Tracked Regularized Ultrasound Elastography for Targeting Breast Radiotherapy

Tracked ultrasound elastography can be used for guidance in partial breast radiotherapy by visualizing the hard scar tissue around the lumpectomy cavity. For clinical success, the elastography method needs to be robust to the sources of decorrelation between ultrasound images, specifically fluid motions inside the cavity, change of the appearance of speckles caused by compression or physiologic motions, and out-of-plane motion of the probe. In this paper, we present a novel elastography technique that is based on analytic minimization of a regularized cost function. The cost function incorporates similarity of RF data intensity and displacement continuity, making the method robust to small decorrelations present throughout the image. We also exploit techniques from robust statistics to make the method resistant to large decorrelations caused by sources such as fluid motion. The analytic displacement estimation works in real-time. Moreover, the tracked data, used for targeting the radiotherapy, is exploited for discarding frames with excessive out-of-plane motion. Simulation, phantom and patient results are presented.

[1]  Xunchang Chen,et al.  Lateral speckle tracking using synthetic lateral phase , 2004, IEEE Transactions on Ultrasonics, Ferroelectrics and Frequency Control.

[2]  P. Holland,et al.  Robust regression using iteratively reweighted least-squares , 1977 .

[3]  J. Bamber,et al.  Quantitative elasticity imaging: what can and cannot be inferred from strain images. , 2002, Physics in medicine and biology.

[4]  M. O’Donnell,et al.  Internal displacement and strain imaging using ultrasonic speckle tracking , 1994, IEEE Transactions on Ultrasonics, Ferroelectrics and Frequency Control.

[5]  J. Overgaard,et al.  Accelerated partial breast irradiation as part of breast conserving therapy of early breast carcinoma: a systematic review. , 2009, Radiotherapy and oncology : journal of the European Society for Therapeutic Radiology and Oncology.

[6]  C. Abbey,et al.  Linear approach to axial resolution in elasticity imaging , 2004, IEEE Transactions on Ultrasonics, Ferroelectrics and Frequency Control.

[7]  Narendra Ahuja,et al.  Video denoising by combining Kalman and Wiener estimates , 1999, Proceedings 1999 International Conference on Image Processing (Cat. 99CH36348).

[8]  Graham M. Treece,et al.  Uniform precision ultrasound strain imaging , 2009, IEEE Transactions on Ultrasonics, Ferroelectrics and Frequency Control.

[9]  K. Boone,et al.  Effect of skin impedance on image quality and variability in electrical impedance tomography: a model study , 1996, Medical and Biological Engineering and Computing.

[10]  R. F. Wagner,et al.  Statistics of Speckle in Ultrasound B-Scans , 1983, IEEE Transactions on Sonics and Ultrasonics.

[11]  Andrew H. Gee,et al.  3D Elastography Using Freehand Ultrasound , 2004, MICCAI.

[12]  Gregory D. Hager,et al.  Robust elasticity imaging using external tracker , 2009, 2009 IEEE International Symposium on Biomedical Imaging: From Nano to Macro.

[13]  Charles V. Stewart,et al.  Robust Parameter Estimation in Computer Vision , 1999, SIAM Rev..

[14]  T. Hall,et al.  2-D companding for noise reduction in strain imaging , 1998, IEEE Transactions on Ultrasonics, Ferroelectrics and Frequency Control.

[15]  Insana,et al.  Maximum-likelihood approach to strain imaging using ultrasound , 2000, The Journal of the Acoustical Society of America.

[16]  K J Parker,et al.  Multilevel and motion model-based ultrasonic speckle tracking algorithms. , 1998, Ultrasound in medicine & biology.

[17]  T. Varghese,et al.  Ultrasound-based relative elastic modulus imaging for visualizing thermal ablation zones in a porcine model , 2010, Physics in medicine and biology.

[18]  E. Ebbini Phase-coupled two-dimensional speckle tracking algorithm , 2006, IEEE Transactions on Ultrasonics, Ferroelectrics and Frequency Control.

[19]  村上 司,et al.  甲状腺乳頭癌の elastography 所見 , 2005 .

[20]  C. Sumi,et al.  Regularization for ultrasonic measurements of tissue displacement vector and strain tensor , 2008, IEEE Transactions on Ultrasonics, Ferroelectrics and Frequency Control.

