1
|
Koda R, Taniguchi H, Konno K, Yamakoshi Y. B-line Elastography Measurement of Lung Parenchymal Elasticity. ULTRASONIC IMAGING 2023; 45:30-41. [PMID: 36631936 DOI: 10.1177/01617346221149141] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/17/2023]
Abstract
This paper proposes a method to determine the elasticity of the lung parenchyma from the B-line Doppler signal observed using continuous shear wave elastography, which uses a small vibrator placed on the tissue surface to propagate continuous shear waves with a vibration frequency of approximately 100 Hz. Since the B-line is generated by multiple reflections in fluid-storing alveoli near the lung surface, the ultrasonic multiple-reflection signal from the B-line is affected by the Doppler shift due to shear waves propagating in the lung parenchyma. When multiple B-lines are observed, the propagation velocity can be estimated by measuring the difference in propagation time between the B-lines. Therefore, continuous shear wave elastography can be used to determine the elasticity of the lung parenchyma by measuring the phase difference of shear wave between the B-lines. In this study, three elastic sponges (soft, medium, and hard) with embedded glass beads were used to simulate fluid-storing alveoli. Shear wave velocity measured using the proposed method was compared with that calculated using Young's modulus obtained from compression measurement. Using the proposed method, the measured shear wave velocities (mean ± S.D.) were 3.78 ± 0.23, 4.24 ± 0.12, and 5.06 ± 0.05 m/s for soft, medium, and hard sponges, respectively, which deviated by a maximum of 5.37% from the values calculated using the measured Young's moduli. The shear wave velocities of the sponge phantom were in a velocity range similar to the mean shear wave velocities of healthy and diseased lungs reported by magnetic resonance elastography (3.25 and 4.54 m/s, respectively). B-line elastography may enable emergency diagnoses of acute lung disease using portable ultrasonic echo devices.
Collapse
Affiliation(s)
- Ren Koda
- Graduate School of Science and Technology, Gunma University, Kiryu, Gunma, Japan
| | - Hayato Taniguchi
- Department of Emergency Medicine, Graduate School of Medicine, Yokohama City University, Yokohama, Kanagawa, Japan
| | - Kei Konno
- Clinical Laboratory Medicine, Jichi Medical University, Shimotsuke, Tochigi, Japan
| | - Yoshiki Yamakoshi
- Graduate School of Science and Technology, Gunma University, Kiryu, Gunma, Japan
| |
Collapse
|
2
|
Free and Forced Convective Flow in Pleural Fluid with Effect of Injection between Different Permeable Regions. COATINGS 2021. [DOI: 10.3390/coatings11111313] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Pleural effusion is an interruption of a pleural cavity in the lung wall. The lung and chest wall reversal process leads to pleural fluid aggregation in the pleural space. The parietal lymphatic expansion occurs because of increased pleural fluid. This model has been developed to obtain new results of respiratory tract infections, and also investigated the reaction of injection on an unstable free and forced convection flow of visceral pleural fluid transports in two different vertical porous regions. Finally, the model gives an impact of COVID-19 in the human respiratory tract, as it helps to anticipate early summary of establishing current pandemic infection. Results are computed analytically and plotted graphically for various physical parameters. The main highlights of this paper are mixed convection has been investigated mathematically in porous media, the effect of temperature and velocity field of pleural fluid was analyzed based on human lung mechanism, heat exchange associates with mucus layer and pleural fluid layer corresponding to thermal radiation and heat absorption, contribution of injection parameter over the region’s mucus and pleural phase, it has shown high sensitivity flow in diagnosis of COVID-19 due to pleural effusion.
Collapse
|
3
|
Wiley BM, Zhou B, Pandompatam G, Zhou J, Kucuk HO, Zhang X. Lung Ultrasound Surface Wave Elastography for Assessing Patients With Pulmonary Edema. IEEE Trans Biomed Eng 2021; 68:3417-3423. [PMID: 33848239 DOI: 10.1109/tbme.2021.3072891] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
B-Mode ultrasound insonation of lungs that are dense with extravascular lung water (EVLW) produces characteristic reverberation artifacts termed B-lines. The number of B-lines present demonstrates reasonable correlation to the amount of EVLW. However, analysis of B-line artifacts generated by this modality is semi-quantitative relying on visual interpretation, and as a result, can be subject to inter-observer variability. The purpose of this study was to translate the use of a novel, quantitative lung ultrasound surface wave elastography technique (LUSWE) into the bedside assessment of pulmonary edema in patients admitted with acute congestive heart failure. B-mode lung ultrasound and LUSWE assessment of the lungs were performed using anterior and lateral intercostal spaces in the supine patient. 14 patients were evaluated at admission with reassessment performed 1-2 days after initiation of diuretic therapy. Each exam recorded the total lung B-lines, lung surface wave speeds (at 100, 150, and 200 Hz) and net fluid balance. The patient cohort experienced effective diuresis (average net fluid balance of negative 2.1 liters) with corresponding decrease in pulmonary edema visualized by B-mode ultrasound (average decrease of 13 B-Lines). In addition, LUSWE demonstrated a statistically significant reduction in the magnitude of wave speed from admission to follow-up. The reduction in lung surface wave speed suggests a decrease in lung stiffness (decreased elasticity) mediated by successful reduction of pulmonary edema. In summary, LUSWE is a noninvasive technique for quantifying elastic properties of superficial lung tissue that may prove useful as a diagnostic test, performed at the bedside, for the quantitative assessment of pulmonary edema.
