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Structural Heart
The Journal of the Heart Team
Volume 2, 2018 - Issue 5
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Review Article

3D Hybrid Imaging for Structural and Congenital Heart Interventions in the Cath Lab

, MScORCID Icon, , PhD, , MD, PhD, , PhD, , MD, PhD, , MD, PhD, , MD, PhD, , MD, PhD, , MD, PhD & , PhD show all
Pages 362-371 | Received 17 Jan 2018, Accepted 14 Jun 2018, Published online: 19 Jul 2018

ABSTRACT

Hybrid imaging (HI) during cardiovascular interventions enables the peri-procedural visualization of the organs and tissues by means of integrating different imaging modalities. HI can improve the procedural efficacy and safety. This review provides an overview of different systems, their possibilities and the current clinical use and benefits focused on structural and congenital heart diseases. We have performed a literature search and linked the software options to the clinical use in cardiology to gain insight into the clinical use of the systems. In this review, we focus on radiation and contrast exposure, complication rate and procedure time. We found that currently available studies are limited by small cohorts. Nevertheless, HI systems for valvular procedures result in a significant decrease of radiation and contrast exposure. The largest benefit hereof is observed when HI is used in combination with rotational angiography. Furthermore, automatically determined optimal implant angle for transcatheter aortic valve implantation decreases the complication rate significantly. Congenital heart disease interventions that require 2D/3D Transoesophageal echocardiography (TEE) such as septal defects show a significant decrease in radiation and contrast exposure and procedural time when using TEE-Mono- and bi-plane cine angiography and fluoroscopy (XRF) fusion software. MitraClip procedures using these HI systems, however, show only a trend in decrease of these effects. In conclusion, major interventional X-ray vendors offer HI software solutions which are safe and can aid the planning and image guidance of cardiovascular interventions. Even though current HI technologies have limitations, HI provides support in the increasingly complex cardiac interventional procedures to provide better patient care.

Introduction

Structural heart disease (SHD) and congenital heart disease (CHD) interventions involve a wide range of procedures which have expanded significantly during the last years. Minimal invasive therapies such as transcatheter aortic valve implantation (TAVI), devices for atrial septal defects (ASD), or clips to treat mitral regurgitation have become alternatives for surgical procedures. Citation1 Citation4 As the expanding portfolio of interventional cardiology comes with new challenges, a need for imaging tools to support the cardiologist has arisen.

Standard mono- and biplane X-ray cine angiography and fluoroscopy (XRF) used during interventional cardiology procedures, primarily enable contrast-based visualization and are less suitable for the characterization of soft tissues. The increasing complexity of interventional procedures requires visualization of the topographic surrounding of interventional targets. This increases the radiation exposure and use of contrast medium during these interventions, which is potentially harmful to the patients and staff. Citation5 This paradigm drives the development of new techniques aiming to improve visualization while reducing radiation and contrast exposure. Currently, XRF is often supported side-by-side by pre- or peri-procedurally acquired imaging modalities as 2D/3D ultrasound, MRI, CT or a combination of these. Fusion of multiple imaging modalities, for instance fluoroscopy with CT, is referred to as hybrid imaging (HI). Citation6

HI during cardiovascular interventions enables the peri-procedural visualization of the organs and tissues acquired by means of integrating different imaging modalities. HI can improve the procedural efficacy and safety. This review provides an overview of different hybrid fusion imaging technologies incorporating rotational angiography, their possibilities and the current clinical use and benefits for structural and congenital heart diseases.

Materials and methods

We performed a PubMed and Embase search to identify full-text reports describing the use of image-guided structural, valvular and cardiac device closure interventions. In addition to the search results, we searched the references of relevant articles retrieved by the search strategy. Search terms included cardiac, structural heart disease or congenital heart disease; and image guidance, image guided, image-guided therapy, hybrid imaging, fusion imaging or 3D imaging. Hereafter we linked the software options to the clinical application to gain insight into the use of the systems (e.g. radiation exposure, procedural time, complication rate etc.). Additionally, we have contacted the four largest interventional XRF companies (Philips Healthcare, Siemens Healthineers, GE Healthcare, and Canon Medical) and collected all necessary data to provide an overview of the different systems and their possibilities.

This article will briefly discuss the imaging modalities used for HI and review various types of interventions using HI divided into SHD (i.e. valvular interventions) and CHD (i.e. septal defects and obstructive lesions).

