Recent results in nonlinear strain and modulus imaging.

We report a summary of recent developments and current status of our team's efforts to image and quantify in vivo nonlinear strain and tissue mechanical properties. Our work is guided by a focus on applications to cancer diagnosis and treatment using clinical ultrasound imaging and quasi-static tissue deformations. We review our recent developments in displacement estimation from ultrasound image sequences. We discuss cross correlation approaches, regularized optimization approaches, guided search methods, multiscale methods, and hybrid methods. Current implementations can return results of high accuracy in both axial and lateral directions at several frames per second.We compare several strain estimators. Again we see a benefit from a regularized optimization approach. We then discuss both direct and iterative methods to reconstruct tissue mechanical property distributions from measured strain and displacement fields. We review the formulation, discretization, and algorithmic considerations that come into play when attempting to infer linear and nonlinear elastic properties from strain and displacement measurements. Finally we illustrate our progress with example applications in breast disease diagnosis and tumor ablation monitoring. Our current status shows that we have demonstrated quantitative determination of nonlinear parameters in phantoms and in vivo, in the context of 2D models and data. We look forward to incorporating 3D data from 2D transducer arrays to noninvasively create calibrated 3D quantitative maps of nonlinear elastic properties of breast tissues in vivo.

[1]  Assad A Oberai,et al.  Elastic modulus imaging: some exact solutions of the compressible elastography inverse problem , 2007, Physics in medicine and biology.

[2]  Faouzi Kallel,et al.  Tissue elasticity reconstruction using linear perturbation method , 1996, IEEE Trans. Medical Imaging.

[3]  J. Ophir,et al.  Elastography: A Quantitative Method for Imaging the Elasticity of Biological Tissues , 1991, Ultrasonic imaging.

[4]  Tsuyoshi Shiina,et al.  A visualization of nonlinear elasticity property of tissues by ultrasound , 2002 .

[5]  Abbas Samani,et al.  An iterative hyperelastic parameters reconstruction for breast cancer assessment , 2008, SPIE Medical Imaging.

[6]  R Fiocca,et al.  Percutaneous US-guided radio-frequency tissue ablation of liver metastases: treatment and follow-up in 16 patients. , 1997, Radiology.

[7]  Jingfeng Jiang,et al.  A fast hybrid algorithm combining regularized motion tracking and predictive search for reducing the occurrence of large displacement errors , 2011, IEEE Transactions on Ultrasonics, Ferroelectrics and Frequency Control.

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

[9]  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.

[10]  T. Varghese,et al.  A theoretical framework for performance characterization of elastography: the strain filter , 1997, IEEE Transactions on Ultrasonics, Ferroelectrics and Frequency Control.

[11]  T. Hall,et al.  Volumetric Strain Imaging , 2007 .

[12]  Kevin J. Parker,et al.  Feature-adaptive motion tracking of ultrasound image sequences using a deformable mesh , 1998, IEEE Transactions on Medical Imaging.

[13]  C. Vogel Computational Methods for Inverse Problems , 1987 .

[14]  M. Bilgen,et al.  Error analysis in acoustic elastography. II. Strain estimation and SNR analysis. , 1997, The Journal of the Acoustical Society of America.

[15]  A.R. Skovoroda,et al.  Nonlinear elasticity imaging: Theory and phantom study , 2004, IEEE Transactions on Ultrasonics, Ferroelectrics and Frequency Control.

[16]  J. Ophir,et al.  Reduction of signal decorrelation from mechanical compression of tissues by temporal stretching: applications to elastography. , 1997, Ultrasound in medicine & biology.

[17]  E. S. Keeping,et al.  Introduction to statistical inference , 1958 .

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

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

[20]  W. O’Brien,et al.  Flow velocity profile via time-domain correlation: error analysis and computer simulation , 1990, IEEE Transactions on Ultrasonics, Ferroelectrics and Frequency Control.

[21]  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.

[22]  Joseph J O'Hagan,et al.  Measurement of the hyperelastic properties of 44 pathological ex vivo breast tissue samples , 2009, Physics in medicine and biology.

[23]  P. Chaturvedi,et al.  Testing the limitations of 2-D companding for strain imaging using phantoms , 1998, IEEE Transactions on Ultrasonics, Ferroelectrics and Frequency Control.

[24]  Jorge Nocedal,et al.  Algorithm 778: L-BFGS-B: Fortran subroutines for large-scale bound-constrained optimization , 1997, TOMS.

[25]  Tomy Varghese,et al.  Viscoelastic characterization of in vitro canine tissue. , 2004, Physics in medicine and biology.

[26]  Tomy Varghese,et al.  Correlation analysis of three-dimensional strain imaging using ultrasound two-dimensional array transducers. , 2008, The Journal of the Acoustical Society of America.

[27]  M. O’Donnell,et al.  Reduced peak-hopping artifacts in ultrasonic strain estimation using the Viterbi algorithm , 2008, IEEE Transactions on Ultrasonics, Ferroelectrics and Frequency Control.

[28]  W.F. Walker,et al.  A spline-based algorithm for continuous time-delay estimation using sampled data , 2005, IEEE Transactions on Ultrasonics, Ferroelectrics and Frequency Control.

[29]  P. J. Blatz,et al.  On the Mechanical Behavior of Elastic Animal Tissue , 1969 .

[30]  Assad A Oberai,et al.  Quantitative three-dimensional elasticity imaging from quasi-static deformation: a phantom study , 2009, Physics in medicine and biology.

