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
- deep learning
- machine learning
- computed tomography
- patient safety
- clinical practice
- magnetic resonance imaging
- left ventricular
- percutaneous coronary intervention
- electronic health record
- healthcare
- end stage renal disease
- newly diagnosed
- quality improvement
- ejection fraction
- acute coronary syndrome
- mental health
- coronary artery disease
- optical coherence tomography
- pulmonary hypertension
- high throughput
- high resolution
- prognostic factors
- health information
- magnetic resonance
- physical activity
- heart failure
- human health
- risk assessment
- peritoneal dialysis
- photodynamic therapy
- skeletal muscle
- coronary artery bypass grafting
- st elevation myocardial infarction
- data analysis
- health promotion