1
|
Weymann A, Foroughi J, Vardanyan R, Punjabi PP, Schmack B, Aloko S, Spinks GM, Wang CH, Arjomandi Rad A, Ruhparwar A. Artificial Muscles and Soft Robotic Devices for Treatment of End-Stage Heart Failure. ADVANCED MATERIALS (DEERFIELD BEACH, FLA.) 2023; 35:e2207390. [PMID: 36269015 DOI: 10.1002/adma.202207390] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/13/2022] [Revised: 09/19/2022] [Indexed: 05/12/2023]
Abstract
Medical soft robotics constitutes a rapidly developing field in the treatment of cardiovascular diseases, with a promising future for millions of patients suffering from heart failure worldwide. Herein, the present state and future direction of artificial muscle-based soft robotic biomedical devices in supporting the inotropic function of the heart are reviewed, focusing on the emerging electrothermally artificial heart muscles (AHMs). Artificial muscle powered soft robotic devices can mimic the action of complex biological systems such as heart compression and twisting. These artificial muscles possess the ability to undergo complex deformations, aiding cardiac function while maintaining a limited weight and use of space. Two very promising candidates for artificial muscles are electrothermally actuated AHMs and biohybrid actuators using living cells or tissue embedded with artificial structures. Electrothermally actuated AHMs have demonstrated superior force generation while creating the prospect for fully soft robotic actuated ventricular assist devices. This review will critically analyze the limitations of currently available devices and discuss opportunities and directions for future research. Last, the properties of the cardiac muscle are reviewed and compared with those of different materials suitable for mechanical cardiac compression.
Collapse
Affiliation(s)
- Alexander Weymann
- Department of Thoracic and Cardiovascular Surgery, West German Heart and Vascular Center, University of Duisburg-Essen, Hufelandstraße 55, 45122, Essen, Germany
| | - Javad Foroughi
- Department of Thoracic and Cardiovascular Surgery, West German Heart and Vascular Center, University of Duisburg-Essen, Hufelandstraße 55, 45122, Essen, Germany
- Faculty of Engineering and Information Sciences, University of Wollongong, Northfields Ave, Wollongong, NSW, 2522, Australia
- School of Mechanical and Manufacturing Engineering, University of New South Wales, Library Rd, Kensington, NSW, 2052, Australia
| | - Robert Vardanyan
- Department of Medicine, Faculty of Medicine, Imperial College London, Imperial College Road, London, SW7 2AZ, UK
| | - Prakash P Punjabi
- Department of Cardiothoracic Surgery, Hammersmith Hospital, National Heart and Lung Institute, Imperial College London, 72 Du Cane Rd, London, W12 0HS, UK
| | - Bastian Schmack
- Department of Thoracic and Cardiovascular Surgery, West German Heart and Vascular Center, University of Duisburg-Essen, Hufelandstraße 55, 45122, Essen, Germany
| | - Sinmisola Aloko
- Faculty of Engineering and Information Sciences, University of Wollongong, Northfields Ave, Wollongong, NSW, 2522, Australia
| | - Geoffrey M Spinks
- Faculty of Engineering and Information Sciences, University of Wollongong, Northfields Ave, Wollongong, NSW, 2522, Australia
| | - Chun H Wang
- School of Mechanical and Manufacturing Engineering, University of New South Wales, Library Rd, Kensington, NSW, 2052, Australia
| | - Arian Arjomandi Rad
- Department of Medicine, Faculty of Medicine, Imperial College London, Imperial College Road, London, SW7 2AZ, UK
| | - Arjang Ruhparwar
- Department of Thoracic and Cardiovascular Surgery, West German Heart and Vascular Center, University of Duisburg-Essen, Hufelandstraße 55, 45122, Essen, Germany
| |
Collapse
|
2
|
Bonnemain J, Del Nido PJ, Roche ET. Direct Cardiac Compression Devices to Augment Heart Biomechanics and Function. Annu Rev Biomed Eng 2022; 24:137-156. [PMID: 35395165 DOI: 10.1146/annurev-bioeng-110220-025309] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
The treatment of end-stage heart failure has evolved substantially with advances in medical treatment, cardiac transplantation, and mechanical circulatory support (MCS) devices such as left ventricular assist devices and total artificial hearts. However, current MCS devices are inherently blood contacting and can lead to potential complications including pump thrombosis, hemorrhage, stroke, and hemolysis. Attempts to address these issues and avoid blood contact led to the concept of compressing the failing heart from the epicardial surface and the design of direct cardiac compression (DCC) devices. We review the fundamental concepts related to DCC, present the foundational devices and recent devices in the research and commercialization stages, and discuss the milestones required for clinical translation and adoption of this technology. Expected final online publication date for the Annual Review of Biomedical Engineering, Volume 24 is June 2022. Please see http://www.annualreviews.org/page/journal/pubdates for revised estimates.
