-Hartley Q, Baasch RV, Boonzaier JA, Goemans BC, Harverson J, Mingay MW, Omar S, Smith RV, Venter NC, Wilson HS. Testing a dual-modality system that combines full-field digital mammography and automated breast ultrasound. Clin Imaging 2016; 40:498-505. [PMID: 27133694 PMCID: PMC4853655 DOI: 10.1016/j.clinimag.2015.11.024] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/12/2015] [Revised: 11/02/2015] [Accepted: 11/23/2015] [Indexed: 11/24/2022]
Abstract
PURPOSE The aim of this study was to test a novel dual-modality imaging system that combines full-field digital mammography (FFDM) and automated breast ultrasound (ABUS) in a single platform. Our Aceso system, named after the Greek goddess of healing, was specifically designed for the early detection of cancer in women with dense breast tissue. MATERIALS AND METHODS Aceso was first tested using two industry standards: a Contrast Detail Mammography (CDMAM) phantom as endorsed by European Reference Organisation for Quality Assured Breast Screening and Diagnostic Services was used to assess the FFDM images; and the CIRS 040GSE ultrasound phantom was imaged to evaluate the quality of the ABUS images. In addition, 58 women participated in a clinical trial: 51 were healthy volunteers aged between 40 and 65, while 7 were patients referred by the breast clinic, 6 of whom had biopsy-proven breast cancer. RESULTS The CDMAM tests showed that the FFDM results were "acceptable" but fell short of "achievable" which was attributed to the low dose used. The ABUS images had good depth penetration (80 mm) and adequate axial resolution (0.5 mm), but the lateral resolution of 2 mm was judged to be too coarse. In a 42-year-old volunteer with extremely dense breast tissue, the ABUS modality detected a lesion (a benign cyst) that was mammographically occult in the FFDM image. For a 73-year-old patient with fatty breasts, a malignant lesion was successfully detected and co-registered in the FFDM and ABUS images. On average, each woman spent less than 11 min in the acquisition room. CONCLUSIONS While there is room for improvement in the quality of both the FFDM and ABUS images, Aceso has demonstrated its ability to acquire clinically meaningful images for a range of women with varying breast densities and, therefore, has potential as a screening device.
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Affiliation(s)
- Christopher L Vaughan
- CapeRay Medical (Pty) Ltd, Suite 2, 51 Bell Crescent, Westlake Business Park, Western Cape 7945, South Africa; MRC/UCT Medical Imaging Research Unit, Faculty of Health Sciences, University of Cape Town, Observatory, Western Cape 7925, South Africa.
| | - Tania S Douglas
- CapeRay Medical (Pty) Ltd, Suite 2, 51 Bell Crescent, Westlake Business Park, Western Cape 7945, South Africa; MRC/UCT Medical Imaging Research Unit, Faculty of Health Sciences, University of Cape Town, Observatory, Western Cape 7925, South Africa
| | - Qonita Said-Hartley
- Department of Radiology, Groote Schuur Hospital, Observatory, Western Cape 7925, South Africa
| | - Roland V Baasch
- CapeRay Medical (Pty) Ltd, Suite 2, 51 Bell Crescent, Westlake Business Park, Western Cape 7945, South Africa
| | - James A Boonzaier
- CapeRay Medical (Pty) Ltd, Suite 2, 51 Bell Crescent, Westlake Business Park, Western Cape 7945, South Africa
| | - Brian C Goemans
- CapeRay Medical (Pty) Ltd, Suite 2, 51 Bell Crescent, Westlake Business Park, Western Cape 7945, South Africa
| | - John Harverson
- CapeRay Medical (Pty) Ltd, Suite 2, 51 Bell Crescent, Westlake Business Park, Western Cape 7945, South Africa
| | - Michael W Mingay
- CapeRay Medical (Pty) Ltd, Suite 2, 51 Bell Crescent, Westlake Business Park, Western Cape 7945, South Africa
| | - Shuaib Omar
- CapeRay Medical (Pty) Ltd, Suite 2, 51 Bell Crescent, Westlake Business Park, Western Cape 7945, South Africa
| | - Raphael V Smith
- CapeRay Medical (Pty) Ltd, Suite 2, 51 Bell Crescent, Westlake Business Park, Western Cape 7945, South Africa
| | - Nielen C Venter
- CapeRay Medical (Pty) Ltd, Suite 2, 51 Bell Crescent, Westlake Business Park, Western Cape 7945, South Africa
| | - Heidi S Wilson
- CapeRay Medical (Pty) Ltd, Suite 2, 51 Bell Crescent, Westlake Business Park, Western Cape 7945, South Africa
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Hooi FM, Carson PL. First-arrival traveltime sound speed inversion with a priori information. Med Phys 2015; 41:082902. [PMID: 25086559 DOI: 10.1118/1.4885955] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022] Open
