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Teixeira PAG, Kessler H, Morbée L, Douis N, Boubaker F, Gillet R, Blum A. Mineralized tissue visualization with MRI: Practical insights and recommendations for optimized clinical applications. Diagn Interv Imaging 2024:S2211-5684(24)00256-0. [PMID: 39667997 DOI: 10.1016/j.diii.2024.11.001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/09/2024] [Revised: 11/01/2024] [Accepted: 11/04/2024] [Indexed: 12/14/2024]
Abstract
Magnetic resonance imaging (MRI) techniques that enhance the visualization of mineralized tissues (hereafter referred to as MT-MRI) are increasingly being incorporated into clinical practice, particularly in musculoskeletal imaging. These techniques aim to mimic the contrast provided by computed tomography (CT), while taking advantage of MRI's superior soft tissue contrast and lack of ionizing radiation. However, the variety of MT-MRI techniques, including three-dimensional gradient-echo, ultra-short and zero-echo time, susceptibility-weighted imaging, and artificial intelligence-generated synthetic CT, each offer different technical characteristics, advantages, and limitations. Understanding these differences is critical to optimizing clinical application. This review provides a comprehensive overview of the most commonly used MT-MRI techniques, categorizing them based on their technical principles and clinical utility. The advantages and disadvantages of each approach, including their performance in bone morphology assessment, fracture detection, arthropathy-related findings, and soft tissue calcification evaluation are discussed. Additionally, technical limitations and artifacts that may affect image quality and diagnostic accuracy, such as susceptibility effects, signal-to-noise ratio issues, and motion artifacts are addressed. Despite promising developments, MT-MRI remains inferior to conventional CT for evaluating subtle bone abnormalities and soft tissue calcification due to spatial resolution limitations. However, advances in deep learning and hardware innovations, such as artificial intelligence-generated synthetic CT and ultrahigh-field MRI, may bridge this gap in the future.
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Affiliation(s)
- Pedro Augusto Gondim Teixeira
- Guilloz Imaging Department, Central Hospital, University Hospital Center of Nancy, Nancy 54035, France; Université de Lorraine, Inserm, IADI, Nancy 54000, France.
| | - Hippolyte Kessler
- Guilloz Imaging Department, Central Hospital, University Hospital Center of Nancy, Nancy 54035, France
| | - Lieve Morbée
- Department of Radiology, Ghent University Hospital, Ghent 9000, Belgium
| | - Nicolas Douis
- Guilloz Imaging Department, Central Hospital, University Hospital Center of Nancy, Nancy 54035, France; Université de Lorraine, Inserm, IADI, Nancy 54000, France
| | - Fatma Boubaker
- Guilloz Imaging Department, Central Hospital, University Hospital Center of Nancy, Nancy 54035, France
| | - Romain Gillet
- Guilloz Imaging Department, Central Hospital, University Hospital Center of Nancy, Nancy 54035, France; Université de Lorraine, Inserm, IADI, Nancy 54000, France
| | - Alain Blum
- Guilloz Imaging Department, Central Hospital, University Hospital Center of Nancy, Nancy 54035, France
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Li Z, Cao G, Zhang L, Yuan J, Li S, Zhang Z, Wu F, Gao S, Xia J. Feasibility study on the clinical application of CT-based synthetic brain T1-weighted MRI: comparison with conventional T1-weighted MRI. Eur Radiol 2024; 34:5783-5799. [PMID: 38175218 DOI: 10.1007/s00330-023-10534-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/25/2023] [Revised: 11/02/2023] [Accepted: 11/23/2023] [Indexed: 01/05/2024]
Abstract
OBJECTIVES This study aimed to examine the equivalence of computed tomography (CT)-based synthetic T1-weighted imaging (T1WI) to conventional T1WI for the quantitative assessment of brain morphology. MATERIALS AND METHODS This prospective study examined 35 adult patients undergoing brain magnetic resonance imaging (MRI) and CT scans. An image synthesis method based on a deep learning model was used to generate synthetic T1WI (sT1WI) from CT data. Two senior radiologists used sT1WI and conventional T1WI on separate occasions to independently measure clinically relevant brain morphological parameters. The reliability and consistency between conventional and synthetic T1WI were assessed using statistical consistency checks, comprising intra-reader, inter-reader, and inter-method agreement. RESULTS The intra-reader, inter-reader, and