Collapse
|
4
|
Zhou B, Bartholmai BJ, Kalra S, Osborn T, Zhang X. Lung mass density prediction using machine learning based on ultrasound surface wave elastography and pulmonary function testing. THE JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA 2021; 149:1318. [PMID: 33639787 PMCID: PMC7904317 DOI: 10.1121/10.0003575] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/21/2020] [Revised: 02/01/2021] [Accepted: 02/05/2021] [Indexed: 05/27/2023]
Abstract
OBJECTIVE The objective of this study is to predict in vivo lung mass density for patients with interstitial lung disease using different gradient boosting decision tree (GBDT) algorithms based on measurements from lung ultrasound surface wave elastography (LUSWE) and pulmonary function testing (PFT). METHODS Age and weight of study subjects (57 patients with interstitial lung disease and 20 healthy subjects), surface wave speeds at three vibration frequencies (100, 150, and 200 Hz) from LUSWE, and predicted forced expiratory volume (FEV1% pre) and ratio of forced expiratory volume to forced vital capacity (FEV1%/FVC%) from PFT were used as inputs while lung mass densities based on the Hounsfield Unit from high resolution computed tomography (HRCT) were used as labels to train the regressor in three GBDT algorithms, XGBoost, CatBoost, and LightGBM. 80% (20%) of the dataset was used for training (testing). RESULTS The results showed that predictions using XGBoost regressor obtained an accuracy of 0.98 in the test dataset. CONCLUSION The obtained results suggest that XGBoost regressor based on the measurements from LUSWE and PFT may be able to noninvasively assess lung mass density in vivo for patients with pulmonary disease.
Collapse
Affiliation(s)
- Boran Zhou
- Department of Radiology, Mayo Clinic, Rochester, Minnesota 55905, USA
| | | | - Sanjay Kalra
- Department of Pulmonary and Critical Care Medicine, Mayo Clinic, Rochester, Minnesota 55905, USA
| | - Thomas Osborn
- Department of Rheumatology, Mayo Clinic, Rochester, Minnesota 55905, USA
| | - Xiaoming Zhang
- Department of Radiology, Mayo Clinic, Rochester, Minnesota 55905, USA
| |
Collapse
|
5
|
Toyoshima Y, Zhou B, Kubo K, An KN, Moran SL, Zhang X, Amadio PC, Zhao C. A non-invasive technique for evaluating carpal tunnel pressure with ultrasound vibro-elastography for patients with carpal tunnel syndrome: A pilot clinical study. J Biomech 2021; 116:110228. [PMID: 33460864 DOI: 10.1016/j.jbiomech.2021.110228] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/09/2020] [Revised: 11/20/2020] [Accepted: 01/03/2021] [Indexed: 11/18/2022]
Abstract
Carpal tunnel syndrome (CTS) is a disorder that affects the median nerve at the wrist sufficient to cause impairment of nerve function. Elevated carpal tunnel pressure (CTP) leads to median nerve pathology, sensory, and motor changes in CTS patient. The techniques to quantify CTP used in clinic are invasive. This study aimed to investigate the feasibility of a noninvasive ultrasound vibro-elastography (UVE) to predict CTP in CTS patients and healthy individuals. The magnitudes of shear wave speed ratio (rSWS) of the 10 CTS patients (10 hands) and 6 healthy individuals (12 hands), and 10 cadaveric hands were compared using UVE. The ratios of intra to extra-carpal tunnel SWS in CTS patients was significantly higher than those in the healthy individuals (p = 0.0008) and cadaveric hands (p = 0.0015) with 500-g tendon tension. We estimated the CTP in the carpal tunnel using the mean rSWS of each group obtained from the present study and the linear approximation obtain from cadaveric hands data with 500-g tendon tension (y = 0.0036x + 1.1413). These results indicated that the elevated pressure applied to the 3rd flexor digitorum superficialis tendon in the carpal tunnel of CTS patients resulted in faster shear wave propagation. These results show that UVE was useful to indirectly estimate the CTP by measuring the rSWS; thus, they are potentially useful for the early diagnosis and assessment of CTS.
