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Kavanagh, Paul

0000-0002-2242-1936

Mayo Clinic

Artificial Intelligence in Medicine Research Center, Departments of Biomedical Sciences, Medicine, and Cardiology, Cedars-Sinai Medical Center, Los Angeles, CA (M.L., G.R., A.S., P.K., J.X.L., D.D., D.S.B., P.J.S.).

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.
Mechanical dyssynchrony and septal–lateral perfusion heterogeneity predict adverse left ventricular remodelling beyond ECG-defined LBBB
Brandão, Simone Cristina Soares, Joseph, Lee , Brown, Jenifer M. , Lopez, Diana, Lemley, M A R K, Ramirez, Giselle, Kavanagh, P A U L, Kriekinge, Serge D. Van , Builoff, Valerie , Divakaran, Sanjay, Weber, Brittany, Hainer, Jon, Carre, Sylvain , Blankstein, Ron, Dorbala, Sharmila, Le, Viet T, Mason, Steve, Chareonthaitawee, Panithaya, Wopperer, Samuel, Rosamond, Thomas, Berman, D., Dey, Damini, Carli, Marcelo F Di, Slomka, Piotr J, Huck, Daniel M, Soares Brandão, Simone Cristina , Kavanagh, Paul , Divakaran, Sanjay , Weber, Brittany , Hainer, Jon , Blankstein, Ron , Dey, Damini , Di Carli, Marcelo F , Huck, Daniel , Brown, Jenifer Michelle , Lopez, Diana, Lemley, Mark , Kavanagh, Paul , Liang, Joanna, Dorbala, Sharmila , Le, Viet T. , Mason, Steve, Knight, Stacey , Chareonthaitawee, Panithaya , Wopperer, Samuel, Berman, Daniel S. , Dey, Damini , Carli, Marcelo F. Di , Slomka, Piotr J

European Heart Journal - Cardiovascular Imaging | March 26, 2026 | Volume: 27 | Issue: 6 | Pages: 1255-1265

10.1093/ehjci/jeag081 Get It

Abstract Aims Left bundle branch block (LBBB) is associated with mechanical dyssynchrony, heterogeneous perfusion, and adverse left ventricular (LV) remodelling. However, not all patients with LBBB develop cardiomyopathy, and dyssynchrony can occur without conduction defects. The role of microvascular dysfunction remains uncertain. We aimed to assess how mechanical dyssynchrony and perfusion heterogeneity relate to LV remodelling and function in patients with and without LBBB. Methods and results We analysed 233 patients with LBBB and 932 matched controls who underwent PET myocardial perfusion imaging, assessing mechanical dyssynchrony (phase entropy), LV volumes, and ejection fraction (EF); coronary vascular resistance (CVR), myocardial blood flow (MBF), myocardial flow reserve (MFR) as markers of microvascular function; and septal-to-lateral MBF ratio (SLR) as a measure of regional perfusion heterogeneity. Compared with controls, LBBB patients had greater dyssynchrony (56% vs. 40%), larger LV volumes, and lower EF (54% vs. 67%) (all P &lt; 0.001), as well as higher stress CVR (37 vs. 34 mmHg/mL·min−1·g−1), and lower MBF (2.4 vs. 2.6 mL/min/g), MFR (2.4 vs. 2.6), and SLR (0.95 vs. 1.00) (all P &lt; 0.05). Among patients with dyssynchrony, SLR &lt;1.0 identified greater remodelling. In multivariable regression, phase entropy and SLR independently predicted LV volumes and EF, with adverse effects of SLR reduction amplified in LBBB (interaction P &lt; 0.01). In Cox analysis, phase entropy (HR:1.02, P = 0.01), MFR (HR:0.62, P &lt; 0.001), and LVEF (HR:0.97, P &lt; 0.001) were independently associated with death or heart failure hospitalization, whereas LBBB was not. Conclusion Mechanical dyssynchrony and perfusion heterogeneity independently predict adverse LV remodelling, irrespective of LBBB. Integrated imaging improves cardiomyopathy stratification.