Abstract
PURPOSE A first-arrival travel-time sound speed algorithm presented by Tarantola [Inverse Problem Theory and Methods for Model Parameter Estimation (SIAM, Philadelphia, PA, 2005)] is adapted to the medical ultrasonics setting. Through specification of a covariance matrix for the object model, the algorithm allows for natural inclusion of physical a priori information of the object. The algorithm's ability to accurately and robustly reconstruct a complex sound speed distribution is demonstrated on simulation and experimental data using a limited aperture. METHODS The algorithm is first demonstrated generally in simulation with a numerical breast phantom imaged in different geometries. As this work is motivated by the authors' limited aperture dual sided ultrasound breast imaging system, experimental data are acquired with a Verasonics system with dual, 128 element, linear L7-4 arrays. The transducers are automatically calibrated for usage in the eikonal forward model.A priori information such as knowledge of correlated regions within the object is obtained via segmentation of B-mode images generated from synthetic aperture imaging. RESULTS As one illustration of the algorithm's facility for inclusion ofa priori information, physically grounded regularization is demonstrated in simulation. The algorithm's practicality is then demonstrated through experimental realization in limited aperture cases. Reconstructions of sound speed distributions of various complexity are improved through inclusion of a priori information. The sound speed maps are generally reconstructed with accuracy within a few m/s. CONCLUSIONS This paper demonstrates the ability to form sound speed images using two opposed commercial linear arrays to mimic ultrasound image acquisition in the compressed mammographic geometry. The ability to create reasonably good speed of sound images in the compressed mammographic geometry allows images to be readily coregistered to tomosynthesis image volumes for breast cancer detection and characterization studies.
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Affiliation(s)
- Fong Ming Hooi
- Department of Radiology, University of Michigan, Ann Arbor, Michigan 48103
| | - Paul L Carson
- Department of Radiology, University of Michigan, Ann Arbor, Michigan 48103
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Jiang WW, Li C, Li AH, Zheng YP. A novel breast ultrasound system for providing coronal images: system development and feasibility study. ULTRASONICS 2015; 56:427-434. [PMID: 25287975 DOI: 10.1016/j.ultras.2014.09.009] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/09/2014] [Revised: 09/10/2014] [Accepted: 09/16/2014] [Indexed: 06/03/2023]
Abstract
Breast ultrasound images along coronal plane contain important diagnosis information. However, conventional clinical 2D ultrasound cannot provide such images. In order to solve this problem, we developed a novel ultrasound system aimed at providing breast coronal images. In this system, a spatial sensor was fixed on an ultrasound probe to obtain the image spatial data. A narrow-band rendering method was used to form coronal images based on B-mode images and their corresponding spatial data. Software was developed for data acquisition, processing, rendering and visualization. In phantom experiments, 20 inclusions with different size (5-20 mm) were measured using this new system. The results obtained by the new method well correlated with those measured by a micrometer (y=1.0147x, R(2)=0.9927). The phantom tests also showed that this system had excellent intra- and inter-operator repeatability (ICC>0.995). Three subjects with breast lesions were scanned in vivo using this new system and a commercially available three-dimensional (3D) probe. The average scanning times for the two systems were 64 s and 74 s, respectively. The results revealed that this new method required shorter scanning time. The tumor sizes measured on the coronal plane provided by the new method were smaller by 5.6-11.9% in comparison with the results of the 3D probe. The phantom tests and preliminary subject tests indicated the feasibility of this system for clinical applications by providing additional information for clinical breast ultrasound diagnosis.