Collapse
Affiliation(s)
- Yoichi Toyoshima
- Division of Orthopedic Research, Department of Orthopedic Surgery, Mayo Clinic, Rochester, MN 55905, USA; Department of Orthopedic Surgery Showa University School of Medicine Shinagawa, Tokyo 1428666, Japan
| | - Boran Zhou
- Department of Radiology, Mayo Clinic, Rochester, MN 55905, USA
| | - Kazutoshi Kubo
- Division of Orthopedic Research, Department of Orthopedic Surgery, Mayo Clinic, Rochester, MN 55905, USA; Department of Orthopedic Surgery Showa University School of Medicine Shinagawa, Tokyo 1428666, Japan
| | - Kai-Nan An
- Division of Orthopedic Research, Department of Orthopedic Surgery, Mayo Clinic, Rochester, MN 55905, USA
| | - Steven L Moran
- Division of Plastic and Reconstructive Surgery, Mayo Clinic, Rochester, MN 55905, USA
| | - Xiaoming Zhang
- Department of Radiology, Mayo Clinic, Rochester, MN 55905, USA
| | - Peter C Amadio
- Division of Orthopedic Research, Department of Orthopedic Surgery, Mayo Clinic, Rochester, MN 55905, USA
| | - Chunfeng Zhao
- Division of Orthopedic Research, Department of Orthopedic Surgery, Mayo Clinic, Rochester, MN 55905, USA.
| |
Collapse
|
6
|
Zhou B, Yang X, Zhang X, Curran WJ, Liu T. Ultrasound Elastography for Lung Disease Assessment. IEEE TRANSACTIONS ON ULTRASONICS, FERROELECTRICS, AND FREQUENCY CONTROL 2020; 67:2249-2257. [PMID: 32970595 PMCID: PMC8544928 DOI: 10.1109/tuffc.2020.3026536] [Citation(s) in RCA: 16] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/16/2020] [Accepted: 09/20/2020] [Indexed: 06/11/2023]
Abstract
Ultrasound elastography (US-E) is a noninvasive, safe, cost-effective and reliable technique to assess the mechanical properties of soft tissue and provide imaging biomarkers for pathological processes. Many lung diseases such as acute respiratory distress syndrome, chronic obstructive pulmonary disease, and interstitial lung disease are associated with dramatic changes in mechanical properties of lung tissues. Nevertheless, US-E is rarely used to image the lung because it is filled with air. The large difference in acoustic impedance between air and lung tissue results in the reflection of the ultrasound wave at the lung surface and, consequently, the loss of most ultrasound energy. In recent years, there has been an increasing interest in US-E applications in evaluating lung diseases. This article provides a comprehensive review of the technological advances of US-E research on lung disease diagnosis. We introduce the basic principles and major techniques of US-E and provide information on various applications in lung disease assessment. Finally, the potential applications of US-E to the diagnosis of COVID-19 pneumonia is discussed.
