Cardiovascular Disease Risk Assessment – A new approach using AI

By Michael Awood

September 20, 2023

Artificial intelligence (AI) has a far reaching grasp. It continues to extend its reach into the healthcare space. One of the areas that its having a profound impact is in the space of early disease detection. Its now changing the way we predict and manage cardiovascular disease (CVD), which is a leading cause of mortality worldwide. Traditional risk factors such as age, sex, and family history are combined with clinical parameters like glucose and cholesterol levels to calculate risk, but these methods fall short in assessing vascular condition directly and efficiently.

AI has paved the way for a more cost-effective tool for CVD risk assessment: ocular imaging. The eye’s microvascular system, particularly the retinal part, shares similarities with the brain and cardiovascular system. Research has shown a strong correlation between the retina and CVD. AI has been used to detect ocular diseases, and now, it is being applied to predict CVD from ocular images.

Despite these advancements, challenges remain showing significant limitations due to population variability. The limited availability of high-quality labelled data for AI model training and validation is also major issue. There is also a need for prospective trials to validate the model’s usefulness and safety in real-world scenarios.

The successful transition of AI-ocular image analysis from theory to real-world application requires addressing various challenges, including conducting cost-benefit analyses of AI models, securing funding sources, establishing information technology infrastructure, fostering social acceptance, managing clinical workflow changes, and navigating regulatory issues.

In conclusion, AI in ocular imaging offers a promising tool for CVD risk assessment. However, further research and collaboration are needed to address the challenges and bring this tool to clinical application. 



Reference url

Recent Posts

biosimilar clinical approach
    

Biosimilar Clinical Approach

🚀 How is the EMA’s new biosimilar clinical approach changing the landscape of drug approvals in Europe?

With a focus on tailored clinical assessments, the EMA is streamlining the pathway for biosimilars by allowing analytical data to take precedence over large-scale comparative efficacy studies. This shift promises to enhance patient access to life-saving therapies while maintaining rigorous safety standards.

Dive deeper into the implications of this innovative regulatory approach and find out how it can impact health economics and market access.

👉 Read more in the full article!
#SyenzaNews #regulatoryaffairs #MarketAccess

HIV prevention injection
   

FDA Approval and Access Strategy for Lenacapavir (Yeztugo) Long-Acting HIV Prevention

🌍 Will Yeztugo Approval and Access Strategy Deliver an Inflection Point in HIV/AIDS?

Yeztugo (lenacapavir), a twice-yearly injection, redefines long-acting HIV prevention with 96–100% efficacy. Gilead’s access strategy—insurance, assistance, and generics for 120 countries—targets global impact. Can it balance $28,218 U.S. costs with equity for 1.3M annual infections? My article explores health economics, public health, and market dynamics.

📖 Read how Yeztugo’s access strategy could transform long-acting HIV prevention

#SyenzaNews #GlobalHealth #HIVPrevention #Yeztugo #PrEP

essential prescription drugs
       

Canada Launches Consultation for Essential Prescription Drugs List

💊 Are you curious about how Canada plans to make essential prescription drugs accessible for everyone?

Canada’s Drug Agency has launched a national consultation to create a list of essential prescriptions that aim to ensure equitable access, improve health outcomes, and reduce costs. This initiative marks a key step towards universal pharmacare and highlights the importance of evidence-based practices in healthcare.

Dive into our latest article to learn more about the implications for patients, policymakers, and the broader healthcare system!

#SyenzaNews #healthcare #HealthEconomics

When you partner with Syenza, it’s like a Nuclear Fusion.

Our expertise are combined with yours, and we contribute clinical expertise and advanced degrees in health policy, health economics, systems analysis, public finance, business, and project management. You’ll also feel our high-impact global and local perspectives with cultural intelligence.

SPEAK WITH US

CORRESPONDENCE ADDRESS

1950 W. Corporate Way, Suite 95478
Anaheim, CA 92801, USA

© 2025 Syenza™. All rights reserved.