Collapse
Affiliation(s)
- Jean Bonnemain
- Institute for Medical Engineering and Science, Massachusetts Institute of Technology, Cambridge, Massachusetts, USA.,Department of Adult Intensive Care Medicine, Lausanne University Hospital and University of Lausanne, Lausanne, Switzerland;
| | - Pedro J Del Nido
- Department of Cardiac Surgery, Boston Children's Hospital, Boston, Massachusetts, USA;
| | - Ellen T Roche
- Institute for Medical Engineering and Science, Massachusetts Institute of Technology, Cambridge, Massachusetts, USA.,Department of Mechanical Engineering and Institute for Medical Engineering and Science, Massachusetts Institute of Technology, Cambridge, Massachusetts, USA;
| |
Collapse
|
3
|
Kummer T, Rossi S, Vandenberghe S, Demertzis S, Jenny P. Embedded Computational Heart Model for External Ventricular Assist Device Investigations. Cardiovasc Eng Technol 2022; 13:764-782. [PMID: 35292915 PMCID: PMC9616791 DOI: 10.1007/s13239-022-00610-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/22/2021] [Accepted: 01/26/2022] [Indexed: 01/27/2023]
Abstract
PURPOSE External cardiac assist devices are based on a promising and simple concept for treating heart failure, but they are surprisingly difficult to design. Thus, a structured approach combining experiments with computer-based optimization is essential. The latter provides the motivation for the work presented in this paper. METHODS We present a computational modeling framework for realistic representation of the heart's tissue structure, electrophysiology and actuation. The passive heart tissue is described by a nonlinear anisotropic material law, considering fiber and sheetlet directions. For muscle contraction, an orthotropic active-strain model is employed, initiated by a periodically propagating electrical potential. The model allows for boundary conditions at the epicardium accounting for external assist devices, and it is coupled to a circulation network providing appropriate pressure boundary conditions inside the ventricles. RESULTS Simulated results from an unsupported healthy and a pathological heart model are presented and reproduce accurate deformations compared to phenomenological measurements. Moreover, cardiac output and ventricular pressure signals are in good agreement too. By investigating the impact of applying an exemplary external actuation to the pathological heart model, it shows that cardiac patches can restore a healthy blood flow. CONCLUSION We demonstrate that the devised computational modeling framework is capable of predicting characteristic trends (e.g. apex shortening, wall thickening and apex twisting) of a healthy heart, and that it can be used to study pathological hearts and external activation thereof.