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Affiliation(s)
- Wei-wei Jiang
- Interdisciplinary Division of Biomedical Engineering, The Hong Kong Polytechnic University, Kowloon, Hong Kong, China
| | - Cheng Li
- Department of Ultrasound, State Key Laboratory of Oncology in Southern China, Sun Yat-Sen University Cancer Center, Guangzhou, China; Department of Ultrasound, Hospital of Traditional Chinese Medicine of Zhongshan, Zhongshan, China
| | - An-hua Li
- Department of Ultrasound, State Key Laboratory of Oncology in Southern China, Sun Yat-Sen University Cancer Center, Guangzhou, China
| | - Yong-Ping Zheng
- Interdisciplinary Division of Biomedical Engineering, The Hong Kong Polytechnic University, Kowloon, Hong Kong, China.
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Jiang WW, Li AH, Zheng YP. A semi-automated 3-D annotation method for breast ultrasound imaging: system development and feasibility study on phantoms. ULTRASOUND IN MEDICINE & BIOLOGY 2014; 40:434-446. [PMID: 24315389 DOI: 10.1016/j.ultrasmedbio.2013.10.001] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/02/2013] [Revised: 10/01/2013] [Accepted: 10/07/2013] [Indexed: 06/02/2023]
Abstract
Spatial annotation is an essential step in breast ultrasound imaging, because the follow-up diagnosis and treatment are based on this annotation. However, the current method for annotation is manual and highly dependent on the operator's experience. Moreover, important spatial information, such as the probe tilt angle, cannot be indicated in the clinical 2-D annotations. To solve these problems, we developed a semi-automated 3-D annotation method for breast ultrasound imaging. A spatial sensor was fixed on an ultrasound probe to obtain the image spatial data. Three-dimensional virtual models of breast and probe were used to annotate image locations. After the reference points were recorded, this system displayed the image annotations automatically. Compared with the conventional manual annotation method, this new annotation system has higher accuracy as indicated by the phantom test results. In addition, this new annotation method has good repeatability, with intra-class correlation coefficients of 0.907 (average variation: ≤3.45%) and 0.937 (average variation: ≤2.85%) for the intra-rater and inter-rater tests, respectively. Breast phantom experiments simulating clinical breast scanning further indicated the feasibility of this system for clinical applications. This new annotation method is expected to facilitate more accurate, intuitive and rapid breast ultrasound diagnosis.
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Affiliation(s)
- Wei-wei Jiang
- Interdisciplinary Division of Biomedical Engineering, The Hong Kong Polytechnic University, Kowloon, Hong Kong, China
| | - An-hua Li
- Department of Ultrasound, State Key Laboratory of Oncology in Southern China, Sun Yat-Sen University Cancer Center, Guangzhou, China
| | - Yong-Ping Zheng
- Interdisciplinary Division of Biomedical Engineering, The Hong Kong Polytechnic University, Kowloon, Hong Kong, China.
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Hsu CML, Palmeri ML, Segars WP, Veress AI, Dobbins JT. Generation of a suite of 3D computer-generated breast phantoms from a limited set of human subject data. Med Phys 2013; 40:043703. [PMID: 23556929 DOI: 10.1118/1.4794924] [Citation(s) in RCA: 24] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/19/2023] Open
Abstract
PURPOSE The authors previously reported on a three-dimensional computer-generated breast phantom, based on empirical human image data, including a realistic finite-element based compression model that was capable of simulating multimodality imaging data. The computerized breast phantoms are a hybrid of two phantom generation techniques, combining empirical breast CT (bCT) data with flexible computer graphics techniques. However, to date, these phantoms have been based on single human subjects. In this paper, the authors report on a new method to generate multiple phantoms, simulating additional subjects from the limited set of original dedicated breast CT data. The authors developed an image morphing technique to construct new phantoms by gradually transitioning between two human subject datasets, with the potential to generate hundreds of additional pseudoindependent phantoms from the limited bCT cases. The authors conducted a preliminary subjective assessment with a limited number of observers (n = 4) to illustrate how realistic the simulated images generated with the pseudoindependent phantoms appeared. METHODS Several mesh-based geometric transformations were developed to generate distorted breast datasets from the original human subject data. Segmented bCT data from two different human subjects were used as the "base" and "target" for morphing. Several combinations of transformations were applied to morph between the "base' and "target" datasets such as changing the breast shape, rotating the glandular data, and changing the distribution of the glandular tissue. Following the morphing, regions of skin and fat were assigned to the morphed dataset in order to appropriately assign mechanical properties during the compression simulation. The resulting morphed breast was compressed using a finite element algorithm and simulated mammograms were generated using techniques described previously. Sixty-two simulated mammograms, generated from morphing three human subject datasets, were used in a preliminary observer evaluation where four board certified breast radiologists with varying amounts of experience ranked the level of realism (from 1 = "fake" to 10 = "real") of the simulated images. RESULTS The morphing technique was able to successfully generate new and unique morphed datasets from the original human subject data. The radiologists evaluated the realism of simulated mammograms generated from the morphed and unmorphed human subject datasets and scored the realism with an average ranking of 5.87 ± 1.99, confirming that overall the phantom image datasets appeared more "real" than "fake." Moreover, there was not a significant difference (p > 0.1) between the realism of the unmorphed datasets (6.0 ± 1.95) compared to the morphed datasets (5.86 ± 1.99). Three of the four observers had overall average rankings of 6.89 ± 0.89, 6.9 ± 1.24, 6.76 ± 1.22, whereas the fourth observer ranked them noticeably lower at 2.94 ± 0.7. CONCLUSIONS This work presents a technique that can be used to generate a suite of realistic computerized breast phantoms from a limited number of human subjects. This suite of flexible breast phantoms can be used for multimodality imaging research to provide a known truth while concurrently producing realistic simulated imaging data.
