End-systole and end-diastole detection in short axis cine MRI using a fully convolutional neural network with dilated convolutions

[EN] The correct assessment and characterization of heart anatomy and functionality is usually done through inspection of magnetic resonance image cine sequences. In the clinical setting it is especially important to determine the state of the left ventricle. This requires the measurement of its volume in the end-diastolic and end-systolic frames within the sequence trough segmentation methods. However, the first step required for this analysis before any segmentation is the detection of the end-systolic and end-diastolic frames within the image acquisition. In this work we present a fully convolutional neural network that makes use of dilated convolutions to encode and process the temporal information of the sequences in contrast to the more widespread use of recurrent networks that are usually employed for problems involving temporal information. We trained the network in two different settings employing different loss functions to train the network: the classical weighted cross-entropy, and the weighted Dice loss. We had access to a database comprising a total of 397 cases. Out of this dataset we used 98 cases as test set to validate our network performance. The final classification on the test set yielded a mean frame distance of 0 for the end-diastolic frame (i.e.: the selected frame was the correct one in all images of the test set) and 1.242 (relative frame distance of 0.036) for the end-systolic frame employing the optimum setting, which involved training the neural network with the Dice loss. Our neural network is capable of classifying each frame and enables the detection of the end-systolic and end-diastolic frames in short axis cine MRI sequences with high accuracy.Funding sources This work was partially supported by the Conselleria d'Innovació, Universitats, Ciència i Societat Digital, Generalitat Valenciana (grants AEST/2020/029 and AEST/2021/050) .Pérez-Pelegrí, M.; Monmeneu, JV.; López-Lereu, MP.; Maceira, AM.; Bodi, V.; Moratal, D. (2022). End-systole and end-diastole detection in short axis cine MRI using a fully convolutional neural network with dilated convolutions. Computerized Medical Imaging and Graphics. 99:1-8. https://doi.org/10.1016/j.compmedimag.2022.102085189

Predictive Value of Cardiac Magnetic Resonance Feature Tracking after Acute Myocardial Infarction: A Comparison with Dobutamine Stress Echocardiography

[EN] In acute ST-segment elevation myocardial infarction (STEMI) late gadolinium enhancement (LGE) may underestimate segmental functional recovery. We evaluated the predictive value of cardiac magnetic resonance (CMR) feature-tracking (FT) for functional recovery and whether it incremented the value of LGE compared to low-dose dobutamine stress echocardiography (LDDSE) and speckle-tracking echocardiography (STE). Eighty patients underwent LDDSE and CMR within 5-7 days after STEMI and segmental functional recovery was defined as improvement in wall-motion at 6-months CMR. Optimal conventional and FT parameters were analyzed and then also applied to an external validation cohort of 222 STEMI patients. Circumferential strain (CS) was the strongest CMR-FT predictor and addition to LGE increased the overall accuracy to 74% and was especially relevant in segments with 50-74% LGE (AUC 0.60 vs. 0.75, p = 0.001). LDDSE increased the overall accuracy to 71%, and in the 50-74% LGE subgroup improved the AUC from 0.60 to 0.69 (p = 0.039). LGE + CS showed similar value as LGE + LDDSE. In the validation cohort, CS was also the strongest CMR-FT predictor of recovery and addition of CS to LGE improved overall accuracy to 73% although this difference was not significant (AUC 0.69, p = 0.44). Conclusion: CS is the strongest CMR-FT predictor of segmental functional recovery after STEMI. Its incremental value to LGE is comparable to that of LDDSE whilst avoiding an inotropic stress agent. CS is especially relevant in segments with 50-74% LGE where accuracy is lower and further testing is frequently required to clarify the potential for recovery.This research was supported by the Instituto de Salud Carlos III and co-funded by Fondo Europeo de Desarrollo Regional (FEDER) (grant numbers PI17/01836 and CIBERCV16/11/00486). JG and DM acknowledge financial support from the "Agencia Valenciana de la Innovacion, Generalitat Valenciana" (grant) and from the "Conselleria d'Educacio, Investigacio, Cultura i Esport, Generalitat Valenciana" (grant number AEST/2019/037).Valente, FX.; Gavara-Doñate, J.; Gutiérrez, L.; Rios-Navarro, C.; Rello, P.; Maymi, M.; Fernandez-Galera, R.... (2021). Predictive Value of Cardiac Magnetic Resonance Feature Tracking after Acute Myocardial Infarction: A Comparison with Dobutamine Stress Echocardiography. Journal of Clinical Medicine. 10(22):1-12. https://doi.org/10.3390/jcm10225261S112102

