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Nenadic, Ivan

0009-0009-1178-4836

Mayo Clinic

Northwestern University

Citations 20

From Technical Performance to Clinical Readiness: A Phase-Based Framework for Evidence Standards in Clinical Artificial Intelligence
Nenadic, Ivan , Loring, Zak , Noseworthy, Peter A. , Ahmad, Faraz S. , Vasconcelos, Luiz , Fudim, Marat , Murthy, Venkatesh L. , Vasconcelos, Luiz , Noseworthy, Peter A , Ahmad, Faraz , Nenadic, Ivan

NEJM AI | September 17, 2026 | Volume: 3 | Issue: 10 | Pages: No page available

10.1056/aip2600684 Get It

In vivo open- and closed-chest measurements of left-ventricular myocardial viscoelasticity using lamb wave dispersion ultrasound vibrometry (LDUV): a feasibility study
Nenadic, Ivan , Pislaru, Cristina , Escobar, Daniel, Vasconcelos, Luiz , Greenleaf, James F. , Nenadic, Ivan Z, Urban, Matthew W. , Vasconcelos, Luiz , Pislaru, Cristina , Escobar, Daniel

Biomedical Physics & Engineering Express | April 16, 2018 | Volume: 4 | Issue: 4 | Pages: 047001

10.1088/2057-1976/aabe41 Get It

Abstract Diastolic dysfunction causes close to half of congestive heart failures and is associated with increased stiffness in left-ventricular myocardium. A clinical tool capable of measuring viscoelasticity of the myocardium could be beneficial in clinical settings. We used Lamb wave Dispersion Ultrasound Vibrometry (LDUV) for assessing the feasibility of making in vivo non-invasive measurements of myocardial elasticity and viscosity in pigs. In vivo open-chest measurements of myocardial elasticity and viscosity obtained using a Fourier space based analysis of Lamb wave dispersion are reported. The approach was used to perform ECG-gated transthoracic in vivo measurements of group velocity, elasticity and viscosity throughout a single heart cycle. Group velocity, elasticity and viscosity in the frequency range 50–500 Hz increased from diastole to systole, consistent with contraction and relaxation of the myocardium. Systolic group velocity, elasticity and viscosity were 5.0 m s −1 , 19.1 kPa, 6.8 Pa · s, respectively. In diastole, the measured group velocity, elasticity and viscosity were 1.5 m s −1 , 5.1 kPa and 3.2 Pa · s, respectively.
Attenuation measuring ultrasound shearwave elastography and in vivo application in post-transplant liver patients
Nenadic, Ivan , Qiang, Bo, Zhao, Heng , Sánchez, William , Greenleaf, James F. , Chen, Shigao , Nenadic, Ivan Z, Urban, Matthew W. , Sanchez, William

Physics in Medicine & Biology | December 21, 2016 | Volume: 62 | Issue: 2 | Pages: 484-500

10.1088/1361-6560/aa4f6f Get It

Abstract Ultrasound and magnetic resonance elastography techniques are used to assess mechanical properties of soft tissues. Tissue stiffness is related to various pathologies such as fibrosis, loss of compliance, and cancer. One way to perform elastography is measuring shear wave velocity of propagating waves in tissue induced by intrinsic motion or an external source of vibration, and relating the shear wave velocity to tissue elasticity. All tissues are inherently viscoelastic and ignoring viscosity biases the velocity-based estimates of elasticity and ignores a potentially important parameter of tissue health. We present attenuation measuring ultrasound shearwave elastography (AMUSE), a technique that independently measures both shear wave velocity and attenuation in tissue and therefore allows characterization of viscoelasticity without using a rheological model. The theoretical basis for AMUSE is first derived and validated in finite element simulations. AMUSE is validated against the traditional methods for assessing shear wave velocity (phase gradient) and attenuation (amplitude decay) in tissue mimicking phantoms and excised tissue. The results agreed within one standard deviation. AMUSE was used to measure shear wave velocity and attenuation in 15 transplanted livers in patients with potential acute rejection, and the results were compared with the biopsy findings in a preliminary study. The comparison showed excellent agreement and suggests that AMUSE can be used to separate transplanted livers with acute rejection from livers with no rejection.
Clinical results of ultrasound bladder vibrometry for assessment of bladder compliance
Cheong, Mathew , Denis, Max , Gregory, Adriana , Nenadic, Ivan , Husmann, Douglas A. , Mynderse, Lance A. , Bayat, Mahdi , Kumar, Viksit , Mehrmohammadi, Mohammad , Alizad, Azra , Fatemi, Mostafa

Journal of the Acoustical Society of America | May 6, 2016 | Volume: 139 | Issue: 4_Supplement | Pages: 2176-2176