Collapse
Affiliation(s)
- Thomas Kummer
- Department of Mechanical and Process Engineering, ETH Zurich, Zurich, Switzerland
| | - Simone Rossi
- Mathematics Department, University of North Carolina, Chapel Hill, NC USA
| | - Stijn Vandenberghe
- Cardiovascular Engineering, Cardiocentro Ticino, Lugano, Switzerland ,Faculty of Biomedical Sciences, Università della Svizzera italiana, Lugano, Switzerland
| | - Stefanos Demertzis
- Faculty of Biomedical Sciences, Università della Svizzera italiana, Lugano, Switzerland ,Cardiac Surgery & Cardiovascular Engineering, Cardiocentro Ticino, Lugano, Switzerland
| | - Patrick Jenny
- Department of Mechanical and Process Engineering, ETH Zurich, Zurich, Switzerland
| |
Collapse
|
4
|
Hirschvogel M, Jagschies L, Maier A, Wildhirt SM, Gee MW. An in silico twin for epicardial augmentation of the failing heart. INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN BIOMEDICAL ENGINEERING 2019; 35:e3233. [PMID: 31267697 DOI: 10.1002/cnm.3233] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/09/2018] [Revised: 06/25/2019] [Accepted: 06/25/2019] [Indexed: 06/09/2023]
Abstract
Advances in ventricular assist device (VAD) technology for the treatment of end-stage congestive heart failure (CHF) are needed to cope with the increasing numbers of patients that cannot be provided with donor hearts for transplantation. We develop and investigate a novel extravascular VAD technology that provides biventricular, epicardial pressure support for the failing heart. This novel VAD concept avoids blood contact that is accompanied with typical complications such as coagulation and infections. To date, in vivo porcine model results with a prototype of the implant exist, further studies to improve the implant's performance and promote its applicability in humans are needed. In this contribution, we present a personalised functional digital twin of the heart, the vascular system, and the novel VAD technology in terms of a calibrated, customized computational model. The calibration procedure is based on patient-specific measurements and is performed by solving an inverse problem. This in silico model is able to (a) confirm in vivo experimental data, (b) predict healthy and pathologic ventricular function, and (c) assess the beneficial impact of the novel VAD concept to a high level of fidelity. The model shows very good agreement with in vivo data and reliably predicts increases in stroke volume and left ventricular pressure with increasing ventricular support. Furthermore, the digital twin allows insight into quantities that are poorly or not at all amenable in any experimental setup. Conclusively, the model's ability to link integral hemodynamic variables to local tissue mechanical deformation makes it a highly valuable tool for the dimensioning of novel VAD technologies and future treatment strategies in heart failure. The presented in silico twin enhances in vivo studies by facilitating the accessibility and increasing the range of quantities of interest. Because of its flexibility in the assessment of design variants and optimization loops, it may substantially contribute to a reduction of the amount of animal experiments in this and similar settings.
Collapse
Affiliation(s)
- Marc Hirschvogel
- Mechanics & High Performance Computing Group, Technische Universität München, Parkring 35, 85748, Garching b. München, Germany
| | - Lasse Jagschies
- Mechanics & High Performance Computing Group, Technische Universität München, Parkring 35, 85748, Garching b. München, Germany
| | - Andreas Maier
- AdjuCor GmbH, Neumarkter Str. 18, 81673, München, Germany
| | | | - Michael W Gee
- Mechanics & High Performance Computing Group, Technische Universität München, Parkring 35, 85748, Garching b. München, Germany
| |
Collapse
|
5
|
Ershad F, Sim K, Thukral A, Zhang YS, Yu C. Invited Article: Emerging soft bioelectronics for cardiac health diagnosis and treatment. APL MATERIALS 2019; 7:031301. [PMID: 32551188 PMCID: PMC7187908 DOI: 10.1063/1.5060270] [Citation(s) in RCA: 20] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/20/2018] [Accepted: 10/19/2018] [Indexed: 05/05/2023]
Abstract
Cardiovascular diseases are among the leading causes of death worldwide. Conventional technologies for diagnosing and treating lack the compliance and comfort necessary for those living with life-threatening conditions. Soft electronics presents a promising outlet for conformal, flexible, and stretchable devices that can overcome the mechanical mismatch that is often associated with conventional technologies. Here, we review the various methods in which electronics have been made flexible and stretchable, to better interface with the human body, both externally with the skin and internally with the outer surface of the heart. Then, we review soft, wearable, noninvasive heart monitors designed to be attached to the chest or other parts of the body for mechano-acoustic and electrophysiological sensing. A common method of treatment for various abnormal heart rhythms involves catheter ablation procedures and we review the current soft bioelectronics that can be placed on the balloon or head of the catheter. Cardiac mapping is integral to determine the state of the heart; we discuss the various parameters for sensing aside from electrophysiological sensing, such as temperature, pH, strain, and tactile sensing. Finally, we review the soft devices that harvest energy from the natural and spontaneous beating of the heart by converting its mechanical motion into electrical energy to power implants.
