Automatic machine learning based on native T1 mapping can identify myocardial fibrosis in patients with hypertrophic cardiomyopathy

Author(s):  
Wan-Lin Peng ◽  
Tian-Jing Zhang ◽  
Ke Shi ◽  
Hai-Xia Li ◽  
Ying Li ◽  
...  
Circulation ◽  
2015 ◽  
Vol 132 (suppl_3) ◽  
Author(s):  
Shingo Kato ◽  
Sébastien Roujol ◽  
Jihye Jang ◽  
Tamer Basha ◽  
Sophie Berg ◽  
...  

Introduction: In hypertrophic cardiomyopathy (HCM), there are significant variations in left ventricular (LV) wall thickness and fibrosis, which necessitates a volumetric coverage. Slice-interleaved T1 (STONE) mapping sequence allows for the assessment of native T1 time with complete coverage of LV myocardium. Hypothesis: We hypothesized that STONE sequence is useful for the assessment of regional native T1 time abnormality in HCM patients. Methods: Twenty-four septal HCM patients (56±16 years) and 10 healthy adult control subjects (57±15 years) were studied. Native T1 mapping was performed using STONE sequence which enables acquisition of 5 slices in the short-axis plane within a 90 sec free-breathing scan. We measured LV native T1 time and maximum LV wall thickness in each 16 segments from 3 slices (basal-, mid- and apical-slice) and evaluated the relationship between LV native T1 time and wall thickness. Late gadolinium enhanced (LGE) MRI was acquired to assess presence of myocardial enhancement. Results: In HCM patients, LV native T1 time was significantly elevated compared to healthy controls, regardless of presence or absence of LGE (mean native T1 time; LGE (+) segments (n=27), 1139±55 msec; LGE (-) segments (n=351), 1118±55 msec; healthy control (n=160),1065±35 msec; p<0.001 by one-way ANOVA, 6 segments were excluded from analysis due to artifacts). Among 351 segments without LGE, native LV T1 time was diffusely elevated over the 16 segments (Figure). Significant positive correlation was found between LV wall thickness and native LV T1 time (y=1013+8.7x, p<0.001). Conclusions: In HCM, substantial number of segments without LGE showed elevated native T1 time, and native T1 time was correlated with LV wall thickness. Multi-slice T1 mapping by using STONE sequence could be advantageous to overcome limited cardiac coverage of conventional single-slice T1 mapping technique and to accurately detect the diffuse myocardial fibrosis in HCM patients.


2015 ◽  
Vol 33 (6) ◽  
pp. 718-724 ◽  
Author(s):  
Łukasz A. Małek ◽  
Konrad Werys ◽  
Mariusz Kłopotowski ◽  
Mateusz Śpiewak ◽  
Barbara Miłosz-Wieczorek ◽  
...  

Blood ◽  
2020 ◽  
Vol 136 (Supplement 1) ◽  
pp. 26-27
Author(s):  
Alessia Pepe ◽  
Nicola Martini ◽  
Antonio De Luca ◽  
Vincenzo Positano ◽  
Laura Pistoia ◽  
...  

Background.Cardiovascular magnetic resonance (CMR) is the only available technique for the non-invasive quantification of MIO. The native T1 mapping has recently been proposed as an alternative to the universally adopted T2* technique, due to the higher sensitivity for detection of changes associated with mild or early iron overload. Objective.To study the association between T1 values and left ventricular (LV) function in thalassemia major (TM) and to evaluate for the first time if T1 measurements quantifying MIO are influenced by macroscopic myocardial fibrosis. Methods.146 TM patients (87 females, 38.7±11.1 years) consecutively enrolled in the Extension-Myocardial Iron Overload in Thalassemia Network underwent CMR. Native T1 values were obtained by Modified Look-Locker Inversion recovery (MOLLI) sequence in all 16 myocardial segments and the global value was the mean. LV function parameters were quantified by cine images. Late gadolinium enhancement (LGE) technique was used to detect macroscopic myocardial fibrosis. Results.No correlation was detected between global heart T1 values and LV volume indexes, LV mass index, or LV ejection fraction. Foourteen (9.6%) patients had an abnormal LV motion (13 hypokinesia and 1 dyskinesia) and they showed significantly lower global heart T1 values than patients without LV motion abnormalities (883.8±139.7 ms vs 959.0±91.3 ms; P=0.049). LGE images were acquired in 88 patients (60.3%) and macroscopic myocardial fibrosis was detected in 36 patients (40.9%). The 72.2% of patients had two or more foci of fibrosis. Patients with macroscopic myocardial fibrosis had significantly lower global heart T1 values (921.3±100.3 ms vs 974.5±72.7 ms; P=0.027) (Figure 1A). Data about the LGE was present for 1408 segments (88 patients x 16 segments) and 105 (7.5%) were positive. Segments with LGE had significantly lower T1 values than segments LGE-negative (905.6±110.6 ms vs 956.9±103.8 ms; P&lt;0.0001) (Figure 1B). Conclusion.No correlation between T1 values and LV function parameters was detected, probably because the majority of the patients had normal or mild abnormal LV parameters. TM patients with macroscopic myocardial fibrosis showed significantly lower T1 values suggesting that T1 measurements for quantifying MIO are not influenced by macroscopic myocardial fibrosis and an association between myocardial iron and macroscopic fibrosis, previously detected only in pediatric TM patients. Figure Disclosures Pepe: Chiesi Farmaceutici S.p.A.:Other: no profit support and speakers' honoraria;Bayer:Other: no profit support;ApoPharma Inc.:Other: no profit support.Pistoia:Chiesi Farmaceutici S.p.A.:Other: speakers' honoraria.Meloni:Chiesi Farmaceutici S.p.A.:Other: speakers' honoraria.


