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Yin, Ziying

0000-0003-3235-966X

Mayo Clinic

Department of Radiology, Mayo Clinic College of Medicine, Rochester, Minnesota, USA.

Citations 16

Directional interface mechanics using magnetic resonance elastography predicts focal tumor recurrence in glioblastomas
Aunan‐Diop, Jan Saip , Friismose, Ancuta Ioana , Hojo, Emi , Ganji, Sandeep , Le, Yuan, Harbo, Frederik, Halle, Bo , Poulsen, Frantz Rom , Yin, Ziying , Hojo, Emi , Ganji, Sandeep K , Halle, Bo , Poulsen, Frantz Rom , Friismose, Ancuta I , Yin, Ziying , Harbo, Frederik Severin Gråe

No container title available | May 18, 2026 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.64898/2026.05.06.26352294 Get It

Abstract Glioblastoma progression is spatially heterogeneous, but conventional imaging provides limited information about where subsequent tumor progression is likely to occur. We developed a directional magnetic resonance elastography (MRE) framework to test whether local post-treatment tumor–brain interface mechanics are associated with later spatial tumor progression. In a secondary analysis of a prospectively acquired glioblastoma cohort, wedge-level viscoelastic instability features were extracted from the first post-treatment MRE scan and related to novel tumor burden on the second post-treatment scan after excluding tumor already present on pretreatment or first post-treatment imaging. Nine patients had longitudinal imaging suitable for spatial comparison; six lesions showed net interval growth and were included in the primary wedge-level directional analysis, while three non-growing lesions were retained for descriptive comparison. In growing lesions, several directional mechanical features were descriptively associated with later novel tumor burden. In cluster-aware models accounting for within-patient dependence among wedges, mean Δtanδ showed the most consistent association with later wedge-level novel tumor fraction across mixed-effects and generalized estimating equation analyses. Associations were directionally stable across wedge-width sensitivity analyses. These findings provide proof of principle that post-treatment glioblastoma interface mechanics contain spatially resolved information related to where later tumor emergence occurs, supporting further validation of directional MRE as a framework for longitudinal mapping of progression geometry.
Tissue Strain Mapping via Magnetic Resonance Elastography Can Be Used to Detect Active Lesion Expansion
Lake, David S. , Manduca, Armando, Huston, J., Ehman, R L, Ehman, Richard L. , Manduca, Armando , Yin, Ziying , Manduca, A , Ehman, Richard , Yin, Ziying

Magnetic Resonance in Medicine | February 19, 2026 | Volume: 96 | Issue: 1 | Pages: 273-286

10.1002/mrm.70311 Get It

ABSTRACT Purpose Active lesion expansion is clinically important because it can indicate disease progression and influence management and treatment planning. However, sequential imaging is often unavailable, and rapid growth can only be inferred from indirect findings such as active perilesional tissue injury. This study aimed to implement and test the feasibility of an MR elastography (MRE)‐based technique for assessing the expansile nature of mass lesions by detecting stiffness changes caused by mechanical strain manifestations in adjacent tissues. Methods A tissue strain mapping (TSM) algorithm was developed using spatial–temporal directional filtering to reveal the presence of perilesional latent strain that is not apparent in conventional MRE inversions. The technical feasibility was tested in tissue‐simulating phantoms containing a mass that was progressively expanded. Preliminary feasibility for clinical application was also demonstrated in representative in vivo examples. Resulting TSM maps were compared with conventional MRE stiffness maps. Results In the phantom experiments, TSM revealed the presence of local strain at the periphery of the expanding mass, with the effect increasing proportionally to the degree of expansion. Conventional MRE did not demonstrate comparable localized stiffening patterns. In vivo examples showed similar perilesional strain features that were not apparent on conventional MRE maps. Conclusion The feasibility of the proposed MRE‐based TSM technique was demonstrated in phantom and preliminary in vivo studies. These findings suggest that the technique is a promising tool for assessing the expansile nature of mass lesions and motivate further development of the TSM processing and exploration of potential clinical applications.
MR Elastography‐Based Slip Interface Imaging for Assessment of Myofascial Interface Mobility in Chronic Low Back Pain: A Pilot Study
Hojo, Emi , Sui, Yi , Shan, Xiang , Rossman, Phillip J. , Waters, Tim, Manduca, Armando , Powell, Garret M. , An, Kai‐Nan, Ehman, Richard L. , Nanda, S. , Chon, Tony Y. , Bauer, Brent A. , Yin, Ziying , Zheng, Keni, Rossman, Phillip, Manduca, A , Ehman, Richard , Yin, Ziying , Sui, Yi , Hojo, Emi , Zheng, Keni , Waters, Tim

