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Wang D, Ma Q, Wang Q, Fan Y, Lu S, Su Q, Zhong H, Wan M. Feasibility investigation of logarithmic Nakagami parametric imaging in recovering underestimated perfusion metrics of DCEUS in the uneven acoustic field. Med Phys 2022; 49:2452-2461. [PMID: 35137426 DOI: 10.1002/mp.15527] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/07/2021] [Revised: 01/03/2022] [Accepted: 01/22/2022] [Indexed: 11/08/2022] Open
Abstract
PURPOSE Owing to acoustic-pressure dependence, amplitudes of backscattered-echoes of encapsulated microbubbles (MBs) are unavoidably regulated by an uneven acoustic field, resulting in the misestimation of hemodynamics in conventional amplitude-coding dynamic contrast-enhanced ultrasound (DCEUS) with focused pulse transmission. This study aimed to investigate the feasibility and performance of Nakagami statistical-feature parametric imaging to recover the above misestimation. METHOD Logarithmic Nakagami parameter (m)-coding DCEUS scheme was investigated via simulation and in vitro MB phantoms as well as in vivo kidney-perfusion experiments of four rabbits in the uneven acoustic fields with two different focal depths. In vivo tissue artifacts for m estimation were suppressed by pulse-inversion second-harmonic imaging, and its robustness was enhanced by multiscale moment-estimation strategy. Time-Nakagami-m curves and the corresponding perfusion metrics of intensity and volume were calculated from the logarithmic m-coding DCEUS images within the pre-focal and focal regions. These curves and metrics were further compared with the perfusion curves and metrics estimated from the conventional amplitude-coding images within the same regions. RESULTS Compared with amplitudes of nonlinear scattering MB echoes, their logarithmic m values were relatively independent of the changes in acoustics pressures. Compared with the fixed-scale moment-estimation, the perfusion intensity estimated from logarithmic m-coding DCEUS scheme using multiscale statistical moment-estimation had smaller differences between the pre-focal and focal regions. The differences of perfusion intensity induced by an uneven acoustic field decreased to 3.47 ± 1.58 %. The differences decreased by the logarithmic m-coding DCEUS scheme were further regulated by threshold values of m estimation. CONCLUSIONS The logarithmic m-coding DCEUS scheme could recover the underestimated MB backscattered-echoes and the misestimated perfusion intensity induced by the uneven acoustic field. The scheme had the potential to weaken the limitation of microvasculature identification and hemodynamic characterization marked by MBs within tissues or tumors in the uneven acoustic field. This article is protected by copyright. All rights reserved.
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Affiliation(s)
- Diya Wang
- Key Laboratory of Biomedical Information Engineering of Ministry of Education, School of Life Science and Technology, Xi' an Jiaotong University, Xi' an, 710049, China
| | - Quanlong Ma
- Key Laboratory of Biomedical Information Engineering of Ministry of Education, School of Life Science and Technology, Xi' an Jiaotong University, Xi' an, 710049, China
| | - Qiao Wang
- Key Laboratory of Biomedical Information Engineering of Ministry of Education, School of Life Science and Technology, Xi' an Jiaotong University, Xi' an, 710049, China
| | - Yan Fan
- Alliance Franco-Chinoise, Montreal, H3G 1W7, Canada
| | - Shukuan Lu
- Key Laboratory of Biomedical Information Engineering of Ministry of Education, School of Life Science and Technology, Xi' an Jiaotong University, Xi' an, 710049, China
| | - Qiang Su
- Department of Oncology, Beijing Friendship Hospital Captial Medical Unviersity, Beijing, 100050, China
| | - Hui Zhong
- Key Laboratory of Biomedical Information Engineering of Ministry of Education, School of Life Science and Technology, Xi' an Jiaotong University, Xi' an, 710049, China
| | - Mingxi Wan
- Key Laboratory of Biomedical Information Engineering of Ministry of Education, School of Life Science and Technology, Xi' an Jiaotong University, Xi' an, 710049, China
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Wang D, Liu D, Sang Y, Zhang Y, Wan M, Diederich CJ. In vivo Nakagami-m parametric imaging of microbubble-enhanced ultrasound regulated by RF and VF processing techniques. Med Phys 2020; 47:5659-5668. [PMID: 32965033 DOI: 10.1002/mp.14474] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/14/2020] [Revised: 07/28/2020] [Accepted: 08/19/2020] [Indexed: 12/28/2022] Open
Abstract