Collapse
Affiliation(s)
- Faheem Ershad
- Department of Biomedical Engineering, University
of Houston, Houston, Texas 77204, USA
| | - Kyoseung Sim
- Department of Mechanical Engineering, University
of Houston, Houston, Texas 77204, USA
| | - Anish Thukral
- Materials Science and Engineering Program,
University of Houston, Houston, Texas 77204, USA
| | - Yu Shrike Zhang
- Division of Engineering in Medicine, Department of
Medicine, Brigham and Women’s Hospital, Harvard Medical School, Cambridge,
Massachusetts 02139, USA
- Authors to whom correspondence should be addressed:
and
| | - Cunjiang Yu
- Authors to whom correspondence should be addressed:
and
| |
Collapse
|
6
|
Evaluation of the CorInnova Heart Assist Device in an Acute Heart Failure Model. J Cardiovasc Transl Res 2019; 12:155-163. [PMID: 30604307 PMCID: PMC6497617 DOI: 10.1007/s12265-018-9854-5] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/10/2018] [Accepted: 11/28/2018] [Indexed: 12/23/2022]
Abstract
While the number of patients supported with temporary cardiac assist is growing, the existing devices are limited by a multitude of complications, mostly related to contact with the blood. The CorInnova epicardial compressive heart assist device was tested in six sheep using an acute heart failure model. High esmolol dose, targeting a 50% reduction in CO from healthy baseline, resulted in a failure state with mean CO 1.9 L/min. Heart assist with the device during failure state resulted in an average absolute increase in CO of 1.0 L/min, along with a decline in ventricular work to 67.5% of the total LV SW. Combined with repeated success of minimally invasive device implant, the resulting increases in cardiac hemodynamics achieved while still unloading the heart demonstrate the potential of the CorInnova device for temporary heart assist.
Collapse
|
7
|
Roche ET, Horvath MA, Wamala I, Alazmani A, Song SE, Whyte W, Machaidze Z, Payne CJ, Weaver JC, Fishbein G, Kuebler J, Vasilyev NV, Mooney DJ, Pigula FA, Walsh CJ. Soft robotic sleeve supports heart function. Sci Transl Med 2018; 9:9/373/eaaf3925. [PMID: 28100834 DOI: 10.1126/scitranslmed.aaf3925] [Citation(s) in RCA: 178] [Impact Index Per Article: 25.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/03/2016] [Accepted: 12/23/2016] [Indexed: 12/19/2022]
Abstract
There is much interest in form-fitting, low-modulus, implantable devices or soft robots that can mimic or assist in complex biological functions such as the contraction of heart muscle. We present a soft robotic sleeve that is implanted around the heart and actively compresses and twists to act as a cardiac ventricular assist device. The sleeve does not contact blood, obviating the need for anticoagulation therapy or blood thinners, and reduces complications with current ventricular assist devices, such as clotting and infection. Our approach used a biologically inspired design to orient individual contracting elements or actuators in a layered helical and circumferential fashion, mimicking the orientation of the outer two muscle layers of the mammalian heart. The resulting implantable soft robot mimicked the form and function of the native heart, with a stiffness value of the same order of magnitude as that of the heart tissue. We demonstrated feasibility of this soft sleeve device for supporting heart function in a porcine model of acute heart failure. The soft robotic sleeve can be customized to patient-specific needs and may have the potential to act as a bridge to transplant for patients with heart failure.