Magnetic Resonance in Medicine | October 24, 2025 | Volume: 95 | Issue: 3 | Pages: 1714-1725

10.1002/mrm.70158 Get It

ABSTRACT Purpose Abnormal restrictions at myofascial interfaces are a key factor in chronic low back pain (CLBP) with myofascial pain syndrome (MPS), but no established imaging method exists for quantitative assessment. This pilot study evaluated the clinical feasibility of MR elastography (MRE)‐based slip interface imaging (SII) for visualizing myofascial mobility in CLBP‐MPS patients versus age−/sex‐/BMI‐matched healthy participants. A new SII biomarker, maximal normalized displacement discontinuity (), was introduced, and the previously developed normalized octahedral shear strain (NOSS) map was used for comparison. Preliminary assessments of vibration‐frequency effects, repeatability, and group differences in inter‐muscular mobility were conducted. Methods MRE was conducted at 30, 60, and 90 Hz to compare with NOSS for visualizing inter‐muscular slip interfaces at the quadratus lumborum‐erector spinae (QL‐ES) and erector spinae‐multifidus (ES‐M) muscle boundaries at L3‐L4. Repeatability of and NOSS was assessed at 30 Hz (identified as the best‐performing frequency) using within‐subject coefficients of variation and a linear mixed‐effects model from within‐ and between‐day scans. Clinical feasibility was then assessed via Wilcoxon rank‐sum tests in six CLBP‐MPS patients and matched controls. Results at 30 Hz exhibited superior delineation of slip interfaces compared to higher frequencies and NOSS. demonstrated significantly lower variation and better repeatability than NOSS. Healthy participants showed continuous, well‐defined slip interfaces, whereas CLBP‐MPS patients displayed disrupted interfaces with significant mobility reduction at L4 ES‐M. Conclusion SII with lower vibration frequency and map enhances visualization of lower back myofascial mobility and shows potential for assessing differences between healthy individuals and CLBP‐MPS patients.
Detection of transient tissue displacement using wavelet MR elastography: Phantom validation and in vivo human brain repeatability study
Le, Yuan , Shan, Xiang , Glaser, Kevin J. , Rossman, Phillip J. , Sui, Yi , Manduca, Armando , Ehman, Richard L. , Yin, Ziying , Sui, Yi , Manduca, A , Ehman, Richard , Yin, Ziying , Le, Yuan , Chen, Jun , Huston, John

Magnetic Resonance in Medicine | June 19, 2025 | Volume: 94 | Issue: 5 | Pages: 1997-2009

10.1002/mrm.30612 Get It

AbstractPurposeWhile standard MR elastography (MRE) uses harmonic mechanical waves, there are some applications in which imaging and analysis of transient mechanical motion are of interest. Wavelet MRE has been developed for detecting broadband motion from transient excitation. The goal of this study was to evaluate the accuracy and efficiency of wavelet MRE for transient displacement detection in brain MRE applications.MethodsTransient motion was induced in a gel phantom, while MRE images were acquired using bipolar motion‐encoding gradient (MEG) at multiple frequencies (20–200 Hz). Displacements were estimated using (1) combinations of multiple MEGs forming the wavelet MRE and (2) deconvolution from a single MEG. These estimated displacements were used to calculate the MRE phase for each MEG. Correlation (r2) between the calculated and acquired phases was evaluated.Three healthy volunteers were scanned twice in a clinical scanner using wavelet MRE with an occipital impact. Time‐resolved brain translation, rotation, and maximal principal strain were calculated. Repeatability was assessed both qualitatively and through Pearson correlation.ResultsWavelet MRE outperformed standard MRE in displacement estimation, showing higher correlations between calculated and acquired phase, even with fewer phase offsets. In the volunteer study, consistent temporal motion dynamics and spatial maximal principal strain distributions across repeated scans demonstrated the repeatability of wavelet MRE.ConclusionThis study validated the accuracy and efficiency of wavelet MRE for broadband motion detection and demonstrated its feasibility and repeatability in vivo. This technique shows promise for advancing our understanding of the injury risks and mechanisms associated with sports‐related head trauma.
Repeatability of Magnetic Resonance Elastography‐Derived Mechanical Parameters in Intracranial Meningiomas
Aunan‐Diop, Jan Saip , Friismose, Ancuta Ioana , Halle, Bo , Pedersen, Christian Bonde , Mussmann, Bo Redder , Hojo, Emi , Yin, Ziying , Nortvig, Mathias Just , Lagerstrand, Kerstin , Poulsen, Frantz Rom , Mussmann, Bo , Yin, Ziying , Friismose, Ancuta I , Hojo, Emi , Poulsen, Frantz Rom , Halle, Bo