2020 ◽  
Vol 20 (1) ◽  
Author(s):  
Hua-yan Xu ◽  
Zhi-gang Yang ◽  
Yi Zhang ◽  
Wan-lin Peng ◽  
Chun-chao Xia ◽  
...  

Abstract Background End-stage renal disease (ESRD) patients are at high cardiovascular risk, and myocardial fibrosis (MF) accounts for most of their cardiac events. The purpose of this study is to investigate the prognostic value and risk stratification of MF as measured by extracellular volume (ECV) on cardiac magnetic resonance (CMR) for heart failure (HF) in patients with hemodialysis-dependent ESRD. Methods Sixty-six hemodialysis ESRD patients and 25 matched healthy volunteers were prospectively enrolled and underwent CMR to quantify multiple parameters of MF by T1 mapping and late gadolinium enhancement (LGE). All ESRD patients were followed up for 11–30 months, and the end-point met the 2016 ESC guidelines for the definition of HF. Results Over a median follow-up of 18 months (range 11–30 months), there were 26 (39.39%) guideline-diagnosed HF patients in the entire cohort of ESRD subjects. The native T1 value was elongated, and ECV was enlarged in the HF cohort relative to the non-HF cohort and normal controls (native T1, 1360.10 ± 50.14 ms, 1319.39 ± 55.44 ms and 1276.35 ± 56.56 ms; ECV, 35.42 ± 4.42%, 31.85 ± 3.01% and 26.97 ± 1.87%; all p<0.05). In the cardiac strain analysis, ECV was significantly correlated with global radial strain (GRS) (r = − 0.501, p = 0.009), global circumferential strain (GCS) (r = 0.553, p = 0.005) and global longitudinal strain (GLS) (r = 0.507, p = 0.008) in ESRD patients with HF. Cox proportional hazard regression models revealed that ECV (hazard ratio [HR] = 1.160, 95% confidence interval: 1.022 to 1.318, p = 0.022) was the only independent predictor of HF in ESRD patients. It also had a higher diagnostic accuracy for detecting MF (area under the curve [AUC] = 0.936; 95% confidence interval: 0.864 to 0.976) than native T1 and post T1 (all p ≤ 0.002). Kaplan-Meier analysis revealed that the high-ECV group had a shorter median overall survival time than the low-ECV group (18 months vs. 20 months, log-rank p = 0.046) and that ESRD patients with high ECV were more likely to have HF. Conclusions Myocardial fibrosis quantification by ECV on CMR T1 mapping was shown to be an independent risk factor of heart failure, providing incremental prognostic value and risk stratification for cardiac events in ESRD patients. Trial registration Chinese Clinical Trial Registry ChiCTR-DND-17012976, 13/12/2017, Retrospectively registered.


2021 ◽  
Vol 22 (Supplement_2) ◽  
Author(s):  
D Lavall ◽  
NH Vosshage ◽  
S Stoebe ◽  
T Denecke ◽  
A Hagendorff ◽  
...  

Abstract Funding Acknowledgements Type of funding sources: None. Purpose The aim of this study was to investigate native T1 mapping cardiac magnetic resonance (CMR) tomography for the differential diagnosis of left ventricular (LV) hypertrophy. Background Mapping techniques are useful to characterize myocardial tissue abnormalities, particularly cardiac amyloidosis. However, specific cut-off values to differentiate LV hypertrophic phenotypes on 3.0 tesla CMR scanners have not been established, yet. Methods We retrospectively identified patients in the CMR database of Leipzig university hospital with increased LV wall thickness (≥12mm diameter at end-diastole) who were referred for the evaluation of LV hypertrophy or ischemia between 2017 and 2020 on a 3T scanner (Philips Achieva). Patients with suspected or confirmed myocarditis were excluded. Diagnosis of cardiac amyloidosis was made by either biopsy or non-invasively by bone scintigraphy and screening for monoclonal gammopathy. T1 mapping was measured as global mean value from 3 short axis slices of the LV. Results 128 consecutive patients were included in the study. 31 subjects without evidence of structural heart disease served as healthy control. The final diagnosis was cardiac amyloidosis in 24 patients (5 patients with light-chain, 18 with transthyretin amyloidosis, 1 undetermined), hypertrophic cardiomyopathy in 24, and hypertensive heart disease in 80 patients. Mean age of patients was 65 ± 13years, 84% were male. LV mass was increased in patients with LV hypertrophy compared to healthy control (p &lt; 0.001). Native T1 values of the LV myocardium were higher in patients with cardiac amyloidosis (1409 ± 59ms, p &lt; 0.0001 vs. all other groups) compared to healthy control (1225 ± 21ms), patients with hypertrophic cardiomyopathy (HCM; 1263 ± 43ms) and hypertensive heart disease (HHD; 1257 ± 41ms) (Figure). Patients with hypertrophic cardiomyopathy and hypertensive heart disease did not differ in their native T1 values, but both groups were increased compared to healthy control (p &lt; 0.01). Receiver operating characteristic analysis of native T1 values demonstrated an area under the curve for the detection of cardiac amyloidosis of 0.9954 (p &lt; 0.0001) vs. hypertrophic cardiomyopathy, hypertensive heart disease and healthy control. The optimal cut-off value was 1341ms, with a sensitivity of 100% and a specificity of 97%. Conclusion Native T1 mapping has high diagnostic accuracy for the diagnosis of cardiac amyloidosis among patients with LV hypertrophy. These data need confirmation in a prospective clinical trial. Study ID DRKS00022048


2016 ◽  
Vol 18 (S1) ◽  
Author(s):  
Keyur Parekh ◽  
Michael Markl ◽  
Jie Deng ◽  
Roger A de Freitas ◽  
Cynthia K Rigsby

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