MRI Investigation of the Differential Impact of Left Ventricular Ejection Fraction After Myocardial Infarction in Elderly vs. Nonelderly Patients to Predict Readmission for Heart Failure

Acute heart failure; Acute myocardial infarction; ElderlyInsuficiència cardíaca aguda; Infart agut de miocardi; Gent granInsuficiencia cardíaca aguda; Infarto agudo de miocardio; AncianoBackground Patients with ST-segment elevation myocardial infarction (STEMI), especially elderly individuals, have an increased risk of readmission for acute heart failure (AHF). Purpose To study the impact of left ventricular ejection fraction (LVEF) by MRI to predict AHF in elderly (>70 years) and nonelderly patients after STEMI. Study Type Prospective. Population Multicenter registry of 759 reperfused STEMI patients (23.3% elderly). Field Strength/Sequence 1.5-T. Balanced steady-state free precession (cine imaging) and segmented inversion recovery steady-state free precession (late gadolinium enhancement) sequences. Assessment One-week MRI-derived LVEF (%) was quantified. Sequential MRI data were recorded in 579 patients. Patients were categorized according to their MRI-derived LVEF as preserved (p-LVEF, ≥50%), mildly reduced (mr-LVEF, 41%–49%), or reduced (r-LVEF, ≤40%). Median follow-up was 5 [2.33–7.54] years. Statistical Tests Univariable (Student's t, Mann–Whitney U, chi-square, and Fisher's exact tests) and multivariable (Cox proportional hazard regression) comparisons and continuous-time multistate Markov model to analyze transitions between LVEF categories and to AHF. Hazard ratios (HR) with 95% confidence intervals (CIs) were computed. P < 0.05 was considered statistically significant. Results Over the follow-up period, 79 (10.4%) patients presented AHF. MRI-LVEF was the most robust predictor in nonelderly (HR 0.94 [0.91–0.98]) and elderly patients (HR 0.94 [0.91–0.97]). Elderly patients had an increased AHF risk across the LVEF spectrum. An excess of risk (compared to p-LVEF) was noted in patients with r-LVEF both in nonelderly (HR 11.25 [5.67–22.32]) and elderly patients (HR 7.55 [3.29–17.34]). However, the mr-LVEF category was associated with increased AHF risk only in elderly patients (HR 3.66 [1.54–8.68]). Less transitions to higher LVEF states (n = 19, 30.2% vs. n = 98, 53%) and more transitions to AHF state (n = 34, 53.9% vs. n = 45, 24.3%) were observed in elderly than nonelderly patients. Data Conclusion MRI-derived p-LVEF confers a favorable prognosis and r-LVEF identifies individuals at the highest risk of AHF in both elderly and nonelderly patients. Nevertheless, an excess of risk was also found in the mr-LVEF category in the elderly group. Evidence Level 2. Technical Efficacy Stage 2.Grant sponsor: This work was supported by “Instituto de Salud Carlos III” and “Fondos Europeos de Desarrollo Regional FEDER” (grant numbers PI20/00637, PI15/00531, and CIBERCV16/11/00486, CIBERCV16/11/00420, CIBERCV16/11/00479, and CM21/00175 to V.M.-G.), Fundació La Marató TV3 (grant 20153030-31-32), La Caixa Banking Foundation (HR17-00527) and by Conselleria de Educación – Generalitat Valenciana (PROMETEO/2021/008). J.G. acknowledges financial support from the “Agencia Estatal de Investigación” (grant FJC2020-043981-I/AEI/10.13039/501100011033)

Prognostic value of cardiac magnetic resonance early after ST-segment elevation myocardial infarction in older patients