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Affiliation(s)
- Christina M L Hsu
- Department of Biomedical Engineering, Duke University, Durham, North Carolina 27708, USA.
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Sechopoulos I. A review of breast tomosynthesis. Part II. Image reconstruction, processing and analysis, and advanced applications. Med Phys 2013; 40:014302. [PMID: 23298127 PMCID: PMC3548896 DOI: 10.1118/1.4770281] [Citation(s) in RCA: 118] [Impact Index Per Article: 9.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/13/2012] [Revised: 11/16/2012] [Accepted: 11/16/2012] [Indexed: 02/03/2023] Open
Abstract
Many important post-acquisition aspects of breast tomosynthesis imaging can impact its clinical performance. Chief among them is the reconstruction algorithm that generates the representation of the three-dimensional breast volume from the acquired projections. But even after reconstruction, additional processes, such as artifact reduction algorithms, computer aided detection and diagnosis, among others, can also impact the performance of breast tomosynthesis in the clinical realm. In this two part paper, a review of breast tomosynthesis research is performed, with an emphasis on its medical physics aspects. In the companion paper, the first part of this review, the research performed relevant to the image acquisition process is examined. This second part will review the research on the post-acquisition aspects, including reconstruction, image processing, and analysis, as well as the advanced applications being investigated for breast tomosynthesis.
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Affiliation(s)
- Ioannis Sechopoulos
- Department of Radiology and Imaging Sciences, Emory University, Atlanta, GA, USA
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12
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Noroozian M, Hadjiiski L, Rahnama-Moghadam S, Klein KA, Jeffries DO, Pinsky RW, Chan HP, Carson PL, Helvie MA, Roubidoux MA. Digital breast tomosynthesis is comparable to mammographic spot views for mass characterization. Radiology 2011; 262:61-8. [PMID: 21998048 DOI: 10.1148/radiol.11101763] [Citation(s) in RCA: 115] [Impact Index Per Article: 8.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Abstract
PURPOSE To determine if digital breast tomosynthesis (DBT) performs comparably to mammographic spot views (MSVs) in characterizing breast masses as benign or malignant. MATERIALS AND METHODS This IRB-approved, HIPAA-compliant reader study obtained informed consent from all subjects. Four blinded Mammography Quality Standards Act-certified academic radiologists individually evaluated DBT images and MSVs of 67 masses (30 malignant, 37 benign) in 67 women (age range, 34-88 years). Images were viewed in random order at separate counterbalanced sessions and were rated for visibility (10-point scale), likelihood of malignancy (12-point scale), and Breast Imaging Reporting and Data System (BI-RADS) classification. Differences in mass visibility were analyzed by using the Wilcoxon matched-pairs signed-ranks test. Reader performance was measured by calculating the area under the receiver operating characteristic curve (A(z)) and partial area index above a sensitivity threshold of 0.90 (A(z)(0.90)) by using likelihood of malignancy ratings. Masses categorized as BI-RADS 4 or 5 were compared with histopathologic analysis to determine true-positive results for each modality. RESULTS Mean mass visibility ratings were slightly better with DBT (range, 3.2-4.4) than with MSV (range, 3.8-4.8) for all four readers, with one reader's improvement achieving statistical significance (P = .001). The A(z) ranged 0.89-0.93 for DBT and 0.88-0.93 for MSV (P ≥ .23). The A(z)((0.90)) ranged 0.36-0.52 for DBT and 0.25-0.40 for MSV (P ≥ .20). The readers characterized seven additional malignant masses as BI-RADS 4 or 5 with DBT than with MSV, at a cost of five false-positive biopsy recommendations, with a mean of 1.8 true-positive (range, 0-3) and 1.3 false-positive (range, -1 to 4) assessments per reader. CONCLUSION In this small study, mass characterization in terms of visibility ratings, reader performance, and BI-RADS assessment with DBT was similar to that with MSVs. Preliminary findings suggest that MSV might not be necessary for mass characterization when performing DBT.