[21]  Simon Baker,et al.  Lucas-Kanade 20 Years On: A Unifying Framework , 2004, International Journal of Computer Vision.

[22]  M. Kadour,et al.  Assisted-freehand ultrasound elasticity imaging , 2009, IEEE Transactions on Ultrasonics, Ferroelectrics and Frequency Control.

[23]  J. L. Roux An Introduction to the Kalman Filter , 2003 .

[24]  K. Togashi,et al.  Thyroid gland tumor diagnosis at US elastography. , 2005, Radiology.

[25]  K. R. Raghavan,et al.  Lateral displacement estimation using tissue incompressibility , 1996, IEEE Transactions on Ultrasonics, Ferroelectrics and Frequency Control.

[26]  Gregory D. Hager,et al.  Ultrasound Elastography: A Dynamic Programming Approach , 2008, IEEE Transactions on Medical Imaging.

[27]  Michael I Miga A new approach to elastography using mutual information and finite elements. , 2003, Physics in medicine and biology.

[28]  W. Walker,et al.  A fundamental limit on delay estimation using partially correlated speckle signals , 1995, IEEE Transactions on Ultrasonics, Ferroelectrics and Frequency Control.

[29]  T. Matsumura,et al.  High-speed Freehand Tissue Elasticity Imaging for Breast Diagnosis , 2003 .

[30]  J. Arendt Paper presented at the 10th Nordic-Baltic Conference on Biomedical Imaging: Field: A Program for Simulating Ultrasound Systems , 1996 .

[31]  C. Sumi Displacement vector measurement using instantaneous ultrasound signal phase-multidimensional autocorrelation and Doppler methods , 2008, IEEE Transactions on Ultrasonics, Ferroelectrics and Frequency Control.

[32]  Gregory D. Hager,et al.  Real-Time Regularized Ultrasound Elastography , 2011, IEEE Transactions on Medical Imaging.

[33]  K. Paulsen,et al.  Performance analysis of steady-state harmonic elastography , 2007, Physics in medicine and biology.

[34]  Andrew H. Gee,et al.  A quality-guided displacement tracking algorithm for ultrasonic elasticity imaging , 2009, Medical Image Anal..

[35]  Septimiu E. Salcudean,et al.  Motion Estimation in Ultrasound Images Using Time Domain Cross Correlation With Prior Estimates , 2006, IEEE Transactions on Biomedical Engineering.

[36]  Tomy Varghese,et al.  Young's Modulus Reconstruction for Radio-Frequency Ablation Electrode-Induced Displacement Fields: A Feasibility Study , 2009, IEEE Transactions on Medical Imaging.

[37]  C. S. Spalding,et al.  In vivo real-time freehand palpation imaging. , 2003, Ultrasound in medicine & biology.

[38]  F. Marletta,et al.  List , 1891 .

[39]  H. Ermert,et al.  A time-efficient and accurate strain estimation concept for ultrasonic elastography using iterative phase zero estimation , 1999, IEEE Transactions on Ultrasonics, Ferroelectrics and Frequency Control.

[40]  L. Heuser,et al.  Freehand ultrasound elastography of breast lesions: clinical results. , 2001, Ultrasound in medicine & biology.

[41]  T. Krouskop,et al.  Elastic Moduli of Breast and Prostate Tissues under Compression , 1998, Ultrasonic imaging.

[42]  C. Sumi,et al.  Usefulness of ultrasonic strain measurement- based shear modulus reconstruction for diagnosis and thermal treatment , 2005, IEEE Transactions on Ultrasonics, Ferroelectrics and Frequency Control.

[43]  M. Doyley,et al.  A freehand elastographic imaging approach for clinical breast imaging: system development and performance evaluation. , 2001, Ultrasound in medicine & biology.

[44]  L.N. Bohs,et al.  A novel method for angle independent ultrasonic imaging of blood flow and tissue motion , 1991, IEEE Transactions on Biomedical Engineering.

[45]  H. Hasegawa,et al.  Improving accuracy in estimation of artery-wall displacement by referring to center frequency of RF echo , 2006, IEEE Transactions on Ultrasonics, Ferroelectrics and Frequency Control.

