Back to Authors

Kavanagh, Paul

Mayo Clinic

Cedars-Sinai Medical Center

Citations 2

Incremental Prognostic Value of Subendocardial Myocardial Flow Reserve in Patients With Normal Perfusion
Lopez, Diana M. , Brown, Jenifer M. , Divakaran, Sanjay , Weber, Brittany , Hainer, Jon , Carre, Sylvain, Lemley, Mark , Ramirez, Giselle , Shanbhag, Aakash , Kavanagh, Paul, Liang, Joanna X. , Blankstein, Ron , Dorbala, S, Mason, Steve, Wopperer, Samuel , Rosamond, Thomas, Kwieciński, Jacek , Travin, Mark I. , Alexanderson, Erick, Packard, René R S, Feher, A, Sanghani, Rupa, deKemp, Robert A. , Berman, Daniel S. , Slomka, P J, Carli, Marcelo F. Di , Packard, René R. Sevag , Lopez, Diana M , Huck, Daniel , Weber, Brittany , Hainer, Jon , Lemley, Mark , Ramirez, Giselle , Shanbhag, Aakash , Kavanagh, Paul , Blankstein, Ron , Dorbala, Sharmila , Dey, Damini , Knight, Stacey , Le, Viet T , Wopperer, Samuel , Chareonthaitawee, Panithaya , Rosamond, Thomas L , Kwiecinski, Jacek , Miller, Robert J H , Slipczuk, Leandro , Carvajal-Juarez, Isabel , Packard, Rene R S , Al-Mallah, Mouaz H , Einstein, Andrew Jeffrey , Feher, Attila , Acampa, Wanda , Buechel, Ronny R , deKemp, Robert A , Berman, Daniel , Slomka, Piotr J , Di Carli, Marcelo F , Divakaran, Sanjay , Brown, Jenifer Michelle , Kavanagh, Paul , Dey, Damini , Knight, Stacey , Le, Viet T. , Mason, Steve, Chareonthaitawee, Panithaya , Miller, Robert J.H. , Slipczuk, Leandro , Alexanderson, Erick , Carvajal-Juarez, Isabel , Al‐Mallah, Mouaz H. , Sanghani, Rupa Mehta

