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Li Q, Zhang T, Yao S, Gao F, Nie L, Tang H, Song B, Wei Y. Preoperative assessment of liver regeneration using T1 mapping and the functional liver imaging score derived from Gd-EOB-DTPA-enhanced magnetic resonance for patient with hepatocellular carcinoma after hepatectomy. Front Immunol 2025; 16:1516848. [PMID: 39949770 PMCID: PMC11821634 DOI: 10.3389/fimmu.2025.1516848] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/25/2024] [Accepted: 01/02/2025] [Indexed: 02/16/2025] Open
Abstract
Objectives To explore whether T1 mapping parameters and the functional liver imaging score (FLIS) based on Gd-EOB-DTPA MRI could evaluate liver regeneration after hepatectomy for HCC patient. Methods This retrospective study finally included 60 HCC patients (48 men and 12 women, with a median age of 53 years). T1 relaxation time of liver before gadoxetic acid injection (T1pre) and during the hepatobiliary phase (T1HBP), reduction rate (Δ%) and FLIS were calculated, their correlations with liver fibrosis stage, hepatic steatosis, and liver regeneration, quantified as regeneration index (RI), were assessed by Kendall's tau-b correlation test or Spearman's correlation test. Multivariate linear regression analyses were used to explore the indicator of RI. Results T1pre, T1HBP, Δ%, and FLIS manifested significant correlation with fibrosis stage (r = 0.434, P =0.001; r = 0.546, P < 0.001; r = -0.356, P =0.005; r = -0.653, P <0.001, respectively). T1pre showed significant correction with steatosis grade (r = 0.415, P =0.001). Fibrosis stage and steatosis grade were associated with RI (r = -0.436, P<0.001; r = -0.338, P =0.008). Accordingly, T1pre, T1HBP and FLIS were the significant predictors (P<0.05) of RI in multivariate analysis. Similarly, in the patients undergoing minor hepatectomy (n=35), T1HBP, Δ% and FLIS were related to RI (P<0.05) in multivariate analysis. Nevertheless, in the patients undergoing major hepatectomy (n=25), no T1 mapping parameter and FLIS was the independent predictor of RI. Conclusions T1 mapping parameters and FLIS were the potential noninvasive indicators of liver regeneration, except for HCC patients undergoing major hepatectomy. Clinical relevance statement The value of T1 mapping and FLIS with Gd-EOB-DTPA MRI for accurate preoperative evaluation of liver regeneration is critical to prevent liver failure and improve prognosis of HCC patients.
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Affiliation(s)
- Qian Li
- Department of Radiology, West China Hospital, Sichuan University, Chengdu, China
| | - Tong Zhang
- Department of Radiology, West China Hospital, Sichuan University, Chengdu, China
| | - Shan Yao
- Department of Radiology, West China Hospital, Sichuan University, Chengdu, China
| | - Feifei Gao
- Department of Radiology, West China Hospital, Sichuan University, Chengdu, China
| | - Lisha Nie
- MRI Research, GE Healthcare (China), Beijing, China
| | - Hehan Tang
- Department of Radiology, West China Hospital, Sichuan University, Chengdu, China
| | - Bin Song
- Department of Radiology, West China Hospital, Sichuan University, Chengdu, China
- Department of Radiology, Sanya People’s Hospital, Sanya, China
| | - Yi Wei
- Department of Radiology, West China Hospital, Sichuan University, Chengdu, China
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Yoneda M, Nakajima A. The role of MRI technology in liver evaluation for NAFLD patients: Advancements and opportunities. Hepatology 2023; 78:1020-1022. [PMID: 37212150 DOI: 10.1097/hep.0000000000000478] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/14/2023] [Accepted: 05/15/2023] [Indexed: 05/23/2023]
Affiliation(s)
- Masato Yoneda
- Department of Gastroenterology and Hepatology, Yokohama City University Hospital, Yokohama, Japan
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Amirrajab S, Khalil YA, Lorenz C, Weese J, Pluim J, Breeuwer M. A Framework for Simulating Cardiac MR Images With Varying Anatomy and Contrast. IEEE TRANSACTIONS ON MEDICAL IMAGING 2023; 42:726-738. [PMID: 36260571 DOI: 10.1109/tmi.2022.3215798] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/16/2023]
Abstract