Journal of Magnetic Resonance Imaging | May 15, 2025 | Volume: 62 | Issue: 4 | Pages: 1047-1058

10.1002/jmri.29825 Get It

ABSTRACTBackgroundMagnetic resonance elastography (MRE) quantifies tissue viscoelasticity, offering insights into intracranial meningiomas. MRE‐derived parameters, including the storage modulus (G') and the magnitude of the complex modulus (|G*|), may aid neurosurgical planning, but their repeatability remains unexplored in brain tumors.Purpose/HypothesisTo evaluate the repeatability of G' and |G*| in meningiomas, the influence of tumor volume and spatial location on variability, and ranking stability across paired elastograms.Study TypeProspective.Population/SubjectsSeventeen paired MRE scans from 16 patients with meningiomas (mean age 64 ± 12 years, 10 females) scheduled for resection.Field Strength/SequenceMRE was performed on a 3 T system using a single‐shot spin‐echo echo‐planar imaging (SE‐EPI) sequence.AssessmentTumors were segmented on contrast‐enhanced T1‐weighted images; distance and volume metrics were extracted. Regions of interest were applied to G' and |G*| elastograms. Repeatability was evaluated using the coefficient of variation (CV%). Ranking stability was assessed by comparing median G' or |G*| values.Statistical TestsThe difference in CV% was assessed using the Wilcoxon signed rank test. Linear regression assessed the effect of tumor volume and distance from the external occipital protuberance (EOP) on CV%. The Wilcoxon signed‐rank test evaluated ranking stability and scan‐rescan CV%. Statistical significance was defined as p < 0.05.ResultsThe difference in CV% G' (14.89 ± 12.32) and CV% |G*| (13.88 ± 12.60) was not significant (p = 0.61). Tumor volume inversely correlated with CV% (G': β = −0.75 |G*|: β = −0.59). Tumor‐EOP distance had no significant effect (G': p = 0.58, |G*|: p = 0.23). Rankings remained stable (G': p = 0.82, |G*|: p = 0.71).Data ConclusionMRE‐derived parameters are repeatable in intracranial meningiomas, with G' and |G*| being equally stable. Larger tumors yielded more consistent estimates. Preserved ranking stability supports the use of MRE in preoperative planning.Evidence Level2.Technical EfficacyStage 2.
Free‐breathing hepatic 2D magnetic resonance elastography
Li, Jiahui , Chen, Jie , Glaser, Kevin J. , Yin, Ziying , Le, Yuan , Shah, Vijay H. , Obrzut, Marzanna, Yin, Ziying , Le, Yuan , Manduca, A , Ehman, Richard , Li, Jiahui , Obrzut, Marzanna , Dzyubak, Bogdan , Chen, Jun , Allen, Alina M. , Venkatesh, Sudhakar K. , Manduca, Armando , Ehman, Richard L. , Yin, Meng

Magnetic Resonance in Medicine | March 11, 2025 | Volume: 93 | Issue: 6 | Pages: 2434-2443

10.1002/mrm.30483 Get It

Abstract Purpose To evaluate the test–retest repeatability of a rapid, free‐breathing two‐dimensional (2D) MR elastography (MRE) technique and to assess the reliability of the liver‐stiffness measurements compared with conventional breath‐hold MREs. Methods Fifteen and 115 participants were enrolled in the technical repeatability and measurement equivalence assessment cohorts, respectively. All participants underwent rapid free‐breathing and conventional breath‐hold 2D MRE (twice in repeatability cohort) on 1.5T scanners. Both methods have four phase offsets over one harmonic motion cycle at 60 Hz; one and 10 cycles were collected and processed in breath‐hold and free‐breathing MREs, respectively. The liver stiffness measurements of free‐breathing (LS F ) and breath‐hold MRE (LS B ) were calculated from manually drawn regions of interest. The repeatability coefficients and Spearman correlation were used to assess technical repeatability and measurement agreement between LS F and LS B . Univariable and multivariable linear regressions were performed to identify potential influencing factors, including age, sex, body mass index, and fat fraction, in the measurement agreement between LS B and LS F . Results The repeatability coefficient of free‐breathing 2D MRE is comparable to breath‐hold MRE (LS F : 20.8%, LS B : 20.4%). LS F showed a strong agreement and significant correlation with LS B (LS F = 1.01 × LS B , ρ = 0.94, p < 0.001). The measurement agreement between LS F and LS B was only significantly affected by sex ( p = 0.047) after adjusting for confounding factors of age, body mass index, and fat fraction. Conclusions The nongated, free‐breathing, multislice 2D MRE technique can provide reliable liver stiffness measurements compared with conventional breath‐hold 2D MRE. It could provide a comfortable alternative method with reliable liver stiffness measurements for patients who have difficulty in suspending respiration.
MR elastography–based slip interface imaging (SII) for functional assessment of myofascial interfaces: A feasibility study
Hojo, Emi , Sui, Yi , Shan, Xiang , Rossman, Phillip J. , Manduca, Armando , Powell, Garret M. , An, Kai‐Nan, Zhao, Kristin D. , Bauer, Brent A. , Yin, Ziying , Zheng, Keni, Rossman, Phillip, Manduca, A , Ehman, Richard , Yin, Ziying , Trentadue, Taylor P , Sui, Yi , Hojo, Emi , Zheng, Keni , An, Kai‐Nan , Ehman, Richard L.