[EN] Background older patients with ST-segment elevation myocardial infarction (STEMI) represent a very high-risk population. Data on the prognostic value of cardiac magnetic resonance (CMR) in this scenario are scarce. Methods the registry comprised 247 STEMI patients over 70 years of age treated with percutaneous intervention and included in a multicenter registry. Baseline characteristics, echocardiographic parameters and CMR-derived left ventricular ejection fraction (LVEF, %), infarct size (% of left ventricular mass) and microvascular obstruction (MVO, number of segments) were prospectively collected. The additional prognostic power of CMR was assessed using adjusted C-statistic, net reclassification index (NRI) and integrated discrimination improvement index (IDI). Results during a 4.8-year mean follow-up, the number of first major adverse cardiac events (MACE) was 66 (26.7%): 27 all-cause deaths and 39 re-admissions for acute heart failure. Predictors of MACE were GRACE score (HR 1.03 [1.02-1.04], P 155, LVEF = 2 segments. A simple score (0, 1, 2, 3) based on the number of altered factors accurately predicted the MACE per 100 person-years: 0.78, 5.53, 11.51 and 78.79, respectively (P < 0.001). Conclusions CMR data contribute valuable prognostic information in older patients submitted to undergo CMR soon after STEMI. The Older-STEMI-CMR score should be externally validated.This work was supported by Instituto de Salud Carlos III and Fondos Europeos de Desarrollo Regional FEDER (grant numbers PI20/00637, PI15/00531, and CIBERCV16/11/00486,CIBERCV16/11/00420, CIBERCV16/11/00479), apostgraduate contract FI18/00320 to C.R.-N., CM21/00175 to V.M.-G. and JR21/00041 to C.B., Fundacio La MaratoTV3 (grant 20153030-31-32), La Caixa Banking Foundation (HR17-00527), by Conselleria de Educacion-Generalitat Valenciana (PROMETEO/2021/008) and by Sociedad Espanola de Cardiologia (grant SEC/FEC-INV-CLI 21/024). J.G. acknowledges financial support from the Agencia Estatal de Investigacion (grant FJC2020-043981-I/AEI/10.13039/501100011033). D.M. acknowledges financial support from the Conselleria d'Educacio,Investigacio, Cultura i Esport, Generalitat Valenciana (grants AEST/2019/037, AEST/2020/029).Gabaldón-Pérez A; Marcos-Garcés, V.; Gavara-Doñate, J.; López-Lereu, MP.; Monmeneu, JV.; Pérez, N.; Ríos-Navarro, C.... (2022). Prognostic value of cardiac magnetic resonance early after ST-segment elevation myocardial infarction in older patients. Age and Ageing. 51(11):1-11. https://doi.org/10.1093/ageing/afac248111511

Combined assessment of stress cardiovascular magnetic resonance and angiography to predict the effect of revascularization in chronic coronary syndrome patients

[EN] Aims The role of revascularization in chronic coronary syndrome (CCS) and the value of ischaemia vs. anatomy to guide decision-making are in constant debate. We explored the potential of a combined assessment of ischaemic burden by vasodilator stress cardiovascular magnetic resonance (CMR) and presence of multivessel disease by angiography to predict the effect of revascularization on all-cause mortality in CCS. Methods and results The study group comprised 1066 CCS patients submitted to vasodilator stress CMR pre-cardiac catheterization (mean age 66 +/- 11 years, 69% male). Stress CMR-derived ischaemic burden (extensive if >5 ischaemic segments) and presence of multivessel disease in angiography (two- or three-vessel or left main stem disease) were computed. The influence of revascularization on all-cause mortality was explored and adjusted hazard ratios (HRs) with the corresponding 95% confidence intervals were obtained. During a median 7.51-year follow-up, 557 (52%) CMR-related revascularizations and 308 (29%) deaths were documented. Revascularization exerted a neutral effect on all-cause mortality in the whole study group [HR 0.94 (0.74-1.19), P = 0.6], in patients without multivessel disease [n = 598, 56%, HR 1.12 (0.77-1.62), P = 0.6], and in those with multivessel disease without extensive ischaemic burden [n = 181, 17%, HR 1.66 (0.91-3.04), P = 0.1]. However, compared to non-revascularized patients, revascularization significantly reduced all-cause mortality in patients with simultaneous multivessel disease and extensive ischaemic burden (n = 287, 27%): 3.77 vs. 7.37 deaths per 100 person-years, HR 0.60 (0.40-0.90), P = 0.01. Conclusions In patients with CCS submitted to catheterization, evidence of simultaneous extensive CMR-related ischaemic burden and multivessel disease identifies the subset in whom revascularization can reduce all-cause mortality.This work was supported by the Instituto de Salud Carlos III and co-funded by Fondo Europeo de Desarrollo Regional (FEDER) (PI20/00637 and CIBERCV16/11/00486) and by Sociedad Espanola de Cardiologia (SEC/FEC-INV-CLI 21/024). J.G. acknowledges financial support from the Agencia Estatal de Investigacion (FJC2020-043981-I/AEI/10.13039/501100011033). D.M. acknowledges financial support from the Conselleria d'Educacio, Investigacio, Cultura i Esport, Generalitat Valenciana (AEST/2019/037 and AEST/2020/029).Gavara-Doñate, J.; Pérez, N.; Marcos-Garces, V.; Monmeneu, JV.; Lopez-Lereu, MP.; Rios-Navarro, C.; De Dios, E.... (2022). Combined assessment of stress cardiovascular magnetic resonance and angiography to predict the effect of revascularization in chronic coronary syndrome patients. European Journal of Preventive Cardiology. 29(2):407-416. https://doi.org/10.1093/eurjpc/zwab17040741629