Imaging modalities used in HI

Pre-procedurally acquired imaging

The most frequently used pre-procedural imaging modalities that are integrated with live XRF images are Ultrasound and CT. However, cardiac MRI is increasingly used in the diagnostic workup in cardiovascular diseases and allows assessment of the function and structure of the cardiovascular system (e.g. heart function, myocardial infarct visualization, and perfusion imaging), Citation7 use of CMR for hybrid imaging (HI) is still limited.

Cardiac CT is routinely used to evaluate coronary heart disease, evaluate heart and valve function, and assess calcium build-up in the coronary arteries and aorta. Modern CT setups use a multi-detector technique (up to 320 detectors). The high number of detectors results in high resolution 3D cardiac imaging data. Citation1

Peri-procedurally acquired imaging

Traditionally, transoesophageal echocardiography (TEE) has been an important aid alongside XRF in structural and congenital heart procedures to facilitate amongst others, transcatheter mitral valve repair, trans-septal punctures (TSP), and closure of septal defects or paravalvular leaks. Citation8 TEE provides sufficient visualization of soft tissue whereas 3D TEE facilitates realistic representation of cardiac structures and allows navigation in 3D space. However, interpreting the images of TEE alongside XRF is difficult due to the different image orientation of the two modalities.

Cone-beam CT (CBCT), also referred to as C-arm CT, allows physicians to obtain a 3D volume reconstruction during the interventional procedure, from a single gantry rotation of a flat-panel detector XRF imaging setup. Citation9 The 3D volume obtained with CBCT resolves low contrast objects. CBCT is the underlying mechanism of a 3D rotational angiography (3DRA), which incorporates a contrast injection during the gantry rotation to visualize highly contrast enriched objects. The latter technique requires contrast injection in the proximal cavity of the region of interest during the entire rotation, to visualize the tissue-blood border, the depot effect. During the procedure, a 3D anatomical roadmap, acquired with 3DRA, can be superimposed onto the live XRF images (). This provides e.g. instant visualization of the large arteries and the interventional devices. Furthermore, CBCT-based 3D datasets can also be used to perform 3D to 3D data registration with e.g. CT, MRI, and SPECT ( and ).

Table 1. Overview of advanced imaging options of major XRF vendors

Table 2. Overview of HI software tools of major XRF vendors for structural and congenital heart diseases

Table 3. Overview of optimized CBCT scan and contrast infusion protocols used for structural and congenital heart disease interventions

Figure 1. Hybrid imaging during recanalization of a partial cavo-pulmonary connection of the left pulmonary artery. (A) 3D reconstruction of the pulmonary artery tree (yellow structure) and left ventricle (LV) with outflow tract (white structure). (B) 3D overlay of the pulmonary tree is used to introduce a guidewire into the left pulmonary artery. (C) Contrast injection in the pulmonary artery tree with the stent in place

Figure 1. Hybrid imaging during recanalization of a partial cavo-pulmonary connection of the left pulmonary artery. (A) 3D reconstruction of the pulmonary artery tree (yellow structure) and left ventricle (LV) with outflow tract (white structure). (B) 3D overlay of the pulmonary tree is used to introduce a guidewire into the left pulmonary artery. (C) Contrast injection in the pulmonary artery tree with the stent in place

Caution while using HI (radiation and contrast exposure)

CBCT-based HI interventions potentially expose the patient to increased levels of radiation and contrast compared to conventional XRF guidance. The reported radiation and contrast levels for CBCT are significantly lower than the median radiation exposure used in adult cardiac CT, especially with optimized CBCT protocols. Citation10Citation15 When used only for anatomical guidance during HI, CBCT is therefore the preferred modality. Moreover, a beneficial effect of CBCT + XRF-based interventions compared to XRF interventions alone on skin dose is seen in patients. Citation16 The focus for optimizing CBCT protocols for adult patients is on reducing contrast use to limit the kidney burden while in the pediatric patients the focus is on reducing the radiation exposure. Citation17