Magnetic Resonance in Medicine | March 25, 2024 | Volume: 92 | Issue: 2 | Pages: 676-687

10.1002/mrm.30087 Get It

AbstractPurposeAbnormal adherence at functional myofascial interfaces is hypothesized as an important phenomenon in myofascial pain syndrome. This study aimed to investigate the feasibility of MR elastography (MRE)–based slip interface imaging (SII) to visualize and assess myofascial mobility in healthy volunteers.MethodsSII was used to assess local shear strain at functional myofascial interfaces in the flexor digitorum profundus (FDP) and thighs. In the FDP, MRE was performed at 90 Hz vibration to each index, middle, ring, and little finger. Two thigh MRE scans were performed at 40 Hz with knees flexed and extended. The normalized octahedral shear strain (NOSS) maps were calculated to visualize myofascial slip interfaces. The entropy of the probability distribution of the gradient NOSS was computed for the two knee positions at the intermuscular interface between vastus lateralis and vastus intermedius, around rectus femoris, and between vastus intermedius and vastus medialis.ResultsNOSS map depicted distinct functional slip interfaces in the FDP for each finger. Compared to knee flexion, clearer slip interfaces and larger gradient NOSS entropy at the vastus lateralis–vastus intermedius interface were observed during knee extension, where the quadriceps are not passively stretched. This suggests the optimal position for using SII to visualize myofascial slip interface in skeletal muscles is when muscles are not subjected to any additional force.ConclusionThe study demonstrated that MRE‐based SII can visualize and assess myofascial interface mobility in extremities. The results provide a foundation for investigating the hypothesis that myofascial pain syndrome is characterized by changes in the mobility of myofascial interfaces.
Association Between Anatomic and Clinical Indicators of Injury Severity After Moderate-Severe Traumatic Brain Injury: A Pilot Study Using Multiparametric Magnetic Resonance Imaging
Esterov, Dmitry , Yin, Ziying , Persaud, Trevor, Shan, Xiang , Murphy, Mathew C., Brown, Allen W. , Yin, Ziying , Ehman, Richard L. , Huston, John

Neurotrauma Reports | March 14, 2024 | Volume: 5 | Issue: 1 | Pages: No page available

10.1089/neur.2023.0122 Get It

This study sought to identify whether an anatomical indicator of injury severity as measured by multiparametric magnetic resonance imaging (MRI) including magnetic resonance elastography (MRE), is predictive of a clinical measure of injury severity after moderate-severe traumatic brain injury (TBI). Nine individuals who were admitted to acute inpatient rehabilitation after moderate-to-severe TBI completed a comprehensive MRI protocol prior to discharge from rehabilitation, which included conventional MRI with diffusion tensor imaging (DTI). Of those, five of nine also underwent brain MRE to measure the brain parenchyma stiffness. Clinical severity of injury was measured by the length of post-traumatic amnesia (PTA). MRI-assessed non-hemorrhage contusion score and hemorrhage score, DTI-measured white matter fractional anisotropy, and MRE-measured lesion stiffness were all assessed. A higher hemorrhagic score was significantly associated with a longer length of PTA ( p = 0.026). Participants with a longer PTA tended to have a higher non-hemorrhage contusion score and softer contusion lesions than the contralateral control side, although the small sample size did not allow for assessment of a significant association. To our knowledge, this is the first report applying MRI/MRE imaging protocol to quantitate altered brain anatomy after moderate-severe TBI and its association with PTA, a known clinical predictor of post-acute outcome. Future larger studies could lead to the development of prediction models that integrate clinical data with anatomical (MRI), structural (DTI), and mechanical (MRE) changes caused by TBI, to inform prognosis and care planning.
Wavelet MRE: Imaging propagating broadband acoustic waves with wavelet‐based motion‐encoding gradients
Le, Yuan , Rossman, Phillip J. , Bolster, Bradley D. , Kannengießer, Stephan , Manduca, Armando , Glaser, Kevin J. , Sui, Yi , Yin, Ziying , Manduca, A , Sui, Yi , Yin, Ziying , Ehman, Richard , Le, Yuan , Chen, Jun , Huston, John , Ehman, Richard L.