Magnetic Resonance Assessment of Left Ventricular Ejection Fraction at Any Time Post-Infarction for Prediction of Subsequent Events in a Large Multicenter STEMI Registry

[EN] Background Magnetic resonance imaging (MRI) is the most accurate imaging technique for left ventricular ejection fraction (LVEF) quantification, but as yet the prognostic value of LVEF assessment at any time after ST-segment elevation myocardial infarction (STEMI) for subsequent major adverse cardiac event (MACE) prediction is uncertain. Purpose To explore the prognostic impact of MRI-derived LVEF at any time post-STEMI to predict subsequent MACE (cardiovascular death or re-admission for acute heart failure). Study Type Prospective. Population One thousand thirteen STEMI patients were included in a multicenter registry. Field Strength/Sequence 1.5-T. Balanced steady-state free precession (cine imaging) and segmented inversion recovery steady-state free precession (late gadolinium enhancement) sequences. Assessment Post-infarction MRI-derived LVEF (reduced [r]: = 50%) was sequentially quantified at 1 week and after >3 months of follow-up. Statistical Tests Multi-state Markov model to determine the prognostic value of each LVEF state (r-, mr- or p-) at any time point assessed to predict subsequent MACE. A P-value During a 6.2-year median follow-up, 105 MACE (10%) were registered. Transitions toward improved LVEF predominated and only r-LVEF (at any time assessed) was significantly related to a higher incidence of subsequent MACE. The observed transitions from r-LVEF, mr-LVEF, and p-LVEF states to MACE were: 15.3%, 6%, and 6.7%, respectively. Regarding the adjusted transition intensity ratios, patients in r-LVEF state were 4.52-fold more likely than those in mr-LVEF state and 5.01-fold more likely than those in p-LVEF state to move to MACE state. Nevertheless, no significant differences were found in transitions from mr-LVEF and p-LVEF states to MACE state (P-value = 0.6). Data Conclusion LVEF is an important MRI index for simple and dynamic post-STEMI risk stratification. Detection of r-LVEF by MRI at any time during follow-up identifies a subset of patients at high risk of subsequent events. Level of Evidence 2 Technical Efficacy Stage 2This work was supported by "Instituto de Salud Carlos III," "Fondos Europeos de Desarrollo Regional FEDER" (grants PI15/00531, PI17/01836, PI20/00637, and CIBERCV16/11/00486), and "Marato TV3" (grant 20153030-31-32), a grant from the Catalonian Society of Cardiology 2015 and a grant from La Caixa Foundation (HR17-00527). David Moratal and Jose Gavara acknowledge financial support from the "Conselleria d'Educacio, Investigacio, Cultura i Esport, Generalitat Valenciana" (grants AEST/2019/037 and AEST/2020/029), "Agencia Valenciana de la Innovacion, Generalitat Valenciana" (ref. INNCAD00/19/085 and INNCAD/2020/84), and "Centro para el Desarrollo Tecnologico Industrial" (Programa Eurostars-2, actuacion Interempresas Internacional), Spanish "Ministerio de Ciencia, Innovacion y Universidades" (ref. CIIP-20192020).Gavara-Doñate, J.; Marcos-Garces, V.; Lopez-Lereu, MP.; Monmeneu, JV.; Rios-Navarro, C.; De Dios, E.; Pérez, N.... (2022). Magnetic Resonance Assessment of Left Ventricular Ejection Fraction at Any Time Post-Infarction for Prediction of Subsequent Events in a Large Multicenter STEMI Registry. Journal of Magnetic Resonance Imaging. 56(2):476-487. https://doi.org/10.1002/jmri.2778947648756

Comparative Analysis of Tagging and Feature-Tracking Cardiac MRI Techniques for the Evaluation of Cardiac Deformation