Radiation reduction can be achieved by reducing the collimation, detector entrance dose, and frame rate with preservation of image quality (). Citation12,Citation14,Citation18 Several studies have shown that standardized acquisition and contrast protocols have a beneficial effect on radiation exposure and contrast use during SHD (). Citation10Citation13 Siemens systems require a short image acquisition to be done before starting the DynaCT to calibrate the CBCT settings. Too short image acquisition may result in high tube currents and therefore an unnecessary increase in radiation dose. Citation12 Next to lowering radiation exposure, the reduced amounts of contrast medium are also beneficial for the safety of the patients. Citation19

Important for an adequate 3DRA acquisition is homogenous contrast density at the entire region of interest during the entire rotation. This requires a contrast protocol to enhance the spatial and temporal resolution of 3DRA. Critical for the contrast administration is the contrast location (depot), the amount of contrast (dilution) and timing of prefilling. In addition, the washout of contrast can be delayed using e.g. rapid ventricular pacing, inducing at least an arterial blood pressure reduction of 50%. Thus enhancing contrast density and edge sharpness. On the contrary, rapid ventricular pacing results in ventricular dimensions which do not represent normal physiological dimensions but are sized between diastolic and systolic dimensions. Furthermore, a breath hold or a respiratory stop during the acquisition minimizes movement of thoracic structures. The respiratory state is also important during registration of MRI or CT datasets. Registration of datasets with corresponding respiratory states results in a higher registration accuracy.

Types of interventions using HI

Valvular interventions

Challenges in valvular interventions

Percutaneous valvular interventions are challenging due to: (1) prosthesis selection based on accurate measurement of the valve annulus and the out- or inflow tract, which is critical to prevent paravalvular leakage, coronary occlusion, and possibly cardiac arrhythmias; Citation20 (2) difficult catheter manipulations with limited manual maneuverability; Citation21 and (3) limited intraoperative ability to expand the view from 2D to 3D cardiac anatomy including critical anatomical landmarks, e.g. possibly causing occlusion of adjacent coronary arteries.

Solutions for aortic valve interventions

To overcome the aforementioned issues for TAVI procedures, all major XRF vendors offer commercial TAVI planning software packages (). These software packages can automatically delineate the aortic root in CT or CBCT images and calculate the aortic valve deployment angles based on the position and orientation of the aortic valve annulus. Citation22 Markers of the aortic root, left and right coronary ostia are automatically superimposed on the live XRF images, thus facilitating intuitive navigation and maneuvering (). Citation22 Furthermore, accurate deployment angles are provided for aortic valve placement.

Different implementations for aortic valve interventions

Aortic Valve Guide software (Siemens Healthineers) has shown to reliably fulfill the functionality and significantly reduce procedure time, radiation exposure and use of contrast using CBCT. Citation22Citation25 Consequently, a reduction in peri- and post-interventional complications such as device malpositioning, paravalvular leakage, trauma of surrounding structures as well as other organ damage (acute kidney failure) was shown. Citation22,Citation24 Excellent implant angles determined by Aortic Valve Guide are significantly more likely to be associated with no paravalvular regurgitation compared to satisfactory or poor implant angles (41.3% vs. 21.6%, respectively, p = 0.045) independent of operator experience. Citation22

HeartNavigator software (Philips Healthcare) has also shown to provide accurate prosthesis selection, comparable to gold standard CT assessment. Citation26 In addition, Philips’ HeartNavigator has shown to provide accurate planning and guidance to obtain transapical access for, amongst others, paravalvular leakage repair. However, no significant differences in procedural data, contrast and fluoroscopy time were shown compared to obtaining transapical access without HeartNavigator. Although a trend can be seen in reduced contrast volume and XRF time during procedures where HeartNavigator was used. Citation27

The use of HeartVision (GE Healthcare) is well described for endovascular aortic repair but there is no literature available that describes the use in cardiac procedures. From the specifications and intended use, it can be deduced that the functionality of the systems of Siemens and GE Healthcare add a wider range of image integration options compared to HeartNavigator (Philips Healthcare) (). The latter system only allow integration of CT.

Solutions for mitral valve interventions

Transcatheter mitral valve implantation interventions face similar challenges to TAVI procedures, Citation28 specific software solutions, however, are lacking. Mitral valve repair by means of MitraClip device (Abbot Vascular, Santa Clara, CA, USA) procedures are performed under XRF guidance and supported by 2D/3D TEE, which are presented in parallel to most often two cardiologists performing the procedure. TEE-XRF fusion optimizes image representation to allow for a fast and clear understanding of the images when TEE and XRF are used in conjunction.