Collapse
Affiliation(s)
- Boran Zhou
- Department of Radiation OncologyEmory UniversityAtlantaGA30322USA
- Winship Cancer Institute, Emory UniversityAtlantaGA30322USA
| | - Xiaofeng Yang
- Department of Radiation OncologyEmory UniversityAtlantaGA30322USA
- Winship Cancer Institute, Emory UniversityAtlantaGA30322USA
| | | | - Walter J. Curran
- Department of Radiation OncologyEmory UniversityAtlantaGA30322USA
- Winship Cancer Institute, Emory UniversityAtlantaGA30322USA
| | - Tian Liu
- Department of Radiation OncologyEmory UniversityAtlantaGA30322USA
- Winship Cancer Institute, Emory UniversityAtlantaGA30322USA
| |
Collapse
|
7
|
Ultrasound Vibroelastography for Evaluation of Secondary Extremity Lymphedema: A Clinical Pilot Study. Ann Plast Surg 2020; 85:S92-S96. [PMID: 32530852 DOI: 10.1097/sap.0000000000002448] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
Abstract
BACKGROUND Lymphedema treatment is an ongoing challenge. It impacts quality of life due to pain, loss of range of motion of the extremity, and repeated episodes of cellulitis. Different modalities have been used to evaluate lymphedema; some are more error-prone and some are more invasive. However, these measurements are poorly standardized, and intrarater and interrater reliabilities are difficult to achieve. This pilot study aims to assess the feasibility of ultrasound vibroelastography for assessing patients with extremity lymphedema via measuring shear wave speeds of subcutaneous tissues. METHODS Patients with clinical and lymphoscintigraphic diagnosis of secondary lymphedema in the extremities without prior surgical treatment were included. A 0.1-s harmonic vibration was generated at three frequencies (100, 150, and 200 Hz) by the indenter of a handheld shaker on the skin. An ultrasound probe was used for noninvasively capturing of wave propagation in the subcutaneous tissue. Wave speeds were measured in the subcutaneous tissues of both the control and affected extremities. RESULTS A total of 11 female patients with secondary lymphedema in the extremities were enrolled in this study. The magnitudes of the wave speeds of the region of interest in the subcutaneous tissue at lymphedema sites in the upper extremity (3.9 ± 0.17 m/s, 5.96 ± 0.67 m/s, and 7.41 ± 1.09 m/s) were statistically higher than those of the control sites (2.1 ± 0.27 m/s, 2.93 ± 0.57 m/s, and 3.56 ± 0.76 m/s) at 100, 150, and 200 Hz (P < 0.05), and at 100 and 200 Hz (P < 0.05) between lymphedema (4.33 ± 0.35 m/s, 4.17 ± 1.00 m/s, and 4.56 ± 0.37 m/s) and controls sites (2.48 ± 0.43 m/s, 2.77 ± 0.55 m/s, and 3.06 ± 0.29 m/s) in the lower extremity. CONCLUSIONS These preliminary data suggest that ultrasound vibroelastography may be useful in the evaluation of secondary lymphedema and can be a valuable tool to noninvasively track treatment progress.
Collapse
|
8
|
Zhou B, Schaefbauer KJ, Egan AM, Carmona Porquera EM, Limper AH, Zhang X. An ex vivo technique for quantifying mouse lung injury using ultrasound surface wave elastography. J Biomech 2020; 98:109468. [PMID: 31708243 PMCID: PMC6930343 DOI: 10.1016/j.jbiomech.2019.109468] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/12/2019] [Revised: 09/13/2019] [Accepted: 10/22/2019] [Indexed: 01/08/2023]
Abstract
Idiopathic pulmonary fibrosis is a progressively fatal disease with limited treatments. The bleomycin mouse model is often used to simulate the disease process in laboratory studies. The aim of this study was to develop an ex vivo technique for assessing mice lung injury using lung ultrasound surface wave elastography (LUSWE) in the bleomycin mouse model. The surface wave speeds were measured at three frequencies of 100, 200, and 300 Hz for mice lungs from control, mild, and severe groups. The results showed significant differences in the lung surface wave speeds, pulse oximetry, and compliance between control mice and mice with severe pulmonary fibrosis. LUSWE is an evolving technique for evaluating lung stiffness and may be useful for assessing pulmonary fibrosis in the bleomycin mouse model.
Collapse
Affiliation(s)
- Boran Zhou
- Department of Radiology, Mayo Clinic, United States
| | | | - Ashley M Egan
- Department of Pulmonary and Critical Care Medicine, Mayo Clinic, United States
| | - Eva M Carmona Porquera
- Thoracic Disease Research Unit, Mayo Clinic, United States; Department of Pulmonary and Critical Care Medicine, Mayo Clinic, United States
| | - Andrew H Limper
- Thoracic Disease Research Unit, Mayo Clinic, United States; Department of Pulmonary and Critical Care Medicine, Mayo Clinic, United States
| | | |
Collapse
|
9
|
Zhang X, Zhou B, Zhang AX. A Pilot Study of Wet Lung Using Lung Ultrasound Surface Wave Elastography in an Ex Vivo Swine Lung Model. APPLIED SCIENCES (BASEL, SWITZERLAND) 2019; 9:3923. [PMID: 36016765 PMCID: PMC9400451 DOI: 10.3390/app9183923] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/11/2023]
Abstract
Extravascular lung water (EVLW) is a basic symptom of congestive heart failure and other conditions. Computed tomography (CT) is standard to assess EVLW, but it requires ionizing radiation and radiology facilities. Lung ultrasound reverberation artifacts called B-lines have been used to assess EVLW. However, B-line artifact analysis relies on visual interpretation and subjects to inter-observer variability. We developed lung ultrasound surface wave elastography (LUSWE) to measure lung surface wave speed. This research aims to develop LUSWE to measure the change of lung surface wave speed due to lung water in an ex vivo swine lung model. The surface wave speeds of a fresh ex vivo swine lung were measured at four frequencies of 100 Hz, 200 Hz, 300 Hz, and 400 Hz. An amount of water was then filled into the lung through its trachea. Ultrasound imaging was used to guide the water filling until significant changes were visible on the imaging. The lung surface wave speeds were measured. An additional 120 ml of water was then filled into the lung. The lung surface wave speeds were then measured again. The results demonstrated that the lung surface wave speed decreased with respect to water content.