inter-method reliability and variability mostly exhibited the desired performance, except for several poor agreements due to measurement differences between the radiologists. All the measurements of sT1WI were equivalent to that of T1WI at 5% equivalent intervals. CONCLUSION This study demonstrated the equivalence of CT-based sT1WI to conventional T1WI for quantitatively assessing brain morphology, thereby providing more information on imaging diagnosis with a single CT scan. CLINICAL RELEVANCE STATEMENT Real-time synthesis of MR images from CT scans reduces the time required to acquire MR signals, improving the efficiency of the treatment planning system and providing benefits in the clinical diagnosis of patients with contraindications such as presence of metal implants or claustrophobia. KEY POINTS • Deep learning-based image synthesis methods generate synthetic T1-weighted imaging from CT scans. • The equivalence of synthetic T1-weighted imaging and conventional MRI for quantitative brain assessment was investigated. • Synthetic T1-weighted imaging can provide more information per scan and be used in preoperative diagnosis and radiotherapy.
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Affiliation(s)
- Zhaotong Li
- Laboratory of Digital Medicine, Department of Medical Informatics, Medical School of Nantong University, Nantong, China
| | - Gan Cao
- Department of Radiology, Longgang Central Hospital of Shenzhen, Shenzhen, China
| | - Li Zhang
- Department of Radiology, South China Hospital, Health Science Center, Shenzhen University, Shenzhen, People's Republic of China
| | - Jichun Yuan
- Department of Radiology, The First Affiliated Hospital of Shenzhen University, Health Science Center, Shenzhen Second People's Hospital, Shenzhen, China
| | - Sha Li
- Institute of Medical Technology, Peking University Health Science Center, Beijing, China
| | - Zeru Zhang
- Institute of Medical Technology, Peking University Health Science Center, Beijing, China
| | - Fengliang Wu
- Beijing Key Laboratory of Spinal Disease Research, Engineering Research Center of Bone and Joint Precision Medicine, Department of Orthopedics, Peking University Third Hospital, Beijing, China
| | - Song Gao
- Institute of Medical Technology, Peking University Health Science Center, Beijing, China.
| | - Jun Xia
- Department of Radiology, The First Affiliated Hospital of Shenzhen University, Health Science Center, Shenzhen Second People's Hospital, Shenzhen, China.
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Li M, Xia Z, Li X, lan L, Mo X, Xie L, Zhan Y, Li W. Difference in quantitative MRI measurements of cartilage between Wiberg type III patella and stable patella based on a 3.0-T synthetic MRI sequence. Eur J Radiol Open 2023; 11:100526. [PMID: 37953964 PMCID: PMC10632675 DOI: 10.1016/j.ejro.2023.100526] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/23/2023] [Revised: 09/17/2023] [Accepted: 09/30/2023] [Indexed: 11/14/2023] Open
Abstract
Purpose The purpose of this study was to investigate the difference between the quantitative MRI values of Wiberg type III and stable patellar cartilage, and to improve the accuracy of MRI quantification in early patellar cartilage damage. Methods The knee joints of 94 healthy volunteers were scanned by a GE Signa Pioneer 3.0-T synthetic MRI machine. According to the Wiberg classification, the patella was divided into types I-III. Types I-II made up the stable patella group, and type III made up the unstable patella group. Two radiologists independently measured patellar cartilage thickness and quantitative synthetic MRI values (T1, T2, PD) in both groups. Interobserver agreement for quantitative variables was assessed using the Bland-Altman method. A third radiologist assessed differences in measurements. Results The medial T2 and T1 value of Wiberg III patella did not show a normal distribution (all P > 0.05). Compared with the stable group, the Wiberg type III group had thinner cartilage of the medial surface of the patella (P < 0.05), lower cartilage T2 and PD values (P < 0.05), but a similar cartilage T1 value (P > 0.05). There was no significant difference in the cartilage thickness, T1, T2, or PD value of the lateral patella between the Wiberg type III and the stable group (P > 0.05). Conclusion There were certain differences in the cartilage thickness of the medial surface of the patella and the quantitative value of synthetic MRI in Wiberg type III patellas. Quantitative studies of patellar cartilage MRI measurements need to consider the influence of patellar morphology.