Different implementations for mitral valve interventions

Both Siemens and Philips offer software solutions to integrate live 3D TEE with live XRF (). Citation8,Citation29 The TEE transducer is automatically tracked in the live XRF images and the 3D echocardiographic images are fused with the XRF images. Demarcations of important soft tissue structures made in the echo images are shown on the live images. Thus allowing accurate assessment for the position of TSP. Citation30,Citation31 Philips’ EchoNavigator guided MitraClip procedures versus conventional TEE-XRF guided MitraClip procedures showed no differences in procedure time and radiation exposure, although a trend towards shorter procedure time was observed. Citation29,Citation30 Interestingly, EchoNavigator allowed faster placement of two or more clips decreasing the time until the second or third clip by 6 min (83.2 ± 27.4 vs. 88.9 ± 29.0 min, p = 0.6) and 60 min (134.2 ± 23.2 vs. 199.5 ± 72.8 min, p = 0.4) minutes, respectively. Citation30

There is no literature on the use of Siemens’ TrueFusion TEE-XRF fusion software in cardiac procedures. From the specifications and intended use, it can be deduced that the functionality of TrueFusion is comparable to EchoNavigator. Both TrueFusion and EchoNavigator require specific echo systems to ensure accurate TEE-XRF fusion imaging ().

Solutions for other heart valves

For the use of HI in the repair/implantation of the other heart valves the available literature is limited. Pre-procedural image fusion during pulmonary valve implantations using VesselNavigator (Philips Healthcare) has shown to significantly reduce the procedure time, radiation exposure, and contrast levels compared to 2D XRF and 3DRA alone. Citation32 Another study showed no significant difference of radiation exposure with 3DRA guidance compared to 2D XRF, although a trend of decreased radiation exposure could be seen. Citation33

CHD interventions

Challenges in septal defect closures

Septal defect closure with devices are challenging procedures due to: (1) varying morphology of the septal defect, and (2) the number of defects; (3) prosthesis selection is based on accurate measurement of the septal defect(s).

Solutions for septal defect closures

Percutaneous closure of atrial septal defects has shown to benefit from TEE-XRF fusion by EchoNavigator, Citation34 the integrated information from TEE enabled catheter and device placement at exactly the intended anatomic location in 81% (n = 21) of the procedures. Citation29 Furthermore, TEE-XRF significantly decreased both fluoroscopy time and radiation dose. Besides septal defect closures, TSP is a procedural step in e.g. MitraClip placement and left atrial appendage occlusions. EchoNavigator has shown to be a safe method to guide TSP and significantly decreases the duration to perform TSP (18.48 ± 5.62 vs. 23.20 ± 9.61 min, p = 0.006). Citation35

Challenges in obstructive lesions

Obstructive lesions such as coarctation of the aorta (CoA) or pulmonary vein stenosis are increasingly treated using a minimally invasive approach. Important for a successful intervention is: (1) accurate 3D imaging of the topographic cardiac surrounding to accurately size the stenosis, and (2) avoid occlusion of adjacent vasculature, e.g. carotid or subclavian arteries.

Solutions for obstructive lesions

To overcome these challenges for CoA, integrating 3DRA in the workflow provides important anatomical information and therefore a better understanding of the aortic arch and CoA morphology compared to conventional XRF ( and ). Citation36 Live XRF overlay of the 3D-reconstructed image allows detailed 3D image guidance without a significant increase in procedural duration or radiation exposure. Citation37,Citation38 Moreover, pre-procedural imaging can be used for co-registration with XRF and used as roadmaps for live XRF guidance with low registration errors < 4 mm (75%, 21/28 patients). Citation39,Citation40

Figure 2. Hybrid imaging during TAVI. (A) 3D reconstructed DynaCT of the aortic root using Aortic Valve Guide (Siemens Healthineers) shows automatically generated aortic centerline (marked yellow dotted line), a circle of perpendicularity (marked red line), and coronary ostia markers (blue and green markers). (B, C) The cusps markers (red dots) and circle of perpendicularity enable accurate prosthesis deployment at the correct annular height

Figure 2. Hybrid imaging during TAVI. (A) 3D reconstructed DynaCT of the aortic root using Aortic Valve Guide (Siemens Healthineers) shows automatically generated aortic centerline (marked yellow dotted line), a circle of perpendicularity (marked red line), and coronary ostia markers (blue and green markers). (B, C) The cusps markers (red dots) and circle of perpendicularity enable accurate prosthesis deployment at the correct annular height

