Applying natural language learning and deep neural networks to mortality risk models could help predict cardiovascular outcomes with more accuracy than modern support vector machines, researchers said at the 67th annual American College of Cardiology conference in Orlando.

Surgical risk is an outdated measure of a patient’s eligibility for aortic valve replacement procedures, one Norfolk, Virginia, cardiologist said at the American College of Cardiology’s annual symposium last weekend—clinicians should instead be turning their attention to the idea of “TAVR suitability.”

At one hospital, an aggressive treatment PE treatment program has dramatically reduced mortality.

One morning last year, a patient checked into a hospital in Canada as the first TAVR case of the day, and they were discharge by that evening. It was an eyebrow-raising feat for a procedure that typically requires several days of hospitalization.

Medtronic plc (NYSE: MDT) today announced new clinical data in interventional treatments for aortic and peripheral vascular diseases in a late-breaking trial session at Vascular Interventional Advances (VIVA) 2015.

Cocaine addiction can ruin a person physically and financially, and with an estimated 1.4 million cocaine users in the U.S., thousands will become trapped by their habit. While previous research on the drug and its addictive potential were observational and subjective, imaging is reshaping how we see addiction—and how it will be treated.

PET with 11C-PIB provides a noninvasive method for visualizing amyloid deposits in the heart, according to a study published in the February issue of the Journal of Nuclear Medicine. The researchers suggest that 11C-PIB eventually may be used in the clinical setting as both a diagnostic tool and a treatment follow-up method.

According a study published in the March issue of the journal Radiology, radiologists now have a comparable, non-ionizing option to CT for the detection of pulmonary embolism.