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Affiliation(s)
- Mitra Noroozian
- Department of Radiology, University of Michigan Health System, 1500 E Medical Center Dr, SPC 5326, Ann Arbor, MI 48109, USA.
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Abstract
PURPOSE To evaluate the clinical performance of a hybrid scanner that uses dual-modality tomosynthesis (DMT) and technetium 99m sestamibi to provide coregistered anatomic and functional breast images in three dimensions. MATERIALS AND METHODS A prospective pilot evaluation of the scanner was performed in women scheduled to undergo breast biopsy after institutional review board approval and informed consent were obtained. All subject data were handled in compliance with the rules and regulations concerning the privacy and security of protected health information under HIPAA. The study included 17 women (mean age, 53 years; age range, 44-67 years) and 21 biopsy-sampled lesions. Results of DMT scanning were compared with histopathologic results for the 21 lesions. RESULTS Of the 21 lesions, seven were malignant, and 14 were benign. Among the 13 subjects with one lesion each, three had positive biopsy results, and 10 had negative biopsy results. Among the four subjects with two lesions, the biopsy results were as follows: bilateral in one, both negative; bilateral in one, both positive; unilateral in two, one positive and one negative. The sensitivity, specificity, positive predictive value, negative predictive value, and accuracy of DMT scanning were 86%, 100%, 100%, 93%, and 95%, respectively. CONCLUSION Pilot clinical evaluation of the DMT scanner suggests that it is a feasible and accurate method with which to detect and diagnose breast cancer. Systems such as the DMT scanner that are designed specifically for three-dimensional multimodality breast imaging could make possible some of the advances in tumor detection, localization, and characterization of breast cancer that are now being observed with whole-body three-dimensional hybrid systems, such as positron emission tomography/computed tomography (CT) or single photon emission computed tomography/CT.
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Affiliation(s)
- Mark B Williams
- Department of Radiology, University of Virginia, 480 Ray C. Hunt Dr, Snyder Building, Room 156, Charlottesville, VA 22903, USA.
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Carson PL, Fenster A. Anniversary paper: evolution of ultrasound physics and the role of medical physicists and the AAPM and its journal in that evolution. Med Phys 2009; 36:411-28. [PMID: 19291980 DOI: 10.1118/1.2992048] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022] Open
Abstract
Ultrasound has been the greatest imaging modality worldwide for many years by equipment purchase value and by number of machines and examinations. It is becoming increasingly the front end imaging modality; serving often as an extension of the physician's fingers. We believe that at the other extreme, high-end systems will continue to compete with all other imaging modalities in imaging departments to be the method of choice for various applications, particularly where safety and cost are paramount. Therapeutic ultrasound, in addition to the physiotherapy practiced for many decades, is just coming into its own as a major tool in the long progression to less invasive interventional treatment. The physics of medical ultrasound has evolved over many fronts throughout its history. For this reason, a topical review, rather than a primarily chronological one is presented. A brief review of medical ultrasound imaging and therapy is presented, with an emphasis on the contributions of medical physicists, the American Association of Physicists in Medicine (AAPM) and its publications, particularly its journal Medical Physics. The AAPM and Medical Physics have contributed substantially to training of physicists and engineers, medical practitioners, technologists, and the public.
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Affiliation(s)
- Paul L Carson
- Department of Radiology, University of Michigan Health System, 3218C Medical Science I, B Wing SPC 5667, 1301 Catherine Street, Ann Arbor, Michigan 48109-5667, USA.
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