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McGee, Kiaran P.

https://orcid.org/0000-0002-4750-5319

Mayo Clinic

Mayo Clinic

Citations 35

Automated low‐contrast pattern recognition algorithm for magnetic resonance image quality assessment
Ehman, Morgan O., Bao, Zhonghao , Stiving, Scott O., Kasam, Mallikarjunarao , Lanners, Dianna , Peterson, Teresa, Jonsgaard, Renee , Carter, Rickey E. , McGee, Kiaran P. , Kasam, Mallik, Carter, Rickey, Carter, Rickey E

Medical Physics | May 25, 2017 | Volume: 44 | Issue: 8 | Pages: 4009-4024

10.1002/mp.12370 Get It

PurposeLow contrast (LC) detectability is a common test criterion for diagnostic radiologic quality control (QC) programs. Automation of this test is desirable in order to reduce human variability and to speed up analysis. However, automation is challenging due to the complexity of the human visual perception system and the ability to create algorithms that mimic this response. This paper describes the development and testing of an automated LC detection algorithm for use in the analysis of magnetic resonance (MR) images of the American College of Radiology (ACR) QC phantom.MethodsThe detection algorithm includes fuzzy logic decision processes and various edge detection methods to quantify LC detectability. Algorithm performance was first evaluated using a single LC phantom MR image with the addition of incremental zero mean Gaussian noise resulting in a total of 200 images. A c‐statistic was calculated to determine the role of CNR to indicate when the algorithm would detect ten spokes. To evaluate inter‐rater agreement between experienced observers and the algorithm, a blinded observer study was performed on 196 LC phantom images acquired from nine clinical MR scanners. The nine scanners included two MR manufacturers and two field strengths (1.5 T, 3.0 T). Inter‐rater and algorithm‐rater agreement was quantified using Krippendorff's alpha.ResultsFor the Gaussian noise added data, CNR ranged from 0.519 to 11.7 with CNR being considered an excellent discriminator of algorithm performance (c‐statistic = 0.9777). Reviewer scoring of the clinical phantom data resulted in an inter‐rater agreement of 0.673 with the agreement between observers and algorithm equal to 0.652, both of which indicate significant agreement.ConclusionsThis study demonstrates that the detection of LC test patterns for MR imaging QC programs can be successfully developed and that their response can model the human visual detection system of expert MR QC readers.
Regional assessment of in vivo myocardial stiffness using 3D magnetic resonance elastography in a porcine model of myocardial infarction
Arunachalam, Shivaram P. , Arani, Arvin , Baffour, Francis , Rysavý, J, Rossman, Phillip J. , Glaser, Kevin J. , Lake, David S. , Trzasko, Joshua D. , McGee, Kiaran P. , Araoz, Philip A. , Rysavy, Joseph A, Manduca, Armando , Ehman, Richard L. , Arunachalam, S P , Arani, Arvin , Baffour, Francis I

Magnetic Resonance in Medicine | April 6, 2017 | Volume: 79 | Issue: 1 | Pages: 361-369

10.1002/mrm.26695 Get It

Purpose The stiffness of a myocardial infarct affects the left ventricular pump function and remodeling. Magnetic resonance elastography (MRE) is a noninvasive imaging technique for measuring soft‐tissue stiffness in vivo. The purpose of this study was to investigate the feasibility of assessing in vivo regional myocardial stiffness with high‐frequency 3D cardiac MRE in a porcine model of myocardial infarction, and compare the results with ex vivo uniaxial tensile testing. Methods Myocardial infarct was induced in a porcine model by embolizing the left circumflex artery. Fourteen days postinfarction, MRE imaging was performed in diastole using an echocardiogram‐gated spin‐echo echo‐planar‐imaging sequence with 140‐Hz vibrations and 3D MRE processing. The MRE stiffness and tensile modulus from uniaxial testing were compared between the remote and infarcted myocardium. Results Myocardial infarcts showed increased in vivo MRE stiffness compared with remote myocardium (4.6 ± 0.7 kPa versus 3.0 ± 0.6 kPa, P = 0.02) within the same pig. Ex vivo uniaxial mechanical testing confirmed the in vivo MRE results, showing that myocardial infarcts were stiffer than remote myocardium (650 ± 80 kPa versus 110 ± 20 kPa, P = 0.01). Conclusions These results demonstrate the feasibility of assessing in vivo regional myocardial stiffness with high‐frequency 3D cardiac MRE. Magn Reson Med 79:361–369, 2018. © 2017 International Society for Magnetic Resonance in Medicine.
Cardiac MR elastography for quantitative assessment of elevated myocardial stiffness in cardiac amyloidosis
Arani, Arvin , Arunachalam, Shivaram P. , Chang, Ian C , Baffour, Francis , Rossman, Phillip J. , Glaser, Kevin J. , Trzasko, Joshua D. , McGee, Kiaran P. , Grogan, Martha , Dispenzieri, Angela , Araoz, Philip A. , Chang, Ian C Y, Manduca, Armando , Ehman, Richard L. , Dispenzieri, Angela , Arunachalam, S P , Arani, Arvin , Baffour, Francis I