[EN] Currently, there is a high prevalence of cardiovascular diseases, being the leading cause of mortality worldwide. Thus, a rapid and effective evaluation of the heart is increasingly relevant to diagnose the patient early and achieve appropriate treatment. For this reason, this study aims to compare myocardial deformation parameters such as circumferential strain (segmental, base, mid, apical and global) and global torsion values by the CMR tissue tagging reference technique in SPAMM cine images and the promising feature-tracking technique in b-SSFP cine images, in 31 healthy subjects and 35 patients diagnosed with infarct. The results obtained showed that there is a high agreement in the inter-technique and inter-observer reproducibility for all myocardial parameters evaluated. Therefore, it can be determined the CMR featuretracking technique is highly reproducible for circumferential strain and torsion parameters and could currently be a reliable clinical alternative to assess myocardial function.DM acknowledges financial support from the Conselleria d'Educacio, Investigacio, Cultura i Esport, Generalitat Valenciana (grants AEST/2019/037 and AEST/2020/029), from the Agencia Valenciana de la Innovacion, Generalitat Valenciana (ref. INNCAD00/19/085), and from the Centro para el Desarrollo Tecnologico Industrial (Programa Eurostars-2, Interempresas Internacional), Spanish Ministerio de Ciencia, Innovacion y Universidades (ref. CIIP-20192020).Tejero-Cervera, P.; Del-Canto, I.; López-Lereu, MP.; Monmeneu, JV.; Ruiz-España, S.; Santabárbara, JM.; Maceira, A.... (2020). Comparative Analysis of Tagging and Feature-Tracking Cardiac MRI Techniques for the Evaluation of Cardiac Deformation. IEEE Computer Society. 1054-1059. https://doi.org/10.1109/BIBE50027.2020.00178S1054105

EpCAM and microvascular obstruction in patients with STEMI: a cardiac magnetic resonance study

[EN] Introduction and objectives: Microvascular obstruction (MVO) is negatively associated with cardiac structure and worse prognosis after ST-segment elevation myocardial infarction (STEMI). Epithelial cell adhesion molecule (EpCAM), involved in epithelium adhesion, is an understudied area in the MVO setting. We aimed to determine whether EpCAM is associated with the appearance of cardiac magnetic resonance (CMR)-derived MVO and long-term systolic function in reperfused STEMI. Methods: We prospectively included 106 patients with a first STEMI treated with percutaneous coronary intervention, quantifying serum levels of EpCAM 24 hours postreperfusion. All patients underwent CMR imaging 1 week and 6 months post-STEMI. The independent correlation of EpCAM with MVO, systolic volume indices, and left ventricular ejection fraction was evaluated. Results: The mean age of the sample was 59 +/- 13 years and 76% were male. Patients were dichotomized according to median EpCAM (4.48 pg/mL). At 1-week CMR, lower EpCAM was related to extensive MVO (P = .021) and larger infarct size (P = .019). At presentation, EpCAM values were significantly associated with the presence of MVO in univariate (OR, 0.58; 95%CI, 0.38-0.88; P = .011) and multivariate logistic regression models (OR, 0.55; 95%CI, 0.35-0.87; P= .010). Although MVO tends to resolve at chronic phases, decreased EpCAM was associated with worse systolic function: reduced left ventricular ejection fraction (P = .009) and higher left ventricular end-systolic volume (P = .043). Conclusions: EpCAM is associated with the occurrence of CMR-derived MVO at acute phases and long term adverse ventricular remodeling post-STEMI. (C) 2021 Published by Elsevier Espana, S.L.U. on behalf of Sociedad Espanola de Cardiologia.[ES] Introducción y objetivos La obstrucción microvascular (OMV) se asocia negativamente con la estructura cardiaca y el pronóstico de los pacientes tras un infarto agudo de miocardio con elevación del segmento ST (IAMCEST). El factor epithelial cell adhesion molecule (EpCAM), implicado en la cohesión de las células epiteliales, está poco estudiado en el contexto de la OMV. Por ello, el objetivo de este estudio es evaluar en una cohorte de pacientes con IAMCEST la asociación entre la concentración de EpCAM circulante con la extensión de la OMV, determinada por resonancia magnética cardiaca (RMC), y la función sistólica en fases crónicas. Métodos Se incluyó prospectivamente a 106 pacientes con un primer IAMCEST tratados con angioplastia primaria percutánea. La concentración sérica de EpCAM se determinó 24 h tras la reperfusión coronaria. Se estudió a todos los pacientes mediante RMC a la semana y a los 6 meses del IAMCEST. Se evaluó la correlación entre los valores de EpCAM circulante con la OMV, los índices de función sistólica y la fracción de eyección del ventrículo izquierdo. Resultados La media de edad de la cohorte era 59 ± 13 años y el 76% eran varones. Se dicotomizó a los pacientes según la mediana de EpCAM (4,48 pg/ml). Se observó que los pacientes que tenían valores más bajos de EpCAM presentaban una mayor extensión de la OMV (p = 0,021) y un mayor tamaño de infarto (p = 0,019) en los estudios de RMC realizados 1 semana después del evento cardiovascular. Respecto a las variables de presentación, la concentración de EpCAM se asoció significativamente con la presencia de OMV en análisis de regresión logística binaria univariable (OR = 0,58; IC95%, 0,38-0,88; p = 0,011) y multivariable (OR = 0,55; IC95%, 0,35-0,87; p = 0,010). A pesar de que la OMV tiende a resolverse espontáneamente en fases crónicas, unos valores más bajos de EpCAM se correlacionaron con una peor función sistólica: fracción de eyección del ventrículo izquierdo deprimida (p = 0,009) y mayor volumen telesistólico del ventrículo izquierdo (p = 0,043). Conclusiones Tras un IAMCEST, la concentración de EpCAM circulante en fase aguda se asocia con la extensión de la OMV evaluada mediante RMC y con un peor remodelado ventricular en fase crónica.This study was funded by Instituto de Salud Carlos III and Fondos Europeos de Desarrollo Regional FEDER [research grants PI17/01836, PI20/00637 and CIBERCV16/11/00486, and a postgraduate contract FI18/00320 to C. Rios-Navarro].Ríos-Navarro, C.; Gavara-Doñate, J.; Núñez, J.; Revuelta-López, E.; Monmeneu, JV.; López-Lereu, MP.; De Dios, E.... (2022). EpCAM and microvascular obstruction in patients with STEMI: a cardiac magnetic resonance study. Revista Española de Cardiología. 75(5):384-391. https://doi.org/10.1016/j.rec.2021.04.00638439175