[31]  F. Garbagnati,et al.  Percutaneous RF interstitial thermal ablation in the treatment of hepatic cancer. , 1996, AJR. American journal of roentgenology.

[32]  D. Plewes,et al.  Elastic moduli of normal and pathological human breast tissues: an inversion-technique-based investigation of 169 samples , 2007, Physics in medicine and biology.

[33]  L. Wilson,et al.  Ultrasonic Measurement of Small Displacements and Deformations of Tissue , 1982 .

[34]  Jonathan Ophir,et al.  Analysis of a hybrid spectral strain estimation technique in elastography. , 2006, Physics in medicine and biology.

[35]  Assad A. Oberai,et al.  Adjoint-weighted equation for inverse problems of incompressible plane-stress elasticity , 2009 .

[36]  Jeffrey C Bamber,et al.  Coupling between elastic strain and interstitial fluid flow: ramifications for poroelastic imaging , 2006, Physics in medicine and biology.

[37]  J Jiang,et al.  A parallelizable real-time motion tracking algorithm with applications to ultrasonic strain imaging , 2007, Physics in medicine and biology.

[38]  Jianwen Luo,et al.  Axial strain calculation using a low-pass digital differentiator in ultrasound elastography. , 2004, IEEE transactions on ultrasonics, ferroelectrics, and frequency control.

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

[40]  M. Boyce,et al.  A three-dimensional constitutive model for the large stretch behavior of rubber elastic materials , 1993 .

[41]  Abbas Samani,et al.  Observation of nonlinear shear wave propagation using magnetic resonance elastography , 2004, Magnetic resonance in medicine.

[42]  Graham M. Treece,et al.  Freehand ultrasound elastography with a 3-D probe. , 2008, Ultrasound in medicine & biology.

[43]  T. Krouskop,et al.  Phantom materials for elastography , 1997, IEEE Transactions on Ultrasonics, Ferroelectrics and Frequency Control.

[44]  M. Bilgen,et al.  Dynamics of errors in 3D motion estimation and implications for strain-tensor imaging in acoustic elastography. , 2000, Physics in medicine and biology.

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

[46]  J. Ophir,et al.  Theoretical bounds on strain estimation in elastography , 1995, IEEE Transactions on Ultrasonics, Ferroelectrics and Frequency Control.

[47]  Andres Rahal,et al.  Radiofrequency ablation of hepatic tumors: variability of lesion size using a single ablation device. , 2004, AJR. American journal of roentgenology.

[48]  Gregg Trahey,et al.  Acoustic radiation force impulse imaging: in vivo demonstration of clinical feasibility. , 2002, Ultrasound in medicine & biology.

[49]  G. Gazelle,et al.  Tumor ablation with radio-frequency energy. , 2000, Radiology.

[50]  Rick Chartrand,et al.  Numerical Differentiation of Noisy, Nonsmooth Data , 2011 .

[51]  Tomy Varghese,et al.  Three-dimensional electrode displacement elastography using the Siemens C7F2 fourSight four-dimensional ultrasound transducer. , 2008, Ultrasound in medicine & biology.

[52]  Andrew J. Viterbi,et al.  Error bounds for convolutional codes and an asymptotically optimum decoding algorithm , 1967, IEEE Trans. Inf. Theory.

[53]  M. Bilgen,et al.  Error analysis in acoustic elastography. I. Displacement estimation. , 1997, The Journal of the Acoustical Society of America.

[54]  G. Gazelle,et al.  Thermal ablation therapy for focal malignancy: a unified approach to underlying principles, techniques, and diagnostic imaging guidance. , 2000, AJR. American journal of roentgenology.

[55]  Jingfeng Jiang,et al.  A finite-element approach for Young's modulus reconstruction , 2003, IEEE Transactions on Medical Imaging.

[56]  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.

[57]  B. J. Geiman,et al.  A novel interpolation strategy for estimating subsample speckle motion. , 2000, Physics in medicine and biology.

[58]  Yong Liu,et al.  Higher order stabilized finite element method for hyperelastic finite deformation , 2002 .

[59]  D. R. Veronda,et al.  Mechanical characterization of skin-finite deformations. , 1970, Journal of biomechanics.

[60]  I Céspedes,et al.  Noise reduction in elastograms using temporal stretching with multicompression averaging. , 1996, Ultrasound in medicine & biology.

[61]  M. Fink,et al.  Measurement of elastic nonlinearity of soft solid with transient elastography. , 2003, The Journal of the Acoustical Society of America.

[62]  M. O’Donnell,et al.  Nonlinear elasticity imaging , 2002, 2002 IEEE Ultrasonics Symposium, 2002. Proceedings..

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

[64]  J. Greenleaf,et al.  Ultrasound-stimulated vibro-acoustic spectrography. , 1998, Science.

[65]  M. Bilgen,et al.  Wavelet transform-based strain estimator for elastography , 1999, IEEE Transactions on Ultrasonics, Ferroelectrics and Frequency Control.

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

[67]  T. Hall,et al.  A novel performance descriptor for ultrasonic strain imaging: a preliminary study , 2006, IEEE Transactions on Ultrasonics, Ferroelectrics and Frequency Control.

[68]  E. Madsen,et al.  Nonlinear elastic behavior of phantom materials for elastography , 2010, Physics in medicine and biology.

[69]  M. O’Donnell,et al.  Reconstructive elasticity imaging for large deformations , 1999, IEEE Transactions on Ultrasonics, Ferroelectrics and Frequency Control.

[70]  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.