Figure 3. Hybrid imaging during stent placement in a coarctation of the aorta. (A,B) 3D reconstruction of the left ventricle and aorta (white structure) and stent in the aortic arch (blue structure), respectively shown in the AP and LAO projections. (C) 3D overlay of the aortic arch with the stent in place. The 3D roadmap is used to provide targeted stent placement and avoid obstruction of the left common carotid and left subclavian arteries

Figure 3. Hybrid imaging during stent placement in a coarctation of the aorta. (A,B) 3D reconstruction of the left ventricle and aorta (white structure) and stent in the aortic arch (blue structure), respectively shown in the AP and LAO projections. (C) 3D overlay of the aortic arch with the stent in place. The 3D roadmap is used to provide targeted stent placement and avoid obstruction of the left common carotid and left subclavian arteries

Discussion

Advanced imaging techniques using HI in clinical use is still in its infancy and far from standard in most Cath labs. Current technologies are limited to planning and visualization of anatomy only. The studies included in our review are focused on the impact of hybrid fusion imaging technology on the short-term outcome compared to the multi-modality approach. Available tools have shown a significant decrease in fluoroscopy time, radiation dose, contrast medium use, and in some cases a shorter procedure time is achieved. These procedural outcomes can be directly attributed to the use of hybrid fusion technology. In daily practice, HI solutions can be integrated smoothly into the workflow in the catheterization lab, providing important visualization of 3D cardiac anatomy and surrounding organs. Most studies report on the use of Siemens’ Aortic Valve Guide or Philips’ EchoNavigator.

Fusion of CBCT or 3DRA with XRF is currently most used for guidance of TAVI’s in combination with Siemens’ Aortic Valve Guide. The advantage of using CBCT techniques over pre-procedural imaging are the maintained patient position, volume status and physiology between the time of imaging and intervention. Citation41 Furthermore, compared to pre-procedural CT, the radiation and contrast exposure of CBCT is significantly lower. Citation11,Citation22

TEE-XRF fusion is increasingly used in mitral valve repair and various CHD procedures. The major advantage is the use of real-time fusion of two important imaging modalities. Whereas the use of CBCT is currently limited by static image guidance, TEE-XRF fusion guides the operator by image fusion of dynamic images. Furthermore, the technique offers a solution to the difficulties to interpret and superimpose the images of TEE alongside XRF in the mind of the implanting cardiologist.

Various reports on interventions involving TSP show integration of TEE-XRF in the workflow, resulting in a significant decrease in radiation exposure and fluoroscopy time when guided by Philips’ EchoNavigator. Comparable results are shown in other cardiac interventions, in left atrial appendage occlusion up to 52% of total radiation exposure was reduced. Citation42 Only a trend in decrease of radiation and contrast exposure was observed in MitraClip procedures while, especially in more complex interventions, a larger benefit could be expected. Citation42 Therefore an interesting observed effect is that the higher the number of MitraClips placed, the shorter the time duration per clip when using Philips’ EchoNavigator. Considering the higher number of clips that are necessary is related to a more complex procedure, the aforementioned observed effect emphasizes the importance of adequate 3D imaging.

Operator experience in HI solutions

It can be argued that the beneficial effects when using HI during interventions are less pronounced in experienced teams. The software techniques discussed in this review aim to improve the current clinical workflow, procedural outcomes, and potentially clinical outcomes. Hybrid fusion imaging technologies such as Aortic Valve Guide, automate and standardize the segmentation process and identification of aortic cusps as well as perpendicular valve view. Therefore, upon sufficient image quality, these steps do not have to be performed by the operator, limiting intra- and interobserver variability, potentially providing more reliable procedural outcomes. Siemens’ Aortic Valve Guide has shown to significantly more likely provide excellent TAVI implant angles compared to CBCT or XRF alone, independent of operator experience. Citation22 Several reports described that the learning curve of TEE-XRF fusion caused an underestimation of the potential beneficial effect. Potentially a larger beneficial effect can be expected when more experience with TEE-XRF is gained. Citation29,Citation30 Quantification of the effect of operator experience, however, requires studies with larger cohorts.