One of the limiting factors for the development and adoption of novel deep-learning (DL) based medical image analysis methods is the scarcity of labeled medical images. Medical image simulation and synthesis can provide solutions by generating ample training data with corresponding ground truth labels. Despite recent advances, generated images demonstrate limited realism and diversity. In this work, we develop a flexible framework for simulating cardiac magnetic resonance (MR) images with variable anatomical and imaging characteristics for the purpose of creating a diversified virtual population. We advance previous works on both cardiac MR image simulation and anatomical modeling to increase the realism in terms of both image appearance and underlying anatomy. To diversify the generated images, we define parameters: 1)to alter the anatomy, 2) to assign MR tissue properties to various tissue types, and 3) to manipulate the image contrast via acquisition parameters. The proposed framework is optimized to generate a substantial number of cardiac MR images with ground truth labels suitable for downstream supervised tasks. A database of virtual subjects is simulated and its usefulness for aiding a DL segmentation method is evaluated. Our experiments show that training completely with simulated images can perform comparable with a model trained with real images for heart cavity segmentation in mid-ventricular slices. Moreover, such data can be used in addition to classical augmentation for boosting the performance when training data is limited, particularly by increasing the contrast and anatomical variation, leading to better regularization and generalization. The database is publicly available at https://osf.io/bkzhm/ and the simulation code will be available at https://github.com/sinaamirrajab/CMRI.
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François CJ, Barton GP, Corrado PA, Broman AT, Chesler NC, Eldridge MW, Wieben O, Goss KN. Diffuse Myocardial Fibrosis at Cardiac MRI in Young Adults Born Prematurely: A Cross-sectional Cohort Study. Radiol Cardiothorac Imaging 2022; 4:e210224. [PMID: 35833164 PMCID: PMC9274311 DOI: 10.1148/ryct.210224] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/12/2021] [Revised: 03/04/2022] [Accepted: 04/27/2022] [Indexed: 11/17/2022]
Abstract
Purpose To measure native T1 values, a marker of diffuse fibrosis, by using
cardiac MRI (CMR) in young adults born prematurely. Materials and Methods This secondary analysis of a prospective cohort study included young
adults born moderately to extremely preterm and age-matched, term-born
participants. CMR was performed with a 3.0-T imager that included cine
imaging for the quantification of left ventricular (LV) and right
ventricular (RV) volumes and function and native saturation recovery T1
mapping for the assessment of diffuse myocardial fibrosis. Values
between preterm and term were compared by using the Student
t test. Associations between T1 values and other
variables were analyzed by using linear regression and multivariate
regression. Results Of the 50 young-adult participants, 32 were born preterm (mean age, 25.8
years ± 4.2 [SD]; 23 women) and 18 were born at term (mean age,
26.2 years ± 5.4; 10 women). Native T1 values were significantly
higher in participants born preterm than in participants born at term
(1477 msec ± 77 vs 1423 msec ± 71, respectively;
unadjusted P = .0019). Native T1 values appeared to be
positively associated with indexed LV end-diastolic and end-systolic
volumes (β = 2.1, standard error = 0.7 and β = 3.8,
standard error = 1.2, respectively), the RV end-diastolic volume index
(β = 1.3, standard error = 0.6), and the LV mass index (β
= 2.5, standard error = 0.9). Higher T1 values may be associated with
reduced cardiac systolic strain measures and diastolic strain measures.
Five-minute Apgar scores were inversely associated with native T1
values. Conclusion Young adults born moderately to extremely preterm exhibited significantly
higher native T1 values than age-matched, term-born young adults. Keywords: MRI, Cardiac, Heart, Left Ventricle,
Cardiomyopathies Clinical trial registration no. NCT03245723 Published under a CC BY 4.0 license Supplemental material is available for this
article.