PURPOSE Application of the Nakagami statistical model and associated m parameter has the potential to suppress artifacts from adjustable system parameters and operator selections typical in echo amplitude-coded microbubble-enhanced ultrasound (MEUS). However, the feasibility of applying m estimation and determination of the associated Nakagami distribution features for in vivo MEUS remain to be investigated. Sensitivity and discriminability of m-coded MEUS are often limited since raw envelopes are regulated by complex radiofrequency (RF) and video-frequency (VF) processing. This study aims to develop an improved imaging approach for the m parameter estimation which can overcome the above limitations in in vivo condition. METHOD The regulation effects of RF processing of pulse-inversion (PI) harmonic detection techniques and VF processing of logarithmic compression in Nakagami distributions were investigated in MEUS. A window-modulated compounding moment estimator was developed to estimate the MEUS m values. The sensitivity and discriminability of m-coded MEUS were quantified with contrast-to-tissue ratio (CTR), contrast-to-noise ratio (CNR), and axial and lateral resolutions, which were validated through in vivo perfusion experiments on rabbit kidneys. RESULTS Regulated by RF and VF processing, the distributions of MEUS obeyed the Nakagami statistical model. The Nakagami-fitted correlation coefficient was 0.996 ± 0.003 (P < 0.05 in the t test and P < 0.001 in the Kolmogorov-Smirnov test). Among each of the m-coded MEUS methods, the logarithmic m-coded PI-MEUS scheme effectively characterized the peripheral rim perfusion features and details within the renal cortex. The CTR and CNR in this region reached 7.9 ± 1.5 dB and 34.4 ± 1.7 dB, respectively, which were higher than those of standard amplitude-coded MEUS; and the axial and lateral resolutions were 1.02 ± 0.02 and 0.91 ± 0.02 mm, respectively, which were slightly longer than those of amplitude-coded MEUS. CONCLUSIONS The Nakagami statistical model could characterize MEUS even when the envelope distributions were regulated by RF and VF processing. The logarithmic m-coded PI-MEUS scheme significantly improved the sensitivity, discriminability, and robustness of m estimation in MEUS. The scheme provides an option to remove artifacts in echo amplitude-coded MEUS and to distinctly characterize the inherent microvasculature enhanced by microbubbles, with potential to improve and expand the role of MEUS in diagnostic ultrasound.
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Affiliation(s)
- Diya Wang
- Department of Radiation Oncology, University of California, San Francisco, CA, 94115, USA.,Department of Biomedical Engineering, School of Life Science and Technology, Xi' an Jiaotong University, Xi'an, 710049, P. R. China
| | - Dong Liu
- Department of Radiation Oncology, University of California, San Francisco, CA, 94115, USA
| | - Yuchao Sang
- Department of Biomedical Engineering, School of Life Science and Technology, Xi' an Jiaotong University, Xi'an, 710049, P. R. China
| | - Yu Zhang
- Department of Biomedical Engineering, School of Life Science and Technology, Xi' an Jiaotong University, Xi'an, 710049, P. R. China
| | - Mingxi Wan
- Department of Biomedical Engineering, School of Life Science and Technology, Xi' an Jiaotong University, Xi'an, 710049, P. R. China
| | - Chris J Diederich
- Department of Radiation Oncology, University of California, San Francisco, CA, 94115, USA
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Wang D, Zhang X, Sang Y, Qu Z, Su Q, Zhao J, Wan M. Influence of guided waves in bone on pulse-inversion contrast-enhanced ultrasound. Med Phys 2019; 46:3475-3482. [PMID: 31145816 DOI: 10.1002/mp.13634] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/03/2018] [Revised: 05/01/2019] [Accepted: 05/26/2019] [Indexed: 12/21/2022] Open
Abstract
PURPOSE Guided waves generated from bone cortex inevitably act on microbubbles flowing through skeletal muscle capillaries in contrast-enhanced ultrasound (CEUS) and might influence the image quality. However, the action mechanism underlying the guided waves influence is still unknown, especially under contrast pulse-inversion transmission mode. This study aimed to clarify the influence of guided waves on pulse-inversion CEUS, which was investigated via in vitro infusion experiments. METHOD Tibia guided waves were detected at pulse-inversion transmission and then characterized by using a short-time Fourier transform energy distribution. Using results at normal incidence as a baseline, the influence of guided wave dispersion on the contrast and resolution of pulse-inversion CEUS was investigated at an oblique incidence through continuous microbubbles infusion experiments in a vessel-tibia flow phantom. RESULTS Frequency-dispersive property of tibia guided waves was observed at phases 0° and 180°, which improved the contrast of CEUS and reduced its resolution. Pulse-inversion CEUS balanced the contrast enhancement and resolution degeneration induced by guided waves. By contrast, contrast-to-tissue ratio of pulse-inversion CEUS increased by up to 109.1 ± 13.2% (P < 0.05) due to guided waves and its resolution was up to 0.9 ± 0.1 times that of baseline. CONCLUSIONS Alterations of contrast and resolution in pulse-inversion CEUS induced by guided waves might provide an additional assessment for the capillary perfusion in the skeletal muscle near the bone cortex.