Institutional costs

All major XRF vendors offer flat-panel detector systems that provide CBCT imaging options as well as pre-procedural image integration (), and market penetration is likely to increase in the future. Citation9 The institutional costs for these systems range between US$1.2 million and US$5.0 million depending on the vendor, specifications, single or biplane system, and the integration of various advanced imaging modalities such as 3D echocardiography for TEE-XRF fusion. Citation43 These prices can differ depending on the agreements made between the institution and vendor.

In theory, each XRF system can perform CBCT/3DRA acquisitions independent of the detector size. Larger XRF detectors should be preferred considering more information is acquired during a CBCT acquisition. This is important especially in case a 3D/3D registration with pre-procedural imaging without the need for fiducial markers is required. Moreover, lower costs per examination have been reported in favor of CBCT compared to XRF alone. Citation44 This can save procedural and healthcare costs.

Other cardiac applications

While the focus in this review is on image-guided SHD and CHD procedures, cardiac interventions involving substrate targeting (e.g. endomyocardial biopsies, regenerative therapy) and/or modification (e.g. electrophysiology, cardiac resynchronization therapy [CRT] device implantations) could also benefit from interventional planning and image guidance provided by HI (see ). Citation45,Citation46 However, this was considered to be outside the scope of the present paper.

Figure 4. Schematic overview of potential 3D overlay markings onto XRF to guide cardiac resynchronization therapy (CRT) and electrophysiology cardiac interventions. The blue markings show targets for pulmonary vein isolation. In yellow the phrenic nerve is depicted, passing along the epicardium of the left ventricle. In red an infarcted region is visualized with corresponding border zone marked in black. The orange region is showing the latest activated area along with the coronary venous tree depicted in white

Figure 4. Schematic overview of potential 3D overlay markings onto XRF to guide cardiac resynchronization therapy (CRT) and electrophysiology cardiac interventions. The blue markings show targets for pulmonary vein isolation. In yellow the phrenic nerve is depicted, passing along the epicardium of the left ventricle. In red an infarcted region is visualized with corresponding border zone marked in black. The orange region is showing the latest activated area along with the coronary venous tree depicted in white

Future developments

Current fusion imaging software does not provide for motion compensation, specifically cardiac motion. A promising development is 4DRA, which can provide functional assessment of ventricular, valvular and vascular structures. These developments include optimizations of the current cone-beam back projection algorithms to acquire 4D reconstructions that include motion estimation and temporal parameterization by acquisition time. Citation47Citation49 Combinations of 4DRA with quick post-processing to generate 4D reconstructions opens the way for live dynamic 3D roadmaps which could potentially further increase interventional accuracy.

Another interesting HI development are augmented reality (AR)-based headsets. AR-based headsets enable projection of multidimensional full-color holograms superimposed on the real world using holographic lenses. An advanced sensor system maps the environment around the user to anchor the holograms to the real world. Using voice commands and hand gestures AR-based headsets are very suitable to be introduced into the catheterization theatre. Potentially providing the cardiologist with additional 3D anatomical information and direct guidance projected on the patient. Citation50 Besides HI, there is an increased use of 3D printing of cardiac structures for pre-procedural interventional treatment planning. Citation51

Limitations

Although the available tools are comprehensive, the literature on the clinical use of the reviewed HI software solutions using XRF systems for cardiac procedures is still limited. Currently available studies are limited by small cohorts and focus on short-term procedural outcomes. Large multicenter studies are necessary to fully evaluate the current technologies and determine the long-term clinical benefits. Nevertheless, this review provides an overview of the tools that are clinically most used in SHD and CHD procedures and provides insight into the future directions for HI.

Conclusion

Major interventional X-ray vendors offer HI software solutions which are safe and can aid the planning and image guidance of cardiovascular interventions. HI integration in SHD and CHD procedures has shown significant decreases in radiation and contrast exposure and complication rate. For visualization of more complex soft tissue characteristics, e.g. needed during cardiac resynchronization therapy device implantations, developments are ongoing and will provide standardized solutions in the future. Even though current HI technologies have limitations, HI provides support in the increasingly complex cardiac interventional procedures to provide better patient care.

Disclosure statement

No potential conflicts of interest were reported by the authors.

Additional information

Funding

The research is part of the smartcare project funded by the TTI transition grant via the government and Top Sector Life Sciences & Health.

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