Collapse
Affiliation(s)
- Ellen T Roche
- School of Engineering and Applied Sciences, Harvard University, 29 Oxford Street, Cambridge, MA 02138, USA.,Wyss Institute for Biologically Inspired Engineering, 3 Blackfan Circle, Longwood, Boston, MA 02115, USA.,Discipline of Biomedical Engineering, College of Engineering and Informatics, National University of Ireland, Galway, Ireland
| | - Markus A Horvath
- School of Engineering and Applied Sciences, Harvard University, 29 Oxford Street, Cambridge, MA 02138, USA.,Wyss Institute for Biologically Inspired Engineering, 3 Blackfan Circle, Longwood, Boston, MA 02115, USA.,Technische Universität München, Boltzmannstraße 15, 85748 Garching, Germany
| | - Isaac Wamala
- Department of Cardiac Surgery, Boston Children's Hospital, 300 Longwood Avenue, Boston, MA 02115, USA
| | - Ali Alazmani
- School of Engineering and Applied Sciences, Harvard University, 29 Oxford Street, Cambridge, MA 02138, USA.,Wyss Institute for Biologically Inspired Engineering, 3 Blackfan Circle, Longwood, Boston, MA 02115, USA.,Department of Cardiac Surgery, Boston Children's Hospital, 300 Longwood Avenue, Boston, MA 02115, USA.,School of Mechanical Engineering, University of Leeds, Leeds LS2 9JT, U.K
| | - Sang-Eun Song
- School of Engineering and Applied Sciences, Harvard University, 29 Oxford Street, Cambridge, MA 02138, USA.,Wyss Institute for Biologically Inspired Engineering, 3 Blackfan Circle, Longwood, Boston, MA 02115, USA.,Department of Mechanical and Aerospace Engineering, University of Central Florida, Orlando, FL 32816, USA
| | - William Whyte
- School of Engineering and Applied Sciences, Harvard University, 29 Oxford Street, Cambridge, MA 02138, USA.,Wyss Institute for Biologically Inspired Engineering, 3 Blackfan Circle, Longwood, Boston, MA 02115, USA.,Advanced Materials and Bioengineering Research Centre, Royal College of Surgeons in Ireland and Trinity College Dublin, Dublin, Ireland
| | - Zurab Machaidze
- Department of Cardiac Surgery, Boston Children's Hospital, 300 Longwood Avenue, Boston, MA 02115, USA
| | - Christopher J Payne
- School of Engineering and Applied Sciences, Harvard University, 29 Oxford Street, Cambridge, MA 02138, USA.,Wyss Institute for Biologically Inspired Engineering, 3 Blackfan Circle, Longwood, Boston, MA 02115, USA
| | - James C Weaver
- Wyss Institute for Biologically Inspired Engineering, 3 Blackfan Circle, Longwood, Boston, MA 02115, USA
| | - Gregory Fishbein
- Department of Anatomic and Clinical Pathology, Ronald Reagan UCLA (University of California, Los Angeles) Medical Center, Los Angeles, CA 90095, USA
| | - Joseph Kuebler
- Department of Cardiology, Boston Children's Hospital, Boston, MA 02115, USA
| | - Nikolay V Vasilyev
- Department of Cardiac Surgery, Boston Children's Hospital, 300 Longwood Avenue, Boston, MA 02115, USA
| | - David J Mooney
- School of Engineering and Applied Sciences, Harvard University, 29 Oxford Street, Cambridge, MA 02138, USA.,Wyss Institute for Biologically Inspired Engineering, 3 Blackfan Circle, Longwood, Boston, MA 02115, USA
| | - Frank A Pigula
- Department of Cardiac Surgery, Boston Children's Hospital, 300 Longwood Avenue, Boston, MA 02115, USA. .,Cardiovascular Surgery, School of Medicine, University of Louisville, Louisville, KY 40202, USA
| | - Conor J Walsh
- School of Engineering and Applied Sciences, Harvard University, 29 Oxford Street, Cambridge, MA 02138, USA. .,Wyss Institute for Biologically Inspired Engineering, 3 Blackfan Circle, Longwood, Boston, MA 02115, USA
| |
Collapse
|
8
|
An D, Yang M, Gu X, Meng F, Yang T, Lin S. Noninvasive estimation of assist pressure for direct mechanical ventricular actuation. THE REVIEW OF SCIENTIFIC INSTRUMENTS 2018; 89:025108. [PMID: 29495802 DOI: 10.1063/1.5005043] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/08/2023]
Abstract
Direct mechanical ventricular actuation is effective to reestablish the ventricular function with non-blood contact. Due to the energy loss within the driveline of the direct cardiac compression device, it is necessary to acquire the accurate value of assist pressure acting on the heart surface. To avoid myocardial trauma induced by invasive sensors, the noninvasive estimation method is developed and the experimental device is designed to measure the sample data for fitting the estimation models. By examining the goodness of fit numerically and graphically, the polynomial model presents the best behavior among the four alternative models. Meanwhile, to verify the effect of the noninvasive estimation, the simplified lumped parameter model is utilized to calculate the pre-support and the post-support left ventricular pressure. Furthermore, by adjusting the driving pressure beyond the range of the sample data, the assist pressure is estimated with the similar waveform and the post-support left ventricular pressure approaches the value of the adult healthy heart, indicating the good generalization ability of the noninvasive estimation method.
