
Innovations in Atherosclerosis Have Potential to Benefit Patients With CKD, HIV
Key Takeaways
- Systems approaches, including omics and machine learning, offer holistic insights into atherosclerosis mechanisms, surpassing traditional hypothesis testing.
- Chronic kidney disease and HIV infection are linked to pro-inflammatory macrophage responses, heightening cardiovascular risk.
New discoveries in atherosclerosis pathways have shed light on the active mechanisms in other diseases such as chronic kidney disease (CKD) and HIV, paving the way for furture therapeutics.
Developments in
This transcript has been lightly edited for clarity.
Transcript
Can you walk us through some of the novel discoveries in the field of atherosclerosis, and how these might shape future therapies?
So first of all, the approach of my group might be a little bit different from others. We use a so-called “systems approach” that involves omics, screening and network science, and some computational programs like bioinformatics and machine learning to holistically explore disease mechanisms, rather than testing each specific hypothesis. And then we've been particularly focusing on the impact of
More recently, we've been working on the clinical impact of
Then, we've been working on these aspects using a systems approach. This sort of approach enables you to see something you could miss otherwise, and we found several new mechanisms by which either chronic kidney disease or chronic HIV infection activate pro-inflammatory responses in macrophages in ways that would potentially increase the cardiovascular risk in those patients. There are several mechanisms we are working on. Some of those pathways, using this sort of approach, you can see things you wouldn't have seen using a traditional approach. For example, machine learning can make the impossible possible and the invisible visible; a holistic approach can find unexpected mechanisms. That's what we've been really excited about in the past several years.
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