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Alsaqal S, Hockings P, Ahlström H, Gummesson A, Hedström A, Hulthe J, Johansson L, Niessen HG, Schoelch C, Schultheis C, Vessby J, Wanders A, Rorsman F, Ebeling Barbier C. The Combination of MR Elastography and Proton Density Fat Fraction Improves Diagnosis of Nonalcoholic Steatohepatitis. J Magn Reson Imaging 2021; 56:368-379. [PMID: 34953171 DOI: 10.1002/jmri.28040] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/23/2021] [Revised: 12/13/2021] [Accepted: 12/14/2021] [Indexed: 11/05/2022] Open
Abstract
BACKGROUND Nonalcoholic fatty liver disease (NAFLD) is rapidly increasing worldwide. It is subdivided into nonalcoholic fatty liver (NAFL) and the more aggressive form, nonalcoholic steatohepatitis (NASH), which carries a higher risk of developing fibrosis and cirrhosis. There is currently no reliable non-invasive method for differentiating NASH from NAFL. PURPOSE To investigate the ability of magnetic resonance imaging (MRI)-based imaging biomarkers to diagnose NASH and moderate fibrosis as well as assess their repeatability. STUDY TYPE Prospective. SUBJECTS Sixty-eight participants (41% women) with biopsy-proven NAFLD (53 NASH and 15 NAFL). Thirty participants underwent a second MRI in order to assess repeatability. FIELD STRENGTH/SEQUENCE 3.0 T; MR elastography (MRE) (a spin-echo echo-planar imaging [SE-EPI] sequence with motion-encoding gradients), MR proton density fat fraction (PDFF) and R2* mapping (a multi-echo three-dimensional gradient-echo sequence), T1 mapping (a single-point saturation-recovery technique), and diffusion-weighted imaging (SE-EPI sequence). ASSESSMENT Quantitative MRI measurements were obtained and assessed alone and in combination with biochemical markers (cytokeratin-18 [CK18] M30, alanine transaminase [ALT], and aspartate transaminase [AST]) using logistic regression models. Models that could differentiate between NASH and NAFL and between moderate to advanced fibrosis (F2-4) and no or mild fibrosis (F0-1), based on the histopathological results, were identified. STATISTICAL TESTS Independent samples t-test, Pearson's chi-squared test, area under the receiver operating characteristic curve (AUROC), Spearman's correlation, intra-individual coefficient of variation, and intraclass correlation coefficient (ICC). Statistical significance was set at P < 0.05. RESULTS There was a significant difference between the NASH and NAFL groups with liver stiffness assessed with MRE, CK18 M30, and ALT, with an AUROC of 0.74, 0.76, and 0.70, respectively. Both MRE and PDFF contributed significantly to a bivariate model for diagnosing NASH (AUROC = 0.84). MRE could significantly differentiate between F2-4 and F0-1 (AUROC = 0.74). A model combining MRE with AST improved the diagnosis of F2-4 (AUROC = 0.83). The ICC for repeatability was 0.94 and 0.99 for MRE and PDFF, respectively. DATA CONCLUSION MRE can potentially diagnose NASH and differentiate between fibrosis stages. Combining MRE with PDFF improves the diagnosis of NASH. LEVEL OF EVIDENCE 2 TECHNICAL EFFICACY: Stage 2.