Journal of Magnetic Resonance Imaging | February 25, 2017 | Volume: 46 | Issue: 5 | Pages: 1361-1367

10.1002/jmri.25678 Get It

PurposeTo evaluate if cardiac magnetic resonance elastography (MRE) can measure increased stiffness in patients with cardiac amyloidosis. Myocardial tissue stiffness plays an important role in cardiac function. A noninvasive quantitative imaging technique capable of measuring myocardial stiffness could aid in disease diagnosis, therapy monitoring, and disease prognostic strategies. We recently developed a high‐frequency cardiac MRE technique capable of making noninvasive stiffness measurements.Materials and MethodsIn all, 16 volunteers and 22 patients with cardiac amyloidosis were enrolled in this study after Institutional Review Board approval and obtaining formal written consent. All subjects were imaged head‐first in the supine position in a 1.5T closed‐bore MR imager. 3D MRE was performed using 5 mm isotropic resolution oblique short‐axis slices and a vibration frequency of 140 Hz to obtain global quantitativein vivoleft ventricular stiffness measurements. The median stiffness was compared between the two cohorts. An octahedral shear strain signal‐to‐noise ratio (OSS‐SNR) threshold of 1.17 was used to exclude exams with insufficient motion amplitude.ResultsFive volunteers and six patients had to be excluded from the study because they fell below the 1.17 OSS‐SNR threshold. The myocardial stiffness of cardiac amyloid patients (median: 11.4 kPa, min: 9.2, max: 15.7) was significantly higher (P = 0.0008) than normal controls (median: 8.2 kPa, min: 7.2, max: 11.8).ConclusionThis study demonstrates the feasibility of 3D high‐frequency cardiac MRE as a contrast‐agent‐free diagnostic imaging technique for cardiac amyloidosis.Level of Evidence:2Technical Efficacy:Stage 2J. Magn. Reson. Imaging 2017;46:1361–1367.
Quantitative assessment of lung stiffness in patients with interstitial lung disease using MR elastography
Marinelli, John P. , Levin, David L. , Vassallo, Robert , Carter, Rickey E. , Hubmayr, Rolf D., McGee, Kiaran P. , Ehman, Richard L. , Vassallo, Robert , Carter, Rickey E

Journal of Magnetic Resonance Imaging | January 24, 2017 | Volume: 46 | Issue: 2 | Pages: 365-374

10.1002/jmri.25579 Get It

PurposeTo investigate the use of magnetic resonance elastography (MRE) in the quantitative assessment of pulmonary fibrosis by comparing quantitative shear stiffness measurements of lung parenchyma in patients diagnosed with fibrotic interstitial lung disease (ILD) and healthy controls.Materials and MethodsA 1.5T spin‐echo, echo planar imaging MRE (SE‐EPI MRE) pulse sequence was utilized to assess absolute lung shear stiffness in 15 patients with diagnosed ILD and in 11 healthy controls. Data were collected at residual volume (RV) and total lung capacity (TLC). Spirometry data were obtained immediately prior to scanning. To test for statistical significance between RV and TLC shear stiffness estimates a two‐sample t‐test was performed. To assess variability within individual subject shear stiffness estimates, the intraclass correlation coefficient (ICC) and Krippendorff's alpha were calculated.ResultsPatients with ILD exhibited an average (±1 standard deviation) shear stiffness of 2.74 (±0.896) kPa at TLC and 1.32 (±0.300) kPa at RV. The corresponding values for healthy individuals were 1.33 (±0.195) kPa and 0.849 (±0.250) kPa, respectively. The difference in shear stiffness between RV and TLC was statistically significant (P < 0.001). At TLC, the ICC and alpha values were 0.909 and 0.887, respectively. At RV, the ICC and alpha values were 0.852 and 0.862, respectively.ConclusionIn subjects with known fibrotic interstitial lung disease, parenchymal shear stiffness is increased when compared to normal controls at both RV and TLC, with TLC demonstrating the most significant difference. MRE‐derived parenchymal shear stiffness is a promising new noninvasive imaging‐based biomarker of interstitial lung disease.Level of Evidence: 1Technical Efficacy: Stage 2J. MAGN. RESON. IMAGING 2017;46:365–374
Quantitative 3D magnetic resonance elastography: Comparison with dynamic mechanical analysis
Arunachalam, Shivaram P. , Rossman, Phillip J. , Arani, Arvin , Lake, David S. , Glaser, Kevin J. , Trzasko, Joshua D. , McGee, Kiaran P. , Araoz, Philip A. , Manduca, Armando , Ehman, Richard L. , Arunachalam, S P , Arani, Arvin