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Affiliation(s)
- Min Li
- The Second Affiliated Hospital of Guangxi Medical University, Department of Radiology, Nanning, Guangxi 530007, China
| | - Zhenyuan Xia
- The Second Affiliated Hospital of Guangxi Medical University, Department of Radiology, Nanning, Guangxi 530007, China
| | - Xiaohua Li
- The Second Affiliated Hospital of Guangxi Medical University, Department of Radiology, Nanning, Guangxi 530007, China
| | - Lan lan
- The Second Affiliated Hospital of Guangxi Medical University, Department of Radiology, Nanning, Guangxi 530007, China
| | - Xinxin Mo
- The Second Affiliated Hospital of Guangxi Medical University, Department of Radiology, Nanning, Guangxi 530007, China
| | - La Xie
- The Second Affiliated Hospital of Guangxi Medical University, Department of Radiology, Nanning, Guangxi 530007, China
| | - Yu Zhan
- The Second Affiliated Hospital of Guangxi Medical University, Department of Radiology, Nanning, Guangxi 530007, China
| | - Weixiong Li
- The Second Affiliated Hospital of Guangxi Medical University, Department of Radiology, Nanning, Guangxi 530007, China
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Zagaria D, Costantini P, Percivale I, Abruzzese F, Ghilardi G, Landrino M, Porta M, Leigheb M, Carriero A. Early patello-femoral condropathy assessment through quantitative analyses via T2 mapping magnetic resonance after anterior cruciate ligament reconstruction. LA RADIOLOGIA MEDICA 2023; 128:1415-1422. [PMID: 37789239 PMCID: PMC10620242 DOI: 10.1007/s11547-023-01716-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/24/2023] [Accepted: 08/29/2023] [Indexed: 10/05/2023]
Abstract
BACKGROUND Patellar femoral chondropathy (FPC) is a common problem in patients undergoing anterior cruciate ligament reconstruction (ACL-R) surgery, which, if left untreated, predisposes to arthrosis. Magnetic resonance imaging (MRI) is the non-invasive gold standard for morphological evaluation of cartilage, while in recent years advanced MRI techniques (such as T2 mapping) have been developed to detect early cartilage biochemical changes. This study evaluates the different onset of early PFC between B-TP-B and HT through T2 mapping. Secondly, it aims to assess the presence of any concordance between self-reported questionnaires and qualitative MRI. MATERIALS AND METHODS 19 patients enrolled were divided into two groups based on the type of intervention: B-PT-B and HT. After a median time of 54 months from surgery, patients were subjected to conventional MRI, T2 mapping, and clinical-functional evaluation through three self-reported questionnaires: Knee Injury and Osteoarthritis index (KOOS); Tegner Lysholm Knee Scoring Scale; International Knee Documentation Committee (IKDC). RESULTS There is not statistically significant difference in the comparison between the two MRI techniques and the two reconstructive techniques. KOOS and Tegner Lysholm scales showed significant agreement with MRI results on the grading of chondropathy. CONCLUSIONS There are no differences between B-TP-B and HT techniques in the early development of PFC detectable through non-invasive methods. Due to the large reduction in the frequency of physical activity following ACL-R and the finding of mild PFC (grade I and II) in a substantial proportion of patients, after a relatively short period from ACL-R, all patients should undergo conservative treatment.