Circulation | June 4, 2026 | Volume: 154 | Issue: 3 | Pages: 212-222

10.1161/circulationaha.125.078816 Get It

BACKGROUND: Although the prognostic utility of positron emission tomography (PET) myocardial flow reserve (MFR) is well established, emerging data suggest that reduced subendocardial flows also predict adverse outcomes. However, the incremental value of subendocardial MFR (MFR SE ) beyond transmural MFR (MFR TM ) remains unclear. METHODS: We studied patients in a multicenter PET registry with normal perfusion on stress/rest Rb-82 PET, excluding those with a previous history of coronary artery bypass surgery, heart transplantation, or left ventricular ejection fraction <40%. The optimal MFR SE cutoff for predicting major adverse cardiovascular events (MACEs; death, myocardial infarction [MI], revascularization, or heart failure [HF] hospitalization) was determined using Youden’s index. Patients were stratified into 3 groups: concordant-normal (MFR TM ≥2.0; MFR SE ≥2.1), discordant (low-MFR SE , normal MFR TM ), and abnormal MFR TM . Clinical outcomes were compared by MFR groups. RESULTS: Among 6603 patients (normal N=4103; discordant N=885; abnormal N=1615) the mean age was 66.3±12.4 years, and 54% were women. Compared with the concordant-normal group, patients with discordant low-MFR SE were older and more likely to have hypertension, diabetes, peripheral artery disease, and previous percutaneous coronary intervention. The median MFR TM for normal, discordant, and abnormal groups were 2.86, 2.15, and 1.72, respectively. Over a median follow-up of 4.9 years, 1661 MACE events occurred. Discordant low-MFR SE patients had a higher risk of MACE (hazard ratio [HR], 1.41; 95% CI, 1.22–1.64) and all-cause mortality (HR, 1.36; 95% CI, 1.14–1.61) compared with concordant-normal patients. The discordant group had an intermediate absolute risk of MACE, with an adjusted annualized event rate of 5.79% (95% CI, 5.10–6.49) compared with 3.99% (95% CI, 3.67–4.30; P <0.001) in the concordant-normal group and 8.35% (95% CI, 7.71–9.00; P <0.001) in the abnormal MFR TM group. CONCLUSIONS: Subendocardial MFR reveals clinically meaningful risk heterogeneity among patients with preserved transmural flow reserve, helping refine risk stratification beyond traditional PET metrics.
Opportunistic CT Attenuation Biomarkers of Anemia Are Associated With Impaired Myocardial Flow Reserve and Cardiovascular Outcomes
Miller, Robert J.H. , Shanbhag, Aakash, Kwieciński, Jacek , Kavanagh, Paul, Ramirez, Giselle, Lemley, Mark, Kamagate, Assiata, Slipczuk, Leandro , Travin, Mark I. , Alexanderson, Erick, Carvajal-Juarez, Isabel, Packard, René R S, Einstein, Andrew J., Mason, Steve, Wopperer, Samuel, Rosamond, Thomas, DeKemp, Robert A, Buechel, Ronny R. , Berman, Daniel S., Dey, Damini, Carli, Marcelo F Di, Slomka, Piotr, Carvajal-Juarez, Isabel , Slipczuk, Leandro , Packard, Rene R S , Al-Mallah, Mouaz H , Buechel, Ronny R , Di Carli, Marcelo F , Slomka, Piotr J , Carvajal-Juarez, Isabel , Miller, Robert J H , Yi, Jirong , Kavanagh, Paul , Lemley, Mark , Alexanderson, Erick , Packard, René R. Sevag , Al‐Mallah, Mouaz H. , Einstein, Andrew Jeffrey , Acampa, Wanda , Knight, Stacey , Le, Viet T. , Mason, Steve, Wopperer, Samuel, Chareonthaitawee, Panithaya , deKemp, Robert A. , Berman, Daniel S. , Dey, Damini , Carli, Marcelo F. Di

No container title available | May 19, 2026 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.64898/2026.05.14.26353239 Get It

ABSTRACT Background Anemia is an established marker of cardiovascular disease severity and risk which leads to elevations in resting myocardial blood flow (MBF) and impaired myocardial flow reserve (MFR) in patients without obstructive coronary artery disease (CAD). Anemia can potentially be detected opportunistically from blood pool density changes on computed tomography (CT) imaging. Objectives We evaluated relationships between chamber density measurements with hemoglobin, positron emission tomography (PET) findings, and cardiovascular events. Methods We included 33460 patients from 13 sites in the REFINE-PET who underwent PET and 24368 patients undergoing lung cancer screening chest CT. A deep learning model segmented cardiac chambers from CT images, then quantified chamber density. We evaluated the relationship between chamber density measures with resting MBF and MFR, as well as associations with death or myocardial infarction (MI). Results We included a total of 57,828 patients. A higher density in myocardium compared to left ventricle blood pool was associated with reduced MFR (adjusted odds ratio 3.02 per SD increase, 95% confidence interval[CI] 2.72 – 3.38) and an increased risk of death or MI in (adjusted hazard ratio[HR] 1.38 per SD increase, 95% CI 1.26-1.51). Having myocardial density higher than blood pool density was also associated with cardiovascular death in patients undergoing low-dose chest CT (adjusted HR 1.73, 95% CI 1.20-2.52). Conclusions In a large multimodality dataset, lower cardiac chamber density is associated with impaired MFR and independently associated with cardiovascular events. These biomarkers can be automatically extracted from CT to provide physiologic insights and potentially guide patient care. CONDENSED ABSTRACT Anemia is an important marker of cardiovascular disease severity and predictor of cardiovascular events. We utilized deep learning to measure cardiac chamber density on computed tomography imaging as a surrogate for anemia in 57,828 patients from two large multicenter studies. A higher density in myocardium compared to left ventricle blood pool was associated with reduced MFR and an increased risk of death or MI in patients undergoing positron emission tomography, and an increased risk of cardiovascular death in patients undergoing low-dose computed tomography. These biomarkers can provide additionally physiologic insights which could be used to guide patient care.