Magnetic Resonance in Medicine | March 26, 2016 | Volume: 77 | Issue: 3 | Pages: 1184-1192

10.1002/mrm.26207 Get It

Purpose Magnetic resonance elastography (MRE) is a rapidly growing noninvasive imaging technique for measuring tissue mechanical properties in vivo. Previous studies have compared two‐dimensional MRE measurements with material properties from dynamic mechanical analysis (DMA) devices that were limited in frequency range. Advanced DMA technology now allows broad frequency range testing, and three‐dimensional (3D) MRE is increasingly common. The purpose of this study was to compare 3D MRE stiffness measurements with those of DMA over a wide range of frequencies and shear stiffnesses. Methods 3D MRE and DMA were performed on eight different polyvinyl chloride samples over 20–205 Hz with stiffness between 3 and 23 kPa. Driving frequencies were chosen to create 1.1, 2.2, 3.3, 4.4, 5.5, and 6.6 effective wavelengths across the diameter of the cylindrical phantoms. Wave images were analyzed using direct inversion and local frequency estimation algorithm with the curl operator and compared with DMA measurements at each corresponding frequency. Samples with sufficient spatial resolution and with an octahedral shear strain signal‐to‐noise ratio > 3 were compared. Results Consistency between the two techniques was measured with the intraclass correlation coefficient (ICC) and was excellent with an overall ICC of 0.99. Conclusions 3D MRE and DMA showed excellent consistency over a wide range of frequencies and stiffnesses. Magn Reson Med 77:1184–1192, 2017. © 2016 The Authors Magnetic Resonance in Medicine published by Wiley Periodicals, Inc. on behalf of International Society for Magnetic Resonance in Medicine. This is an open access article under the terms of the Creative Commons Attribution‐NonCommercial‐NoDerivs License, which permits use and distribution in any medium, provided the original work is properly cited, the use is non‐commercial and no modifications or adaptations are made.
In vivo, high‐frequency three‐dimensional cardiac MR elastography: Feasibility in normal volunteers
Arani, Arvin , Glaser, Kevin, Arunachalam, Shivaram P. , Rossman, Phillip J. , Lake, David S. , Trzasko, Joshua D. , McGee, Kiaran P. , Araoz, Philip A. , Glaser, Kevin L, Glaser, Kevin J. , Manduca, Armando , Ehman, Richard L. , Arunachalam, S P , Arani, Arvin

Magnetic Resonance in Medicine | January 17, 2016 | Volume: 77 | Issue: 1 | Pages: 351-360