10.1121/1.4950464 Get It

Healthy human bladder is a viscoelastic shell capable of expanding to allow storage of urine at low pressures. The ability to maintain low pressures as the urine volume increases is called bladder compliance. Compliance is a key in proper functioning of urinary system. Spinal cord injuries and other neurogenic diseases can cause deterioration in bladder expansion capability (e.g., through excessive growth of fibrotic tissue), which in turn can increase the rigidity of the wall and reduce bladder compliance. Urodynamic study (UDS) is the clinical standard for evaluation of the bladder compliance through observation of bladder pressure-volume behavior. However, this method is costly and invasive. Ultrasound bladder vibrometry (UBV) has been introduced as noninvasive technique for evaluation of bladder viscoelasticity through excitation of the bladder using ultrasound radiation force and tracking the resulting Lamb waves. Here, we present the results of UBV from 44 patients undergoing concurrent UDS and UBV studies. Our results show that elasticity parameters obtained from the UBV closely correlate with the UDS pressure-volume data with a median Pearson’s correlation value of more than 0.8. These results prove the potential utility of UBV as an alternative noninvasive method for bladder compliance assessment. [Work supported by NIH grant DK99231.]
Investigation of the effects of myocardial anisotropy for shear wave elastography using impulsive force and harmonic vibration
Qiang, Bo, Song, Pengfei , Nenadic, Ivan , Chen, Shigao , Greenleaf, James F. , Urban, Matthew W. , Nenadic, Ivan Z, Song, Pengfei

Physics in Medicine & Biology | December 16, 2015 | Volume: 61 | Issue: 1 | Pages: 365-382

10.1088/0031-9155/61/1/365 Get It

Abstract The myocardium is known to be an anisotropic medium where the muscle fiber orientation changes through the thickness of the wall. Shear wave elastography methods use propagating waves which are measured by ultrasound or magnetic resonance imaging (MRI) techniques to characterize the mechanical properties of various tissues. Ultrasound- or MR-based methods have been used and the excitation frequency ranges for these various methods cover a large range from 24–500 Hz. Some of the ultrasound-based methods have been shown to be able to estimate the fiber direction. We constructed a model with layers of elastic, transversely isotropic materials that were oriented at different angles to simulate the heart wall in systole and diastole. We investigated the effect of frequency on the wave propagation and the estimation of fiber direction and wave speeds in the different layers of the assembled models. We found that waves propagating at low frequencies such as 30 or 50 Hz showed low sensitivity to the fiber direction but also had substantial bias in estimating the wave speeds in the layers. Using waves with higher frequency content (>200 Hz) allowed for more accurate fiber direction and wave speed estimation. These results have particular relevance for MR- and ultrasound-based elastography applications in the heart.
Characterization of material properties of soft solid thin layers with acoustic radiation force and wave propagation
Nenadic, Ivan , Qiang, Bo, Chen, Shigao , Greenleaf, James F. , Urban, Matthew W. , Nenadic, Ivan Z, Bernal, Miguel

The Journal of the Acoustical Society of America | October 28, 2015 | Volume: 138 | Issue: 4 | Pages: 2499-2507

10.1121/1.4932170 Get It

Evaluation of tissue engineering constructs is performed by a series of different tests. In many cases it is important to match the mechanical properties of these constructs to those of native tissues. However, many mechanical testing methods are destructive in nature which increases cost for evaluation because of the need for additional samples reserved for these assessments. A wave propagation method is proposed for characterizing the shear elasticity of thin layers bounded by a rigid substrate and fluid-loading, similar to the configuration for many tissue engineering applications. An analytic wave propagation model was derived for this configuration and compared against finite element model simulations and numerical solutions from the software package Disperse. The results from the different models found very good agreement. Experiments were performed in tissue-mimicking gelatin phantoms with thicknesses of 1 and 4 mm and found that the wave propagation method could resolve the shear modulus with very good accuracy, no more than 4.10% error. This method could be used in tissue engineering applications to monitor tissue engineering construct maturation with a nondestructive wave propagation method to evaluate the shear modulus of a material.
Simulation of wave propagation in anisotropic and viscoelastic tissues
Qiang, Bo, Aristizabal, Sara , Nenadic, Ivan , McGough, Robert J., Greenleaf, James F. , Urban, Matthew W. , Song, Pengfei , Chen, Shigao

The Journal of the Acoustical Society of America | October 14, 2015 | Volume: 138 | Issue: 3_Supplement | Pages: 1906-1906