Magnetic Resonance in Medicine | December 15, 2023 | Volume: 91 | Issue: 5 | Pages: 1923-1935

10.1002/mrm.29972 Get It

AbstractPurposeTo demonstrate a novel MR elastography (MRE) technique, termed here wavelet MRE. With this technique, broadband motion sensitivity is achievable. Moreover, the true tissue displacement can be reconstructed with a simple inverse transform.MethodsA wavelet MRE sequence was developed with motion‐encoding gradients based on Haar wavelets. From the phase images' displacement was estimated using an inverse transform. Simulations were performed using a frequency sweep and a transient as ground‐truth motions. A PVC phantom was scanned using wavelet MRE and standard MRE with both transient (one and 10 cycles of 90‐Hz motion) and steady‐state dual‐frequency motion (30 and 60 Hz) for comparison. The technique was tested in a human brain, and motion trajectories were estimated for each voxel.ResultsIn simulation, the displacement information estimated from wavelet MRE closely matched the true motion. In the phantom test, the MRE phase data generated from the displacement information derived from wavelet MRE agreed well with standard MRE data. Testing of wavelet MRE to assess transient motion waveforms in the brain was successful, and the tissue motion observed was consistent with a previous study.ConclusionThe uniform and broadband frequency response of wavelet MRE makes it a promising method for imaging transient, multifrequency motion, or motion with unknown frequency content. One potential application is measuring the response of brain tissue undergoing low‐amplitude, transient vibrations as a model for the study of traumatic brain injury.
Magnetic Resonance Elastography-Based Technique to Assess the Biomechanics of the Skull-Brain Interface: Repeatability and Age-Sex Characteristics
Shan, Xiang , Murphy, Matthew C. , Camerucci, Emanuele , Huston, John , Yin, Ziying , Sui, Yi , Zheng, Keni, Yin, Ziying , Zheng, Keni , Manduca, Armando , Ehman, Richard L.

Journal of Neurotrauma | May 26, 2023 | Volume: 40 | Issue: 19-20 | Pages: 2193-2204

10.1089/neu.2022.0460 Get It

Increasing concerns have been raised about the long-term negative effects of subconcussive repeated head impact (RHI). To elucidate RHI injury mechanisms, many efforts have studied how head impacts affect the skull-brain biomechanics and have found that mechanical interactions at the skull-brain interface dampen and isolate brain motions by decoupling the brain from the skull. Despite intense interest, in vivo quantification of the functional state of the skull-brain interface remains difficult. This study developed a magnetic resonance elastography (MRE) based technique to non-invasively assess skull-brain mechanical interactions (i.e., motion transmission and isolation function) under dynamic loading. The full MRE displacement data were separated into rigid body motion and wave motion. The rigid body motion was used to calculate the brain-to-skull rotational motion transmission ratio ( R tr ) to quantify skull-brain motion transmissibility, and the wave motion was used to calculate the cortical normalized octahedral shear strain ( NOSS ) (calculated based on a partial derivative computing neural network) to evaluate the isolation capability of the skull-brain interface. Forty-seven healthy volunteers were recruited to investigate the effects of age/sex on R tr and cortical NOSS , and 17 of 47 volunteers received multiple scans to test the repeatability of the proposed techniques under different strain conditions. The results showed that both R tr and NOSS were robust to MRE driver variations and had good repeatability, with intraclass correlation coefficient (ICC) values between 0.68 and 0.97 (fair to excellent). No age or sex dependence were observed with R tr , whereas a significant positive correlation between age and NOSS was found in the cerebrum, frontal, temporal, and parietal lobes (all p < 0.05), but not in the occipital lobe ( p = 0.99). The greatest change in NOSS with age was found in the frontal lobe, one of the most frequent locations of traumatic brain injury (TBI). Except for the temporal lobe ( p = 0.0087), there was no significant difference in NOSS between men and women. This work provides motivation for utilizing MRE as a non-invasive tool for quantifying the biomechanics of the skull-brain interface. It evaluated the age and sex dependence and may lead to a better understanding of the protective role and mechanisms of the skull-brain interface in RHI and TBI, as well as improve the accuracy of computational models in simulating the skull-brain interface.