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Affiliation(s)
- Domenico Zagaria
- Department of Radiology, Università Degli Studi del Piemonte Orientale, Alessandria, Italy.
| | - Pietro Costantini
- Department of Radiology, Università Degli Studi del Piemonte Orientale, Alessandria, Italy
| | - Ilaria Percivale
- Department of Radiology, Università Degli Studi del Piemonte Orientale, Alessandria, Italy
| | - Flavia Abruzzese
- Department of Radiology, Università Degli Studi del Piemonte Orientale, Alessandria, Italy
| | - Gloria Ghilardi
- Department of Orthopedics and Rehabilitation, Università Degli Studi del Piemonte Orientale, Alessandria, Italy
| | - Marco Landrino
- Department of Orthopedics and Rehabilitation, Università Degli Studi del Piemonte Orientale, Alessandria, Italy
| | - Mauro Porta
- Department of Orthopedics and Rehabilitation, Presidio Ospedaliero SS. Trinità Di Borgomanero, ASL Novara, Borgomanero, Italy
| | - Massimiliamo Leigheb
- Department of Orthopedics and Rehabilitation, Università Degli Studi del Piemonte Orientale, Alessandria, Italy
| | - Alessandro Carriero
- Department of Radiology, Università Degli Studi del Piemonte Orientale, Alessandria, Italy
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Abstract
ABSTRACT This review summarizes the existing techniques and methods used to generate synthetic contrasts from magnetic resonance imaging data focusing on musculoskeletal magnetic resonance imaging. To that end, the different approaches were categorized into 3 different methodological groups: mathematical image transformation, physics-based, and data-driven approaches. Each group is characterized, followed by examples and a brief overview of their clinical validation, if present. Finally, we will discuss the advantages, disadvantages, and caveats of synthetic contrasts, focusing on the preservation of image information, validation, and aspects of the clinical workflow.
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Fujiwara Y. [19. Basic Principle and Clinical Application of Synthetic MRI]. Nihon Hoshasen Gijutsu Gakkai Zasshi 2023; 79:851-856. [PMID: 37599070 DOI: 10.6009/jjrt.2023-2243] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 08/22/2023]
Affiliation(s)
- Yasuhiro Fujiwara
- Department of Medical Image Sciences, Faculty of Life Sciences, Kumamoto University
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India ink artifact on Dixon out-of-phase images can be used as a landmark to measure joint space width at MRI. Diagn Interv Imaging 2021; 103:87-96. [PMID: 34666946 DOI: 10.1016/j.diii.2021.09.010] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2021] [Revised: 09/26/2021] [Accepted: 09/27/2021] [Indexed: 11/23/2022]
Abstract
PURPOSE The purpose of this study was to test the feasibility of joint space width (JSW) measurement on Dixon MR images with the "India ink" artifact between cartilage and bone marrow as a landmark for the subchondral plate and to correlate it with radiographic JSW. MATERIALS AND METHODS Both hands of six volunteers (three women, three men; mean age, 36.7 ± 10.4 [SD] years) and 24 patients with early rheumatoid arthritis (16 women, 8 men; mean age, 45.7 ± 14.5 [SD] years) were imaged with MRI Dixon sequences and radiographs. Two radiologists (R1, R2) separately measured JSW in 11 joints per hand on all Dixon images in volunteers, on contrast-enhanced T1-weighted out-of-phase images in patients and on radiographs in both groups. Inter-technique, intra-observer and inter-observer agreements were assessed using intraclass correlation coefficient (ICC) and Bland Altman analysis. RESULTS In volunteers, agreement between JSW measurements on MRI and radiographs was the highest with T1-weighted Dixon out-of-phase images (mean ICC ranging from 0.69 to 0.76 for R1 and 0.65 to 0.74 for R2). In patients, median bias between JSW measurements at first and second readings was not statistically significantly different from 0 on T1-weighted Dixon out-of-phase images (mean bias of 0.00 and + 0.01 mm) and radiographs (mean bias of 0.00 and +0.01 mm). Median bias of the difference between measurements of R1 and R2 was statistically significantly different from 0 on T1-weighted Dixon out-of-phase images (mean bias of -0.11 and -0.09 mm; P < 0.039) and radiographs (mean bias of -0.24 and -0.20 mm; P < 0.035). CONCLUSION Measurement of hand JSW on T1-weighted Dixon out-of-phase images using India ink artifact as a landmark for the subchondral plate is repeatable and reproducible.
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