Collapse
Affiliation(s)
- Dawei An
- Department of Instrument Science and Engineering, Shanghai Jiao Tong University, Shanghai 200240, China
| | - Ming Yang
- Department of Instrument Science and Engineering, Shanghai Jiao Tong University, Shanghai 200240, China
| | - Xiaotong Gu
- Department of Instrument Science and Engineering, Shanghai Jiao Tong University, Shanghai 200240, China
| | - Fan Meng
- Department of Instrument Science and Engineering, Shanghai Jiao Tong University, Shanghai 200240, China
| | - Tianyue Yang
- Department of Instrument Science and Engineering, Shanghai Jiao Tong University, Shanghai 200240, China
| | - Shujing Lin
- School of Electronic Information and Electrical Engineering, Shanghai Jiao Tong University, Shanghai 200240, China
| |
Collapse
|
9
|
Mac Murray BC, Futran CC, Lee J, O'Brien KW, Amiri Moghadam AA, Mosadegh B, Silberstein MN, Min JK, Shepherd RF. Compliant Buckled Foam Actuators and Application in Patient-Specific Direct Cardiac Compression. Soft Robot 2017; 5:99-108. [PMID: 29412085 DOI: 10.1089/soro.2017.0018] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2022] Open
Abstract
We introduce the use of buckled foam for soft pneumatic actuators. A moderate amount of residual compressive strain within elastomer foam increases the applied force ∼1.4 × or stroke ∼2 × compared with actuators without residual strain. The origin of these improved characteristics is explained analytically. These actuators are applied in a direct cardiac compression (DCC) device design, a type of implanted mechanical circulatory support that avoids direct blood contact, mitigating risks of clot formation and stroke. This article describes a first step toward a pneumatically powered, patient-specific DCC design by employing elastomer foam as the mechanism for cardiac compression. To form the device, a mold of a patient's heart was obtained by 3D printing a digitized X-ray computed tomography or magnetic resonance imaging scan into a solid model. From this model, a soft, robotic foam DCC device was molded. The DCC device is compliant and uses compressed air to inflate foam chambers that in turn apply compression to the exterior of a heart. The device is demonstrated on a porcine heart and is capable of assisting heart pumping at physiologically relevant durations (∼200 ms for systole and ∼400 ms for diastole) and stroke volumes (∼70 mL). Although further development is necessary to produce a fully implantable device, the material and processing insights presented here are essential to the implementation of a foam-based, patient-specific DCC design.
Collapse
Affiliation(s)
- Benjamin C Mac Murray
- 1 Department of Materials Science and Engineering, Cornell University , Ithaca, New York
| | - Chaim C Futran
- 2 Department of Mechanical and Aerospace Engineering, Cornell University , Ithaca, New York
| | - Jeanne Lee
- 2 Department of Mechanical and Aerospace Engineering, Cornell University , Ithaca, New York
| | - Kevin W O'Brien
- 2 Department of Mechanical and Aerospace Engineering, Cornell University , Ithaca, New York
| | - Amir A Amiri Moghadam
- 3 Department of Radiology, Weill Cornell Medicine , New York, New York.,4 Dalio Institute of Cardiovascular Imaging , New York, New York
| | - Bobak Mosadegh
- 3 Department of Radiology, Weill Cornell Medicine , New York, New York.,4 Dalio Institute of Cardiovascular Imaging , New York, New York
| | - Meredith N Silberstein
- 2 Department of Mechanical and Aerospace Engineering, Cornell University , Ithaca, New York
| | - James K Min
- 3 Department of Radiology, Weill Cornell Medicine , New York, New York.,4 Dalio Institute of Cardiovascular Imaging , New York, New York
| | - Robert F Shepherd
- 2 Department of Mechanical and Aerospace Engineering, Cornell University , Ithaca, New York
| |
Collapse
|