CINENet: deep learning-based 3D cardiac CINE MRI reconstruction with multi-coil complex-valued 4D spatio-temporal convolutions

Cardiac CINE magnetic resonance imaging is the gold-standard for the assessment of cardiac function. Imaging accelerations have shown to enable 3D CINE with left ventricular (LV) coverage in a single breath-hold. However, 3D imaging remains limited to anisotropic resolution and long reconstruction times. Recently deep learning has shown promising results for computationally efficient reconstructions of highly accelerated 2D CINE imaging. In this work, we propose a novel 4D (3D + time) deep learning-based reconstruction network, termed 4D CINENet, for prospectively undersampled 3D Cartesian CINE imaging. CINENet is based on (3 + 1)D complex-valued spatio-temporal convolutions and multi-coil data processing. We trained and evaluated the proposed CINENet on in-house acquired 3D CINE data of 20 healthy subjects and 15 patients with suspected cardiovascular disease. The proposed CINENet network outperforms iterative reconstructions in visual image quality and contrast (+ 67% improvement). We found good agreement in LV function (bias ± 95% confidence) in terms of end-systolic volume (0 ± 3.3 ml), end-diastolic volume (- 0.4 ± 2.0 ml) and ejection fraction (0.1 ± 3.2%) compared to clinical gold-standard 2D CINE, enabling single breath-hold isotropic 3D CINE in less than 10 s scan and ~ 5 s reconstruction time

Clinical quantitative coronary artery stenosis and coronary atherosclerosis imaging: a Consensus Statement from the Quantitative Cardiovascular Imaging Study Group

The detection and characterization of coronary artery stenosis and atherosclerosis using imaging tools are key for clinical decision-making in patients with known or suspected coronary artery disease. In this regard, imaging-based quantification can be improved by choosing the most appropriate imaging modality for diagnosis, treatment and procedural planning. In this Consensus Statement, we provide clinical consensus recommendations on the optimal use of different imaging techniques in various patient populations and describe the advances in imaging technology. Clinical consensus recommendations on the appropriateness of each imaging technique for direct coronary artery visualization were derived through a three-step, real-time Delphi process that took place before, during and after the Second International Quantitative Cardiovascular Imaging Meeting in September 2022. According to the Delphi survey answers, CT is the method of choice to rule out obstructive stenosis in patients with an intermediate pre-test probability of coronary artery disease and enables quantitative assessment of coronary plaque with respect to dimensions, composition, location and related risk of future cardiovascular events, whereas MRI facilitates the visualization of coronary plaque and can be used in experienced centres as a radiation-free, second-line option for non-invasive coronary angiography. PET has the greatest potential for quantifying inflammation in coronary plaque but SPECT currently has a limited role in clinical coronary artery stenosis and atherosclerosis imaging. Invasive coronary angiography is the reference standard for stenosis assessment but cannot characterize coronary plaques. Finally, intravascular ultrasonography and optical coherence tomography are the most important invasive imaging modalities for the identification of plaques at high risk of rupture. The recommendations made in this Consensus Statement will help clinicians to choose the most appropriate imaging modality on the basis of the specific clinical scenario, individual patient characteristics and the availability of each imaging modality

Coronary magnetic resonance angiography in chronic coronary syndromes

Cardiovascular disease is the leading cause of mortality worldwide, with atherosclerotic coronary artery disease (CAD) accounting for the majority of cases. X-ray coronary angiography and computed tomography coronary angiography (CCTA) are the imaging modalities of choice for the assessment of CAD. However, the use of ionising radiation and iodinated contrast agents remain drawbacks. There is therefore a clinical need for an alternative modality for the early identification and longitudinal monitoring of CAD without these associated drawbacks. Coronary magnetic resonance angiography (CMRA) could be a potential alternative for the detection and monitoring of coronary arterial stenosis, without exposing patients to ionising radiation or iodinated contrast agents. Further advantages include its versatility, excellent soft tissue characterisation and suitability for repeat imaging. Despite the early promise of CMRA, widespread clinical utilisation remains limited due to long and unpredictable scan times, onerous scan planning, lower spatial resolution, as well as motion related image quality degradation. The past decade has brought about a resurgence in CMRA technology, with significant leaps in image acceleration, respiratory and cardiac motion estimation and advanced motion corrected or motion-resolved image reconstruction. With the advent of artificial intelligence, great advances are also seen in deep learning-based motion estimation, undersampled and super-resolution reconstruction promising further improvements of CMRA. This has enabled high spatial resolution (1 mm isotropic), 3D whole heart CMRA in a clinically feasible and reliable acquisition time of under 10 min. Furthermore, latest super-resolution image reconstruction approaches which are currently under evaluation promise acquisitions as short as 1 min. In this review, we will explore the recent technological advances that are designed to bring CMRA closer to clinical reality

Cardiovascular protection in type 2 diabetes: time to ADVANCE management ACCORDing to the evidence

Reza Hajhosseiny,1 Kaivan Khavandi,1 Soudeh Mashayekhi,2 Adam S Greenstein,3 Rayaz A Malik31British Heart Foundation Centre of Cardiovascular Excellence, St Thomas' Hospital, London, UK; 2Department of Primary Care and Public Health, Imperial College London, London, UK; 3Institute of Human Development, University of Manchester, Manchester, UKAbstract: Individuals with type 2 diabetes mellitus are at very substantial risk of cardiovascular disease, and most will succumb to complications from premature coronary artery events. At the same time, the diabetic myocardium undergoes unique phenotypic alterations as a consequence of multiple structural and cellular injuries, which together form "diabetic cardiomyopathy." Attempts to curb risk through intensive modulation of glycemia and blood pressure have proven disappointing in preventing cardiovascular events, and potentially even dangerous. Conversely, prior to development of disease, there appears to be a linear relationship between risk parameters and events. These observations are likely the consequence of widespread vascular damage, which is present at the point that glycemic thresholds meet diagnostic criteria for diabetes. This is particularly true of the microcirculation. Interventions at the prediabetic stage have been consistent with this, where early intensive risk-factor modulation has been successful in preventing events and even regressing existing risk. Upstream, the force driving these pathologies is being overweight and obesity. High-risk individuals can be identified through simple body mass parameters, with confirmation of prediabetes/metabolic syndrome with further assessment of other metabolic parameters such as glucose and lipids. A number of novel pharmacotherapies may prove beneficial at this stage, and incretin-based therapies appear particularly promising in this respect. Similarly, bariatric procedures have shown remarkable improvements in metabolic and cardiovascular outcomes, but are clearly unsuitable as a population-wide strategy. Therapeutic lifestyle change and diet have consistently shown efficacy in reversing dysglycemia, lowering blood pressure, and optimizing cholesterol profiles. However, the longevity of these improvements is often limited, and alternative approaches therefore need to be considered. With an evolving and increasingly sophisticated evidence base for nutritional interventions, there is a clear window of opportunity to rescue these individuals from the clinical sequelae of diabetes and consequent cardiovascular complications.Keywords: hypertension, diabetes, cardiovascular ris