Literature DB >> 30112710

Simulating Developmental Cardiac Morphology in Virtual Reality Using a Deformable Image Registration Approach.

Arash Abiri1,2,3, Yichen Ding1,2, Parinaz Abiri1,2, René R Sevag Packard2, Vijay Vedula4, Alison Marsden4,5,6, C-C Jay Kuo7, Tzung K Hsiai8,9,10.   

Abstract

While virtual reality (VR) has potential in enhancing cardiovascular diagnosis and treatment, prerequisite labor-intensive image segmentation remains an obstacle for seamlessly simulating 4-dimensional (4-D, 3-D + time) imaging data in an immersive, physiological VR environment. We applied deformable image registration (DIR) in conjunction with 3-D reconstruction and VR implementation to recapitulate developmental cardiac contractile function from light-sheet fluorescence microscopy (LSFM). This method addressed inconsistencies that would arise from independent segmentations of time-dependent data, thereby enabling the creation of a VR environment that fluently simulates cardiac morphological changes. By analyzing myocardial deformation at high spatiotemporal resolution, we interfaced quantitative computations with 4-D VR. We demonstrated that our LSFM-captured images, followed by DIR, yielded average dice similarity coefficients of 0.92 ± 0.05 (n = 510) and 0.93 ± 0.06 (n = 240) when compared to ground truth images obtained from Otsu thresholding and manual segmentation, respectively. The resulting VR environment simulates a wide-angle zoomed-in view of motion in live embryonic zebrafish hearts, in which the cardiac chambers are undergoing structural deformation throughout the cardiac cycle. Thus, this technique allows for an interactive micro-scale VR visualization of developmental cardiac morphology to enable high resolution simulation for both basic and clinical science.

Entities:  

Keywords:  Cardiology; Dynamic imaging; Image registration; Light-sheet imaging; Medical simulation; Surgical simulation

Mesh:

Year:  2018        PMID: 30112710      PMCID: PMC6249076          DOI: 10.1007/s10439-018-02113-z

Source DB:  PubMed          Journal:  Ann Biomed Eng        ISSN: 0090-6964            Impact factor:   3.934


  52 in total

1.  Voxel similarity measures for 3-D serial MR brain image registration.

Authors:  M Holden; D L Hill; E R Denton; J M Jarosz; T C Cox; T Rohlfing; J Goodey; D J Hawkes
Journal:  IEEE Trans Med Imaging       Date:  2000-02       Impact factor: 10.048

2.  Optical sectioning deep inside live embryos by selective plane illumination microscopy.

Authors:  Jan Huisken; Jim Swoger; Filippo Del Bene; Joachim Wittbrodt; Ernst H K Stelzer
Journal:  Science       Date:  2004-08-13       Impact factor: 47.728

3.  Accuracy of finite element model-based multi-organ deformable image registration.

Authors:  K K Brock; M B Sharpe; L A Dawson; S M Kim; D A Jaffray
Journal:  Med Phys       Date:  2005-06       Impact factor: 4.071

4.  High-resolution three-dimensional imaging of large specimens with light sheet-based microscopy.

Authors:  Peter J Verveer; Jim Swoger; Francesco Pampaloni; Klaus Greger; Marco Marcello; Ernst H K Stelzer
Journal:  Nat Methods       Date:  2007-03-04       Impact factor: 28.547

5.  Mitral valve implantation using off-pump closed beating intracardiac surgery: a feasibility study.

Authors:  Gerard M Guiraudon; Douglas L Jones; Daniel Bainbridge; Terry M Peters
Journal:  Interact Cardiovasc Thorac Surg       Date:  2007-06-14

6.  Adaptive radiotherapy: merging principle into clinical practice.

Authors:  Di Yan
Journal:  Semin Radiat Oncol       Date:  2010-04       Impact factor: 5.934

7.  Visual-perceptual mismatch in robotic surgery.

Authors:  Ahmad Abiri; Anna Tao; Meg LaRocca; Xingmin Guan; Syed J Askari; James W Bisley; Erik P Dutson; Warren S Grundfest
Journal:  Surg Endosc       Date:  2016-12-06       Impact factor: 4.584

Review 8.  Light-Sheet Imaging to Elucidate Cardiovascular Injury and Repair.

Authors:  Yichen Ding; Juhyun Lee; Jeffrey J Hsu; Chih-Chiang Chang; Kyung In Baek; Sara Ranjbarvaziri; Reza Ardehali; René R Sevag Packard; Tzung K Hsiai
Journal:  Curr Cardiol Rep       Date:  2018-03-24       Impact factor: 2.931

9.  A dynamic finite element surface model for segmentation and tracking in multidimensional medical images with application to cardiac 4D image analysis.

Authors:  T McInerney; D Terzopoulos
Journal:  Comput Med Imaging Graph       Date:  1995 Jan-Feb       Impact factor: 4.790

10.  Quantitation of the reconstruction quality of a four-dimensional computed tomography process for lung cancer patients.

Authors:  Wei Lu; Parag J Parikh; Issam M El Naqa; Michelle M Nystrom; James P Hubenschmidt; Sasha H Wahab; Sasa Mutic; Anurag K Singh; Gary E Christensen; Jeffrey D Bradley; Daniel A Low
Journal:  Med Phys       Date:  2005-04       Impact factor: 4.071

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  3 in total

1.  Saak Transform-Based Machine Learning for Light-Sheet Imaging of Cardiac Trabeculation.

Authors:  Yichen Ding; Varun Gudapati; Ruiyuan Lin; Yanan Fei; Rene R Sevag Packard; Sibo Song; Chih-Chiang Chang; Kyung In Baek; Zhaoqiang Wang; Mehrdad Roustaei; Dengfeng Kuang; C-C Jay Kuo; Tzung K Hsiai
Journal:  IEEE Trans Biomed Eng       Date:  2020-12-21       Impact factor: 4.538

2.  Towards a 'wide' role for venture capital in OECD countries' industry 4.0.

Authors:  Bruno S Sergi; Elena G Popkova
Journal:  Heliyon       Date:  2022-01-03

Review 3.  The Virtual Reality Technology Effects and Features in Cardiology Interventions Training: A Scoping Review.

Authors:  Nasim Aslani; Ali Behmanesh; Ali Garavand; Masoumeh Maleki; Freshteh Davoodi; Roshanak Shams
Journal:  Med J Islam Repub Iran       Date:  2022-07-11
  3 in total

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