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Published on: September 26, 2018
Artificial intelligence applications in cardio-oncology: Leveraging high dimensional cardiovascular data
Haidee Chen1, David Ouyang2, Tina Baykaner3
1City of Hope National Medical Center, Duarte, CA, United States.
Artificial intelligence (AI) can analyze cardiovascular data from cancer treatments to identify patients at high risk for heart problems. This allows for early intervention, improving outcomes in cardio-oncology.
Area of Science:
- Cardiology
- Oncology
- Artificial Intelligence
Background:
- Cancer therapies can cause cardiovascular complications.
- There is a need for improved risk assessment in cancer patients undergoing treatment.
- Abundant cardiovascular data from patient surveillance can be leveraged for risk evaluation.
Purpose of the Study:
- To explore the potential of artificial intelligence (AI) in analyzing cardiovascular data.
- To identify cancer patients at risk for therapy-related cardiovascular complications.
- To enable early intervention and prevent adverse cardiovascular outcomes.
Main Methods:
- Utilizing AI to analyze cardiovascular data from various imaging modalities (ECG, echocardiograms, CT, MRI).
- Focusing on early detection and risk quantification of cardiovascular diseases.
- Leveraging existing patient surveillance data for risk stratification.
Main Results:
- AI-guided cardiovascular image analysis accurately, reliably, and cost-effectively identifies cardiovascular risk.
- AI can detect early signs and future risks of cardiovascular diseases in cancer patients.
- AI facilitates better detection of at-risk features, opening preventive and therapeutic avenues.
Conclusions:
- AI holds significant potential for analyzing cardiovascular data in oncology.
- Early identification of at-risk patients through AI can lead to timely interventions.
- AI applications can enhance patient care and outcomes in cardio-oncology.
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