A comprehensive cardiac motion estimation framework using both untagged and 3-D tagged MR images based on nonrigid registration.

IEEE Transactions on Medical Imaging
Wenzhe ShiDaniel Rueckert

Abstract

In this paper, we present a novel technique based on nonrigid image registration for myocardial motion estimation using both untagged and 3-D tagged MR images. The novel aspect of our technique is its simultaneous usage of complementary information from both untagged and 3-D tagged MR images. To estimate the motion within the myocardium, we register a sequence of tagged and untagged MR images during the cardiac cycle to a set of reference tagged and untagged MR images at end-diastole. The similarity measure is spatially weighted to maximize the utility of information from both images. In addition, the proposed approach integrates a valve plane tracker and adaptive incompressibility into the framework. We have evaluated the proposed approach on 12 subjects. Our results show a clear improvement in terms of accuracy compared to approaches that use either 3-D tagged or untagged MR image information alone. The relative error compared to manually tracked landmarks is less than 15% throughout the cardiac cycle. Finally, we demonstrate the automatic analysis of cardiac function from the myocardial deformation fields.

References

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Citations

Feb 18, 2014·Computers in Biology and Medicine·Maria Chiara CarminatiEnrico Gianluca Caiani
Oct 5, 2013·Biomechanics and Modeling in Mechanobiology·Jiahe XiPablo Lamata
Jul 18, 2015·International Journal for Numerical Methods in Biomedical Engineering·Feng Zhao, Xianghua Xie
Aug 24, 2013·Journal of Healthcare Engineering·Xiahai Zhuang
Jun 8, 2013·Medical Image Analysis·Wenzhe ShiDaniel Rueckert
Sep 14, 2015·Medical Image Analysis·Yitian ZhouMathieu De Craene
Aug 3, 2014·Journal of Cardiovascular Magnetic Resonance : Official Journal of the Society for Cardiovascular Magnetic Resonance·Manav SohalReza Razavi
Mar 15, 2016·Journal of Magnetic Resonance Imaging : JMRI·Salvatore SaporitoMassimo Mischi
May 23, 2014·IEEE Transactions on Bio-medical Engineering·Robert XuGraham A Wright
Nov 28, 2015·Biomechanics and Modeling in Mechanobiology·Liya AsnerDavid Nordsletten
Aug 19, 2014·Computers in Biology and Medicine·Oyvind NordbøJon Olav Vik
Dec 17, 2014·Biomechanics and Modeling in Mechanobiology·Myrianthi HadjicharalambousDavid Nordsletten
May 5, 2017·Journal of Magnetic Resonance Imaging : JMRI·Teodora Chitiboi, Leon Axel
Jul 12, 2017·IEEE Transactions on Medical Imaging·Fangxu XingJerry L Prince
Jan 4, 2018·BMC Medical Informatics and Decision Making·Zhengrui ZhangGuoliang Chen
Jan 26, 2018·Journal of Applied Physiology·James WongReza Razavi
Sep 25, 2015·Annals of Biomedical Engineering·Pablo LamataNic Smith
Feb 12, 2017·Biomechanics and Modeling in Mechanobiology·Anastasia NasopoulouSteven Niederer
Jan 10, 2016·American Journal of Physiology. Heart and Circulatory Physiology·James WongReza Razavi
Aug 30, 2019·Scientific Reports·Jayendra M BhalodiyaMark A Williams
Oct 19, 2019·Computer Methods and Programs in Biomedicine·Mahsa PaknezhadStephanie Marchesseau
Sep 21, 2021·Frontiers in Cardiovascular Medicine·Manuel A MoralesCiprian Catana
Nov 2, 2021·Frontiers in Physiology·Gonzalo D Maso TalouMartyn P Nash

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