Advancements in artificial intelligence-driven techniques for interventional cardiology.
Zofia RudnickaAgnieszka PręgowskaKinga GlądysMark PerkinsKlaudia ProniewskaPublished in: Cardiology journal (2024)
This paper aims to thoroughly discuss the impact of artificial intelligence (AI) on clinical practice in interventional cardiology (IC) with special recognition of its most recent advancements. Thus, recent years have been exceptionally abundant in advancements in computational tools, including the development of AI. The application of AI development is currently in its early stages, nevertheless new technologies have proven to be a promising concept, particularly considering IC showing great impact on patient safety, risk stratification and outcomes during the whole therapeutic process. The primary goal is to achieve the integration of multiple cardiac imaging modalities, establish online decision support systems and platforms based on augmented and/or virtual realities, and finally to create automatic medical systems, providing electronic health data on patients. In a simplified way, two main areas of AI utilization in IC may be distinguished, namely, virtual and physical. Consequently, numerous studies have provided data regarding AI utilization in terms of automated interpretation and analysis from various cardiac modalities, including electrocardiogram, echocardiography, angiography, cardiac magnetic resonance imaging, and computed tomography as well as data collected during robotic-assisted percutaneous coronary intervention procedures. Thus, this paper aims to thoroughly discuss the impact of AI on clinical practice in IC with special recognition of its most recent advancements.
Keyphrases
- artificial intelligence
- big data
- machine learning
- deep learning
- computed tomography
- patient safety
- clinical practice
- magnetic resonance imaging
- left ventricular
- percutaneous coronary intervention
- healthcare
- end stage renal disease
- electronic health record
- mental health
- coronary artery disease
- quality improvement
- optical coherence tomography
- high resolution
- ejection fraction
- positron emission tomography
- public health
- social media
- st segment elevation myocardial infarction
- peritoneal dialysis
- heart failure
- type diabetes
- physical activity
- cardiac surgery
- image quality
- pulmonary hypertension
- high throughput
- magnetic resonance
- climate change
- skeletal muscle
- weight loss
- dual energy
- thoracic surgery
- coronary artery bypass grafting
- health promotion
- patient reported outcomes