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Affiliation(s)
- Salem Alsaqal
- Department of Surgical Sciences, Section of Radiology, Uppsala University, Uppsala, Sweden
| | | | - Håkan Ahlström
- Department of Surgical Sciences, Section of Radiology, Uppsala University, Uppsala, Sweden.,Antaros Medical, Mölndal, Sweden
| | - Anders Gummesson
- Department of Clinical Genetics and Genomics, Region Västra Götaland, Sahlgrenska University Hospital, Gothenburg, Sweden
| | | | | | | | - Heiko G Niessen
- Department of Translational Medicine and Clinical Pharmacology, Boehringer Ingelheim Pharma GmbH & Co. KG, Biberach, Germany
| | - Corinna Schoelch
- Department of Translational Medicine and Clinical Pharmacology, Boehringer Ingelheim Pharma GmbH & Co. KG, Biberach, Germany
| | - Christian Schultheis
- Department of Translational Medicine and Clinical Pharmacology, Boehringer Ingelheim Pharma GmbH & Co. KG, Biberach, Germany
| | - Johan Vessby
- Department of Medical Sciences, Section of Gastroenterology and Hepatology, Uppsala University, Uppsala, Sweden
| | - Alkwin Wanders
- Department of Clinical Medicine, Aalborg University and Aalborg University Hospital, Aalborg, Denmark
| | - Fredrik Rorsman
- Department of Medical Sciences, Section of Gastroenterology and Hepatology, Uppsala University, Uppsala, Sweden
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Dereli Bulut SS, Nurili F, Öztürkeri B, Sakci Z, Bukte Y, Aras Ö. Preliminary study: myocardial T1 relaxation time in patients with ischemic findings and normal findings on coronary angiography. ACTA ACUST UNITED AC 2021; 67:418-425. [PMID: 34468608 DOI: 10.1590/1806-9282.20200864] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/21/2020] [Accepted: 12/28/2020] [Indexed: 11/22/2022]
Abstract
OBJECTIVE The aim of this study is to evaluate the myocardium structure in patients with chest pain who were determined to have moderate and/or high risk for cardiac ischemic heart disease (IHD) but who had normal findings on conventional coronary angiography by using native cardiac magnetic resonance imaging (CMRI) T1 mapping and comparing with healthy volunteers. METHODS A total of 50 patients and 30 healthy volunteers who underwent CMRI were included in our prospective study. Patients whose clinical findings were compatible with stable angina pectoris, with moderate and/or high risk for IHD, but whose conventional coronary angiography was normal, were our patient group. Native T1 values were measured for 17 myocardial segments (segmented based on American Heart Association recommendations) by two radiologists independently. The data obtained were statistically compared with the sample t-test. RESULTS Myocardial native T1 values were found to be significantly prolonged in the patient group compared with the control group (p<0.05). Inter-observer reliability for native T1 value measurements of groups was high for both patient and control groups (α = 0.92 for the patient group and 0.96 for the control group). CONCLUSION Findings suggestive of ischemia were detected by T1 mapping in the myocardium of our patients. For this reason, it is recommended that this patient group should be included in early diagnosis and close follow-up assessments for IHD.
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Affiliation(s)
- Safiye Sanem Dereli Bulut
- Health Sciences University, Istanbul Umraniye Training and Research Hospital, Department of Radiology - Istanbul, Turkey
| | - Fuad Nurili
- Memorial Sloan Kettering Cancer Center, Department of Radiology - New York, USA
| | - Burak Öztürkeri
- Health Sciences University, Istanbul Umraniye Training and Research Hospital, Department of Cardiology - Istanbul, Turkey
| | - Zakir Sakci
- Health Sciences University, Istanbul Umraniye Training and Research Hospital, Department of Radiology - Istanbul, Turkey
| | - Yasar Bukte
- Health Sciences University, Istanbul Umraniye Training and Research Hospital, Department of Radiology - Istanbul, Turkey
| | - Ömer Aras
- Memorial Sloan Kettering Cancer Center, Department of Radiology - New York, USA