10.1121/1.4933994 Get It

Many methods for characterization of the mechanical properties of soft tissues using propagating shear waves have been developed over the past two decades. Most of these methods assume that the shear wave is traveling in an elastic, isotropic tissue. However, many soft tissues are viscoelastic and have material properties that are directionally dependent or anisotropic. We have been developing methods to measure waves propagating in soft tissues to estimate the anisotropic viscoelastic material properties. To refine our measurement methods, we have also developed techniques and models for simulating the wave propagation in these types of materials. We have developed specialized finite element and pseudo-spectral models that can simulate viscoelastic transversely isotropic materials and compared our results with measurements in ex vivo porcine muscle. Additionally, we have developed a finite element model that simulates wave propagation in the myocardium by creating a model of layered transverse isotropic media oriented at different angles. We examined the effect of frequency of the waves for estimating of the angle of propagation. We compared these simulation results with experimental results from an ex vivo porcine left ventricular wall. These simulation methods provide insight for optimizing our measurement methods for in vivo characterization of material properties.
Measuring viscoelasticity of soft tissues using shear and guided waves
Amador, Carolina , Nenadic, Ivan , Zhao, Heng , Greenleaf, James F. , Urban, Matthew W. , Chen, Shigao

The Journal of the Acoustical Society of America | May 21, 2014 | Volume: 135 | Issue: 4_Supplement | Pages: 2218-2218

10.1121/1.4877243 Get It

Elasticity imaging has emerged as a viable clinical tool for assisting in diagnosis of certain diseases such as liver fibrosis and cancer. Many methods have been developed for generating and measuring shear waves in soft tissues. The advantage of using shear waves is that the shear wave velocity is proportional to the mechanical material properties of the tissues under investigation. Soft tissues are inherently viscoelastic and considerable effort has been made to quantify the dispersion, or variation of frequency, of the velocity and attenuation of shear waves. This is accomplished by measuring the shear wave motion and using Fourier-based techniques to extract the shear wave velocity and attenuation. Additional considerations are made in tissues where geometric dispersion is also present such as in the heart. Viscoelastic characterization of the shear viscoelasticity of soft tissues in vivo such as human liver, human kidney, and swine heart will be shown. We will also demonstrate parameterization of the results by using a model-free approach or by fitting the shear wave velocity dispersion to rheological models. The diagnostic value of the viscoelastic parameters will be discussed for each particular application. [This work was supported in part by NIH Grant Nos. DK092255, DK082408, and EB002167.]
Ultrasound bladder vibrometry for evaluation of bladder compliance: Preliminary in vivo results
Nenadic, Ivan , Greenleaf, James F. , Husmann, Douglas A. , Mynderse, Lance A. , Mehrmohammadi, Mohammad , Urban, Matthew W. , Alizad, Azra , Fatemi, Mostafa

The Journal of the Acoustical Society of America | November 1, 2013 | Volume: 134 | Issue: 5_Supplement | Pages: 4011-4011

10.1121/1.4830635 Get It

Bladder compliance is defined as bladder’s ability to expand in volume without a significant change in pressure. The bladder wall is a multi-layered structure including a muscular layer and fibrous connective tissue. As the percent of connective tissue in the bladder interstitium increases compared to smooth muscle, the bladder becomes more rigid and less capable of expanding during filling. Currently, urodynamic studies (UDS) are considered as the clinical gold standard for bladder compliance assessment. This procedure is invasive and is associated with patient discomfort and is expensive. Ultrasound bladder vibrometry (UBV) is a novel acoustic-radiation-forced-based method for noninvasive assessment of bladder compliance. In UBV, an impulsive acoustic radiation force is focused on the bladder wall (under B-mode ultrasound image guidance) to induce vibrations which may be modeled by as a Lamb wave. High frame rate ultrasound is then utilized to detect the induced waves. This wave motion is then used to estimate the viscoelastic properties and the compliance of the bladder wall. Our results reveal a remarkable agreement between UBV and UDS cystometry measures, suggesting the potential of UBV as a viable clinical tool for the assessment of bladder compliance.
Model-free quantification of shear wave velocity and attenuation in tissues and its in vivo application
Nenadic, Ivan , Qiang, Bo, Greenleaf, James F. , Urban, Matthew W. , Chen, Shigao

The Journal of the Acoustical Society of America | November 1, 2013 | Volume: 134 | Issue: 5_Supplement | Pages: 4011-4011

10.1121/1.4830632 Get It

We validate a technique for model-free measurement of shear wave velocity and attenuation. A mechanical shaker was used to excite harmonic plane and cylindrical waves in phantoms and excised tissue. Radiation force was used to excite impulsive cylindrical waves. 2D FFT of the displacement yielded the k-space whose coordinates are frequency and the wave number. The shear wave velocity at each frequency was obtained by finding the maximum at the given frequency in k-space and dividing the frequency coordinate by the wave number coordinate. The attenuation (α) at a given frequency was calculated using α = FWHM × π/√3, where FWHM is the full width at half maximum of the k-space peak along the given frequency. This method was applied to measure shear wave velocity and attenuation of transplanted kidneys and livers, and in the thyroid tumor, and compare it to the healthy tissues. The velocities and attenuations at each frequency for various excitation methods agree within one standard deviation. The k-space estimates of velocity and attenuation agreed with those obtained using the phase gradient (velocity) and amplitude decay (attenuation). The transplanted organs and the thyroid tumor had higher velocity and lower attenuation than healthy tissues.