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Affiliation(s)
- Diya Wang
- Department of Biomedical Engineering, School of Life Science and Technology, Xi'an Jiaotong University, Xi'an, 710049, China
- University of Montreal Hospital Research Center, Montreal, H2X 0A9, Canada
| | - Xinyu Zhang
- Department of Biomedical Engineering, School of Life Science and Technology, Xi'an Jiaotong University, Xi'an, 710049, China
| | - Yuchao Sang
- Department of Biomedical Engineering, School of Life Science and Technology, Xi'an Jiaotong University, Xi'an, 710049, China
| | - Zhen Qu
- University of Montreal Hospital Research Center, Montreal, H2X 0A9, Canada
| | - Qiang Su
- Department of Oncology, Beijing Friendship Hospital Capital Medical University, Beijing, 100050, China
| | - Jing Zhao
- Department of Ultrasonic Diagnosis, The Second Hospital of Jilin University, Changchun, 130041, China
| | - Mingxi Wan
- Department of Biomedical Engineering, School of Life Science and Technology, Xi'an Jiaotong University, Xi'an, 710049, China
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Wang D, Xu S, Zhang K, Zhang X, Yang X, Xiao M, Su Q, Wan M. A fast scheme for renal microvascular perfusion functional imaging: Assessed by an imaging quality evaluation model. Med Phys 2018; 46:738-745. [PMID: 30585642 DOI: 10.1002/mp.13358] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/07/2018] [Revised: 11/14/2018] [Accepted: 12/14/2018] [Indexed: 11/09/2022] Open
Abstract
PURPOSE This study aimed to develop a fast scheme of multiparametric perfusion functional imaging (PFI) based on dynamic contrast-enhanced ultrasound (DCEUS) for assessing renal microvascular hemodynamics. METHOD The flow process in the DCEUS-based PFI was modified step-by-step to improve its operational efficiency, which was validated through in vivo renal perfusion experiments. A multiparametric model with a comprehensive coefficient of imaging quality (CIQ) was then built on four terms of the average information entropy, contrast, gray, and noise coefficient of PFIs to evaluate the sacrifice of imaging quality during modifications of DCEUS-based PFI. RESULTS The multiparametric model successfully evaluated modifications of DCEUS-based PFI from multiple perspectives (R2 = 0.73, P < 0.01). Compared with the raw scheme in the renal sagittal and coronal planes, the fast PFI scheme significantly improved its operational efficiency by 62.82 ± 1.07% (P < 0.01) and the nine PFIs simultaneously maintained a similar CIQ of 0.26 ± 0.06. CONCLUSIONS The inhomogeneous hemodynamic distributions with a ring-like feature in the renal microvasculature were accurately and efficiently characterized by the fast PFI scheme. The fast PFI scheme can be applied for early diagnosis, follow-up evaluation and monitoring treatment of chronic kidney disease.