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Panovský R, Doubková M, Holeček T, Máchal J, Feitová V, Masárová L, Opatřil L, Mojica-Pisciotti ML, Kincl V. Myocardial T 1 mapping using SMART 1 Map and MOLLI mapping in asymptomatic patients with recent extracardiac sarcoidosis. NMR IN BIOMEDICINE 2020; 33:e4388. [PMID: 32749740 DOI: 10.1002/nbm.4388] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/07/2020] [Revised: 07/15/2020] [Accepted: 07/17/2020] [Indexed: 05/22/2023]
Abstract
INTRODUCTION Sarcoidosis is a systemic granulomatous disease affecting in particular the respiratory tract. Cardiac magnetic resonance (CMR), including a measurement of T1 relaxation time, could potentially detect early stadia of sarcoidosis of the heart. The study aims to assess T1 mapping in the detection of early cardiac involvement in asymptomatic patients with sarcoidosis. METHODS One hundred and twenty patients with extracardiac sarcoidosis and without any heart disease history were included. One hundred and thirteen of them underwent a CMR examination. The mean time from the diagnosis of sarcoidosis was 0.8 (0.2-3.3) years. Cine images for the assessment of left ventricular (LV) functional parameters and pre- and post-contrast saturation method using adaptive recovery times for cardiac T1 mapping (SMART1 Map) and modified Look-Locker inversion recovery (MOLLI) images were acquired for the assessment of native T1 relaxation time and extracellular volume (ECV). The measured parameters were compared between sarcoidosis patients and 22 controls. RESULTS The sarcoidosis patients had normal global and regional systolic LV function-LV ejection fraction 65 ± 5% versus 66 ± 7% (p NS). The mean native T1 relaxation times were not prolonged-1465 ± 93 ms versus 1480 ± 88 ms (p NS) measured by SMART1 Map and 1317 ± 60 ms versus 1313 ± 83 ms (p NS) measured using a MOLLI sequence. Similarly, the mean ECV values did not increase-16.9 ± 3.9% versus 17.9 ± 3.7% (p NS) measured by SMART1 Map and 30.9 ± 2.9% versus 31.6 ± 8.3% (p NS) measured using a MOLLI sequence. CONCLUSION Myocardial native T1 relaxation times were not prolonged and ECV was not increased in asymptomatic patients with extracardiac sarcoidosis.
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Affiliation(s)
- Roman Panovský
- International Clinical Research Center, St. Anne's Faculty Hospital, Faculty of Medicine, Masaryk University, Brno, Czech Republic
- 1st Department of Internal Medicine/Cardioangiology, St. Anne's Faculty Hospital, Faculty of Medicine, Masaryk University, Brno, Czech Republic
| | - Martina Doubková
- Department of Pulmonary Diseases and Tuberculosis, Masaryk University Faculty of Medicine and University Hospital, Brno, Czech Republic
| | - Tomáš Holeček
- International Clinical Research Center, St. Anne's Faculty Hospital, Faculty of Medicine, Masaryk University, Brno, Czech Republic
- Department of Medical Imaging, St. Anne's Faculty Hospital, Brno, Czech Republic
| | - Jan Máchal
- International Clinical Research Center, St. Anne's Faculty Hospital, Faculty of Medicine, Masaryk University, Brno, Czech Republic
- Department of Pathophysiology, Faculty of Medicine, Masaryk University, Brno, Czech Republic
| | - Věra Feitová
- International Clinical Research Center, St. Anne's Faculty Hospital, Faculty of Medicine, Masaryk University, Brno, Czech Republic
- Department of Medical Imaging, St. Anne's Faculty Hospital, Brno, Czech Republic
| | - Lucia Masárová
- International Clinical Research Center, St. Anne's Faculty Hospital, Faculty of Medicine, Masaryk University, Brno, Czech Republic
- 1st Department of Internal Medicine/Cardioangiology, St. Anne's Faculty Hospital, Faculty of Medicine, Masaryk University, Brno, Czech Republic
| | - Lukáš Opatřil
- International Clinical Research Center, St. Anne's Faculty Hospital, Faculty of Medicine, Masaryk University, Brno, Czech Republic
- 1st Department of Internal Medicine/Cardioangiology, St. Anne's Faculty Hospital, Faculty of Medicine, Masaryk University, Brno, Czech Republic
| | - Mary Luz Mojica-Pisciotti
- International Clinical Research Center, St. Anne's Faculty Hospital, Faculty of Medicine, Masaryk University, Brno, Czech Republic
| | - Vladimír Kincl
- International Clinical Research Center, St. Anne's Faculty Hospital, Faculty of Medicine, Masaryk University, Brno, Czech Republic
- 1st Department of Internal Medicine/Cardioangiology, St. Anne's Faculty Hospital, Faculty of Medicine, Masaryk University, Brno, Czech Republic