10.1002/mrm.26101 Get It

Purpose Noninvasive stiffness imaging techniques (elastography) can image myocardial tissue biomechanics in vivo. For cardiac MR elastography (MRE) techniques, the optimal vibration frequency for in vivo experiments is unknown. Furthermore, the accuracy of cardiac MRE has never been evaluated in a geometrically accurate phantom. Therefore, the purpose of this study was to determine the necessary driving frequency to obtain accurate three‐dimensional (3D) cardiac MRE stiffness estimates in a geometrically accurate diastolic cardiac phantom and to determine the optimal vibration frequency that can be introduced in healthy volunteers. Methods The 3D cardiac MRE was performed on eight healthy volunteers using 80 Hz, 100 Hz, 140 Hz, 180 Hz, and 220 Hz vibration frequencies. These frequencies were tested in a geometrically accurate diastolic heart phantom and compared with dynamic mechanical analysis (DMA). Results The 3D Cardiac MRE was shown to be feasible in volunteers at frequencies as high as 180 Hz. MRE and DMA agreed within 5% at frequencies greater than 180 Hz in the cardiac phantom. However, octahedral shear strain signal to noise ratios and myocardial coverage was shown to be highest at a frequency of 140 Hz across all subjects. Conclusion This study motivates future evaluation of high‐frequency 3D MRE in patient populations. Magn Reson Med 77:351–360, 2017. © 2016 Wiley Periodicals, Inc.
MRI in radiation oncology: Underserved needs
McGee, Kiaran P. , Hu, Yanle , Tryggestad, E., Brinkmann, Debra H. , Witte, Bob, Welker, Kirk M. , Panda, Anshuman , Haddock, Michael G. , Bernstein, Matt A. , Tryggestad, Erik, Brinkmann, Debra, Welker, Kirk, Haddock, Michael, Bernstein, Matt A

Magnetic Resonance in Medicine | July 14, 2015 | Volume: 75 | Issue: 1 | Pages: 11-14

10.1002/mrm.25826 Get It

Estimation of the absolute shear stiffness of human lung parenchyma using 1 H spin echo, echo planar MR elastography
Glaser, Kevin J. , Levin, David L. , Vassallo, Robert , Hubmayr, Rolf D., Mottram, Carl, McGee, Kiaran P. , Mariappan, Yogesh K. , Ehman, Richard L. , Vassallo, Robert

Journal of Magnetic Resonance Imaging | November 13, 2013 | Volume: 40 | Issue: 5 | Pages: 1230-1237

10.1002/jmri.24479 Get It

Purpose To develop a rapid proton MR elastography (MRE) technique that can quantify the absolute shear stiffness of lung parenchyma, to investigate the ability to differentiate respiration‐dependent stiffness variations of the lung, and to demonstrate clinical feasibility. Materials and Methods A spin‐echo echo planar imaging MRE sequence (SE‐EPI MRE) with a very short echo time was developed and tested in a series of five healthy volunteers at three different lung volumes: (i) residual volume (RV), (ii) total lung capacity (TLC), (iii) and midway between RV and TLC (MID). At each volume, lung density was quantified using a MR‐based density mapping sequence. For reference, data were acquired using the previously described spin‐echo lung MRE sequence (SE‐MRE). MRE data were also acquired in a patient with proven Idiopathic Pulmonary Fibrosis (IPF) to test clinical feasibility. Results The SE‐EPIMRE sequence reduced total acquisition time by a factor of 2 compared with the SE‐MRE sequence. Lung parenchyma median shear stiffness for the 5 volunteers quantified with the SE‐EPI MRE sequence was 0.9 kPa, 1.1 kPa, and 1.6 kPa at RV, MID, and TLC, respectively. The corresponding values obtained with the SE‐MRE sequence were 0.9 kPa, 1.1 kPa, and 1.5 kPa. Absolute shear stiffness was also successfully measured in the IPF patient. Conclusion The results indicate that stiffness variations due to respiration could be measured with the SE‐EPIMRE technique and were equivalent to values generated by the previously described SE‐MRE approach. Preliminary data obtained from the patient demonstrate clinical feasibility. J. Magn. Reson. Imaging 2014;40:1230–1237 . © 2013 Wiley Periodicals, Inc .
MR elastography derived shear stiffness-a new imaging biomarker for the assessment of early tumor response to chemotherapy
Pepin, Kay , Glaser, Kevin J. , Mariappan, Yogesh K. , Reuland, Brian, Ziesmer, Steven C., Carter, Rickey E. , Ansell, Stephen M. , McGee, Kiaran P. , Chen, Jun , Ehman, Richard L. , Carter, Rickey E , Mariappan, Yogesh Kannan

Magnetic Resonance in Medicine | June 25, 2013 | Volume: 71 | Issue: 5 | Pages: 1834-1840

10.1002/mrm.24825 Get It

Prospective Assessment of Dynamic CT and MR Cholangiography in Functional Biliary Pain
Fidler, Jeff L. , Knudsen, John M. , Collins, Douglas A. , McGee, Kiaran P. , Lahr, Brian D. , Thistle, Johnson L., Topazian, Mark , Fidler, Jeff L.

American Journal of Roentgenology | May 31, 2013 | Volume: 201 | Issue: 2 | Pages: W271-W282

10.2214/ajr.12.9538 Get It