Prognostic implications of dipyridamole cardiac MR imaging: a prospective multicenter registry

Purpose: To evaluate dipyridamole cardiac magnetic resonance (MR) imaging in the prediction of major events (MEs) in patients with ischemic chest pain in a large multicenter registry. Materials and Methods: Institutional ethics committee approval and written informed consent were obtained. A total of 1722 patients who were undergoing cardiac MR imaging for chest pain were included. Wall motion abnormalities (WMAs) at rest, hyperemia perfusion defect (PD), late gadolinium enhancement (LGE), and inducible WMA were analyzed (abnormal if more than one abnormal segment was seen) with the 17-segment model. A cardiac MR categorization was created: category 1, no PD, LGE, or inducible WMA; category 2, PD without LGE and inducible WMA; category 3, LGE without inducible WMA; and category 4, inducible WMA. The association with ME was analyzed by using Cox proportional hazard regression multivariate models. Results: During a median follow-up period of 308 days, 61 MEs (4%) occurred (36 cardiac deaths, 25 nonfatal myocardial infarctions). MEs were associated with a greater extent of WMA, PD, LGE, and inducible WMA (P ¿ .001 for all analyses). In multivariable analyses, PD (P = .002) and inducible WMA (P = .0001) were the only cardiac MR predictors. ME rate in categories 1, 2, 3, and 4 was 2% (14 of 901 patients), 3% (six of 219 patients), 4% (15 of 409 patients), and 14% (26 of 193 patients), respectively (category 4 vs category 1, adjusted P < .001). Cardiac MR¿directed revascularization was performed in 242 patients (14%) and reduced the risk of ME in only category 4 (7% [six of 92 patients] vs 26% [26 of 101 patients], P = .0004). Conclusion: Dipyridamole cardiac MR imaging can be used to predict MEs in patients with ischemic chest pain. Patients with inducible WMA are at the highest risk for MEs and benefit the most from revascularization.Bodi, V.; Husser, O.; Sanchis, J.; Núñez, J.; Monmeneu, JV.; López-Lereu, MP.; Bosch, MJ.... (2012). Prognostic implications of dipyridamole cardiac MR imaging: a prospective multicenter registry. Radiology. 262(1):91-100. doi:10.1148/radiol.11110134S91100262