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Burkhardt BEU, Menghini C, Rücker B, Kellenberger CJ, Valsangiacomo Buechel ER. Normal myocardial native T 1 values in children using single-point saturation recovery and modified look-locker inversion recovery (MOLLI). J Magn Reson Imaging 2019; 51:897-903. [PMID: 31507010 DOI: 10.1002/jmri.26910] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/22/2019] [Accepted: 08/12/2019] [Indexed: 01/05/2023] Open
Abstract
BACKGROUND T1 mapping is useful to quantify diffuse myocardial processes such as fibrosis, edema, storage disorders, or hemochromatosis. Normal pediatric myocardial T1 values are scarce using modified Look-Locker inversion recovery (MOLLI) sequences and unavailable using Smart1Map, a single-point saturation recovery sequence that measures true T1 . PURPOSE/HYPOTHESIS To establish normal pediatric myocardial T1 values by Smart1Map and to compare them with T1 by MOLLI. STUDY TYPE Prospective cohort study. SUBJECTS Thirty-four children and adolescents aged 8-18 years (14 males) without cardiovascular or inflammatory diseases. FIELD STRENGTH/SEQUENCES 1.5T, MOLLI, Smart1Map. ASSESSMENT Mean T1 values of the left ventricular myocardium, the interventricular septum, and the blood pool were measured with MOLLI and Smart1Map in basal, mid-ventricular, and apical short axis slices. STATISTICAL TESTS T1 values were compared between locations and methods by paired samples t-tests, Wilcoxon signed ranks test, repeated-measures analysis of variance (ANOVA), or Friedman's test. Pearson's correlation coefficient was calculated. For interobserver variability, intraclass correlation coefficients and coefficients of variation were calculated, and Bland-Altman analyses were performed. RESULTS T1 values were longer by Smart1Map than by MOLLI in all measured locations (myocardium: 1191-1221 vs. 990-1042 msec; all P < 0.001). T1 in basal vs. mid-ventricular slices differed both by MOLLI and by Smart1Map for myocardium and for blood (all P < 0.001). Myocardial T1 did not correlate with age, heart rate, right or left ventricular ejection fraction (all P > 0.05) by either method. Septal vs. total myocardial T1 values in each slice did not differ by MOLLI (basal P = 0.371; mid-ventricular P = 0.08; apical P = 0.378) nor by Smart1Map (basal P = 0.056; mid-ventricular P = 0.918; apical P = 0. 392), after artifacts had been carefully excluded. DATA CONCLUSION We established pediatric normal native T1 values using the Smart1Map sequence and compared the results with T1 mapping with MOLLI. Septal T1 values did not differ from total myocardial T1 values in each of the myocardial slices. LEVEL OF EVIDENCE 2 Technical Efficacy: Stage 2 J. Magn. Reson. Imaging 2020;51:897-903.
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Affiliation(s)
- Barbara Elisabeth Ursula Burkhardt
- Pediatric Cardiology, Pediatric Heart Center, Department of Surgery, University Children's Hospital Zurich, Switzerland.,Children's Research Center, University Children's Hospital Zurich, Switzerland; 3Department of Diagnostic Imaging, University Children's Hospital Zurich, Switzerland
| | - Cristina Menghini
- Pediatric Cardiology, Pediatric Heart Center, Department of Surgery, University Children's Hospital Zurich, Switzerland.,Children's Research Center, University Children's Hospital Zurich, Switzerland; 3Department of Diagnostic Imaging, University Children's Hospital Zurich, Switzerland
| | - Beate Rücker
- Pediatric Cardiology, Pediatric Heart Center, Department of Surgery, University Children's Hospital Zurich, Switzerland.,Children's Research Center, University Children's Hospital Zurich, Switzerland; 3Department of Diagnostic Imaging, University Children's Hospital Zurich, Switzerland
| | - Christian Johannes Kellenberger
- Children's Research Center, University Children's Hospital Zurich, Switzerland; 3Department of Diagnostic Imaging, University Children's Hospital Zurich, Switzerland
| | - Emanuela Regina Valsangiacomo Buechel
- Pediatric Cardiology, Pediatric Heart Center, Department of Surgery, University Children's Hospital Zurich, Switzerland.,Children's Research Center, University Children's Hospital Zurich, Switzerland; 3Department of Diagnostic Imaging, University Children's Hospital Zurich, Switzerland
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