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Affiliation(s)
- Diya Wang
- Department of Biomedical Engineering, School of Life Science and Technology, Xi' an Jiaotong University, Xi' an, 710049, China.,Department of Radiology, Radio-Oncology and Nuclear Medicine, Institute of Biomedical Engineering, University of Montreal, Montreal, QC, H2X 0A9, Canada
| | - Shanshan Xu
- Department of Biomedical Engineering, School of Life Science and Technology, Xi' an Jiaotong University, Xi' an, 710049, China
| | - Kejia Zhang
- Department of Plastic and Cosmetic Surgery, The Eastern Division of The First Hospital of Jilin University, Changchun, 130031, China
| | - Xinyu Zhang
- Department of Biomedical Engineering, School of Life Science and Technology, Xi' an Jiaotong University, Xi' an, 710049, China
| | - Xuan Yang
- Department of Biomedical Engineering, School of Life Science and Technology, Xi' an Jiaotong University, Xi' an, 710049, China
| | - Mengnan Xiao
- Department of Biomedical Engineering, School of Life Science and Technology, Xi' an Jiaotong University, Xi' an, 710049, China
| | - Qiang Su
- Department of Oncology, Beijing Friendship Hospital, Capital Medical University, Beijing, 1000050, China
| | - Mingxi Wan
- Department of Biomedical Engineering, School of Life Science and Technology, Xi' an Jiaotong University, Xi' an, 710049, China
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Wang D, Hu H, Zhang X, Su Q, Liu R, Zhong H, Lu S, Wang S, Wan M. Bubble-echo based deconvolution of contrast-enhanced ultrasound imaging: Simulation and experimental validations. Med Phys 2018; 45:4094-4103. [PMID: 30019761 DOI: 10.1002/mp.13097] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/04/2018] [Revised: 07/09/2018] [Accepted: 07/11/2018] [Indexed: 02/05/2023] Open
Abstract
PURPOSE Improvement of both the imaging resolution and the contrast-to-tissue ratio (CTR) is a current emphasis of contrast-enhanced ultrasound (CEUS) for microvascular perfusion imaging. Based on the strong nonlinear characteristics of contrast agents, the CTRs have been significantly enhanced using various advanced CEUS methods. However, the imaging resolution of these methods is limited by the finite bandwidth of the imaging process. This study aimed to propose a bubble-echo based deconvolution (BED) method for CEUS with both improved resolution and CTR. METHOD The method is built on a modified convolution model and uses novel bubble-echo based point-spread-functions to reconstruct the images by regularized inverse Wiener filtering. Performances of the proposed BED for three CEUS modes are investigated through simulations and in vivo perfusion experiments. RESULTS BED of fundamental imaging was found to have the highest improvement in imaging resolution with the resolution gain up to 2.0 ± 0.2 times, which was comparable to the approved cepstrum-based deconvolution (CED). BED of second-harmonic imaging had the best performance in CTR with an enhancement of 9.8 ± 2.3 dB, which was much higher than CED. Pulse inversion BED had both a better resolution and a higher CTR. CONCLUSION All results indicate that BED could obtain CEUS image with both an improved resolution and a high CTR, which has important significance to microvascular perfusion evaluation in deep tissue.
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Affiliation(s)
- Diya Wang
- Department of Biomedical Engineering, School of Life Science and Technology, Xi' an Jiaotong University, Xi'an, 710049, China
- Laboratory of Biorheology and Medical Ultrasonics, University of Montreal Hospital Research Center, Montreal, Quebec, H2X 0A9, Canada
| | - Hong Hu
- Department of Biomedical Engineering, School of Life Science and Technology, Xi' an Jiaotong University, Xi'an, 710049, China
- No. 38 Research Institute of China Electronics Technology Group Corporation, Hefei, 230088, China
| | - Xinyu Zhang
- Department of Biomedical Engineering, School of Life Science and Technology, Xi' an Jiaotong University, Xi'an, 710049, China
| | - Qiang Su
- Department of Oncology, Beijing Friendship Hospital, Capital Medical University, Beijing, 1000050, China
| | - Runna Liu
- Department of Biomedical Engineering, School of Life Science and Technology, Xi' an Jiaotong University, Xi'an, 710049, China
| | - Hui Zhong
- Department of Biomedical Engineering, School of Life Science and Technology, Xi' an Jiaotong University, Xi'an, 710049, China
| | - Shukuan Lu
- Department of Biomedical Engineering, School of Life Science and Technology, Xi' an Jiaotong University, Xi'an, 710049, China
| | - Supin Wang
- Department of Biomedical Engineering, School of Life Science and Technology, Xi' an Jiaotong University, Xi'an, 710049, China
| | - Mingxi Wan
- Department of Biomedical Engineering, School of Life Science and Technology, Xi' an Jiaotong University, Xi'an, 710049, China
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