[46]  Michel Bertrand,et al.  Noninvasive vascular elastography: theoretical framework , 2004, IEEE Transactions on Medical Imaging.

[47]  C. Sumi Regularization of tissue shear modulus reconstruction using strain variance , 2008, IEEE Transactions on Ultrasonics, Ferroelectrics and Frequency Control.

[48]  C. Sumi Reconstructions of shear modulus, Poisson's ratio, and density using approximate mean normal stress lambda epsilon alpha alpha as unknown. , 2006, IEEE transactions on ultrasonics, ferroelectrics, and frequency control.

[49]  K J Parker,et al.  Imaging of the elastic properties of tissue--a review. , 1996, Ultrasound in medicine & biology.

[50]  C. J. Kotre,et al.  Assessment of the effects of pixel loss on image quality in direct digital radiography. , 2004, Physics in medicine and biology.

[51]  H. Rivaz Ultrasound Speckle Detection Using Low Order Moments , 2009 .

[52]  Richard W Prager,et al.  An intelligent interface for freehand strain imaging. , 2008, Ultrasound in medicine & biology.

[53]  Richard Szeliski,et al.  Construction of panoramic mosaics with global and lo-cal alignment , 2020 .

[54]  M. Fink,et al.  Ultrafast compound imaging for 2-D motion vector estimation: application to transient elastography , 2002, IEEE Transactions on Ultrasonics, Ferroelectrics and Frequency Control.

[55]  Gregory D. Hager,et al.  Ablation Monitoring with Elastography: 2D In-vivoand 3D Ex-vivoStudies , 2008, MICCAI.

[56]  J. Ophir,et al.  A new elastographic method for estimation and imaging of lateral displacements, lateral strains, corrected axial strains and Poisson's ratios in tissues. , 1998, Ultrasound in medicine & biology.

[57]  Gregory D. Hager,et al.  Tracked Ultrasound Elastography (TrUE) , 2010, MICCAI.

[58]  Ramesh C. Jain,et al.  Using Dynamic Programming for Solving Variational Problems in Vision , 1990, IEEE Trans. Pattern Anal. Mach. Intell..

[59]  J. Ophir,et al.  Myocardial elastography--a feasibility study in vivo. , 2002, Ultrasound in medicine & biology.

[60]  M. Fink,et al.  Shear modulus imaging with 2-D transient elastography , 2002, IEEE Transactions on Ultrasonics, Ferroelectrics and Frequency Control.

[61]  T. Varghese,et al.  Normal and shear strain estimation using beam steering on linear-array transducers. , 2007, Ultrasound in medicine & biology.

[62]  Olivier Basset,et al.  2-D Locally Regularized Tissue Strain Estimation From Radio-Frequency Ultrasound Images: Theoretical Developments and Results on Experimental Data , 2008, IEEE Transactions on Medical Imaging.

[63]  L. S. Taylor,et al.  A unified view of imaging the elastic properties of tissue. , 2005, The Journal of the Acoustical Society of America.

[64]  W. Walker,et al.  A comparison of the performance of time-delay estimators in medical ultrasound , 2003, IEEE Transactions on Ultrasonics, Ferroelectrics and Frequency Control.

[65]  A.H. Gee,et al.  Phase-based ultrasonic deformation estimation , 2008, IEEE Transactions on Ultrasonics, Ferroelectrics, and Frequency Control.

[66]  Gregory D. Hager,et al.  Efficient Region Tracking With Parametric Models of Geometry and Illumination , 1998, IEEE Trans. Pattern Anal. Mach. Intell..

[67]  Frédérique Frouin,et al.  Ultrasound elastography based on multiscale estimations of regularized displacement fields , 2004, IEEE Transactions on Medical Imaging.

[68]  J. Greenleaf,et al.  Selected methods for imaging elastic properties of biological tissues. , 2003, Annual review of biomedical engineering.

[69]  H. Ermert,et al.  A new system for the acquisition of ultrasonic multicompression strain images of the human prostate in vivo , 1999, IEEE Transactions on Ultrasonics, Ferroelectrics and Frequency Control.

[70]  S. Salcudean,et al.  Identifying the mechanical properties of tissue by ultrasound strain imaging. , 2006, Ultrasound in medicine & biology.