Collapse
Affiliation(s)
- Xiaoming Zhang
- Department of Radiology, Mayo Clinic, Rochester, MN 55905, USA
| | - Boran Zhou
- Department of Radiology, Mayo Clinic, Rochester, MN 55905, USA
| | - Alex X. Zhang
- Department of Biochemistry and Molecular Biology, Mayo Clinic, Rochester, MN 55905, USA
| |
Collapse
|
10
|
Zhou B, Bartholmai BJ, Kalra S, Osborn TG, Zhang X. Lung US Surface Wave Elastography in Interstitial Lung Disease Staging. Radiology 2019; 291:479-484. [PMID: 30835191 DOI: 10.1148/radiol.2019181729] [Citation(s) in RCA: 21] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/10/2023]
Abstract
Background Lung US surface wave elastography (SWE) can noninvasively quantify lung surface stiffness or fibrosis by evaluating the rate of surface wave propagation. Purpose To assess the utility of lung US SWE for evaluation of interstitial lung disease. Materials and Methods In this prospective study, lung US SWE was used to assess 91 participants (women, 51; men, 40; mean age ± standard deviation [SD], 62.4 years ± 12.9) with interstitial lung disease and 30 healthy subjects (women, 16; men, 14; mean age, 45.4 years ± 14.6) from February 2016 through May 2017. Severity of interstitial lung disease was graded as none (healthy lung [F0]), mild (F1), moderate (F2), or severe (F3) based on pulmonary function tests, high-resolution CT, and clinical assessments. We propagated surface waves on the lung through gentle mechanical excitation of the external chest wall and measured the lung surface wave speed with a US probe. Lung US SWE performance was assessed, and the optimal cutoff wave speed values for fibrosis grades F0 through F3 were determined with receiver operating characteristic (ROC) curve analysis. Results Lung US SWE had a sensitivity of 92% (95% confidence intervals [CI]: 84%, 96%; P < .001) and a specificity of 89% (95% CI: 81%, 94%; P < .001) for differentiating between healthy subjects (F0) and participants with any grade of interstitial lung disease (F1-F3). It had a sensitivity of 50% and a specificity of 81% for differentiating interstitial lung disease grades F0-F2 from F3. The sensitivity was 88% and the specificity was 97% for differentiating between F0 and F1. The highest area under the ROC curve (AUC) values were obtained at 200 Hz and ranged from 0.83 to 0.94 to distinguish between healthy subjects and study participants with any interstitial lung disease. Conclusion Lung US surface wave elastography may be adjunct to high-resolution CT for noninvasive evaluation of interstitial lung disease. © RSNA, 2019 Online supplemental material is available for this article. See also the editorial by Verschakelen in this issue.
Collapse
Affiliation(s)
- Boran Zhou
- From the Departments of Radiology (B.Z., B.J.B., X.Z.), Pulmonary and Critical Care Medicine (S.K.), and Rheumatology (T.G.O.), Mayo Clinic, 200 1st St SW, Rochester, MN 55905
| | - Brian J Bartholmai
- From the Departments of Radiology (B.Z., B.J.B., X.Z.), Pulmonary and Critical Care Medicine (S.K.), and Rheumatology (T.G.O.), Mayo Clinic, 200 1st St SW, Rochester, MN 55905
| | - Sanjay Kalra
- From the Departments of Radiology (B.Z., B.J.B., X.Z.), Pulmonary and Critical Care Medicine (S.K.), and Rheumatology (T.G.O.), Mayo Clinic, 200 1st St SW, Rochester, MN 55905
| | - Thomas G Osborn
- From the Departments of Radiology (B.Z., B.J.B., X.Z.), Pulmonary and Critical Care Medicine (S.K.), and Rheumatology (T.G.O.), Mayo Clinic, 200 1st St SW, Rochester, MN 55905
| | - Xiaoming Zhang
- From the Departments of Radiology (B.Z., B.J.B., X.Z.), Pulmonary and Critical Care Medicine (S.K.), and Rheumatology (T.G.O.), Mayo Clinic, 200 1st St SW, Rochester, MN 55905
| |
Collapse
|