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Artificial Intelligence Applications for Imaging Metabolic Bone Diseases. 人工智能在骨代谢疾病成像中的应用。
IF 0.9 4区 医学 Q4 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2024-10-01 Epub Date: 2024-10-15 DOI: 10.1055/s-0044-1789218
Amanda Isaac, Asli Irmak Akdogan, Danoob Dalili, Nuran Saber, David Drobny, Giuseppe Guglielmi, Marc Modat, Alberto Bazzocchi

Artificial intelligence (AI) has significantly impacted the field of medical imaging, particularly in diagnosing and managing metabolic bone diseases (MBDs) such as osteoporosis and osteopenia, Paget's disease, osteomalacia, and rickets, as well as rare conditions such as osteitis fibrosa cystica and osteogenesis imperfecta. This article provides an in-depth analysis of AI techniques used in imaging these conditions, recent advancements, and their clinical applications. It also explores ethical considerations and future perspectives. Through comprehensive examination and case studies, we highlight the transformative potential of AI in enhancing diagnostic accuracy, improving patient outcomes, and contributing to personalized medicine. By integrating AI with existing imaging techniques, we can significantly enhance the capabilities of medical imaging in diagnosing, monitoring, and treating MBDs. We also provide a comprehensive overview of the current state, challenges, and future prospects of AI applications in this crucial area of health care.

人工智能(AI)对医学成像领域产生了重大影响,尤其是在诊断和管理骨质疏松症和骨质疏松症、帕吉特氏病、骨软化症和佝偻病等代谢性骨病(MBD)以及纤维囊性骨炎和成骨不全症等罕见疾病方面。本文深入分析了用于这些疾病成像的人工智能技术、最新进展及其临床应用。文章还探讨了伦理问题和未来展望。通过全面检查和案例研究,我们强调了人工智能在提高诊断准确性、改善患者预后和促进个性化医疗方面的变革潜力。通过将人工智能与现有成像技术相结合,我们可以大大提高医学成像在诊断、监测和治疗 MBD 方面的能力。我们还全面概述了人工智能在这一关键医疗领域的应用现状、挑战和未来前景。
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引用次数: 0
Imaging of Body Composition. 身体成分成像。
IF 0.9 4区 医学 Q4 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2024-10-01 Epub Date: 2024-10-15 DOI: 10.1055/s-0044-1788887
Silvia Gazzotti, Rebecca Sassi, Maria Pilar Aparisi Gómez, Riccardo Guglielmi, Violeta Vasilevska Nikodinovska, Carmelo Messina, Giuseppe Guglielmi, Alberto Bazzocchi

Body composition is now recognized to have a major impact on health and disease. Imaging enables its analysis in an objective and quantitative way through diverse techniques such as dual-energy X-ray absorptiometry, computed tomography, magnetic resonance imaging, and ultrasonography. This review article first surveys the methodological aspects underpinning the use of these modalities to assess body composition, highlighting their strengths and limitations as well as the set of parameters that they measure and their clinical relevance. It then provides an update on the main applications of body composition imaging in current practice, with a focus on sarcopenia, obesity, lipodystrophies, cancer, and critical care. We conclude by considering the emerging role of artificial intelligence in the analysis of body composition, enabling the extraction of numerous metrics with the potential to refine prognostication and management across a number of pathologies, paving the way toward personalized medicine.

目前,人们已认识到身体成分对健康和疾病有重大影响。通过双能 X 射线吸收测量法、计算机断层扫描、磁共振成像和超声波成像等多种技术,成像技术可以对身体成分进行客观、定量的分析。这篇综述文章首先探讨了使用这些模式评估身体成分的方法,强调了它们的优势和局限性,以及它们测量的一系列参数及其临床意义。然后,文章介绍了人体成分成像在当前实践中的主要应用,重点关注肌肉疏松症、肥胖症、脂肪营养不良症、癌症和重症监护。最后,我们探讨了人工智能在身体成分分析中的新兴作用,人工智能可以提取多种指标,从而有可能完善多种病症的预后和管理,为实现个性化医疗铺平道路。
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引用次数: 0
Two Decades of High-Resolution Peripheral Quantitative Computed Tomography: Present and Future Clinical Perspectives. 高分辨率外周定量计算机断层扫描二十年:现在和未来的临床前景
IF 0.9 4区 医学 Q4 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2024-10-01 Epub Date: 2024-10-15 DOI: 10.1055/s-0044-1788623
Steven K Boyd

Twenty years have passed since the introduction of high-resolution peripheral quantitative computed tomography (HR-pQCT) to assess human bone microarchitecture. During that time, the technique has emerged as an important research tool used by clinicians and scientists to learn about the pathophysiology of bone adaptation in the context of osteoporosis and many other bone-affected conditions. Its rich three-dimensional data is well suited for precise longitudinal monitoring of bone microarchitecture and associated patient-specific estimated bone strength.However, uptake of HR-pQCT as a clinical diagnostic tool has been limited, in part due to challenges such as availability, regulatory approvals, and demonstrated cost effectiveness. New research suggests fracture risk assessment using HR-pQCT is comparable with current standards based on traditional bone densitometry, but its contribution to clinical care is best suited to two areas: (1) leveraging microarchitectural information to assist in treatment decisions for the large subset of patients who lie in the so-called gray zone by current fracture risk assessment, and (2) longitudinal monitoring that establishes highly refined trajectories of bone adaptation and can inform decisions to initiate treatment, monitor treatment effects, and inform cessation.

自采用高分辨率外周定量计算机断层扫描(HR-pQCT)评估人体骨骼微结构以来,20 年过去了。在此期间,该技术已成为临床医生和科学家用来了解骨质疏松症和许多其他骨病的骨适应病理生理学的重要研究工具。其丰富的三维数据非常适合对骨微结构和相关患者的估计骨强度进行精确的纵向监测。然而,作为临床诊断工具,HR-pQCT 的应用一直很有限,部分原因在于其可用性、监管审批和已证明的成本效益等方面的挑战。新的研究表明,使用 HR-pQCT 进行的骨折风险评估可与目前基于传统骨密度测量的标准相媲美,但它对临床治疗的贡献最适合以下两个领域:(1)利用微结构信息,协助对目前骨折风险评估中处于所谓灰色区域的大量患者做出治疗决定;(2)纵向监测,建立高度精细的骨适应轨迹,为启动治疗、监测治疗效果和告知停止治疗提供依据。
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引用次数: 0
DXA: New Concepts and Tools Beyond Bone Mineral Density. DXA:超越骨矿密度的新概念和新工具。
IF 0.9 4区 医学 Q4 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2024-10-01 Epub Date: 2024-10-15 DOI: 10.1055/s-0044-1788579
Irene Carmen Pizza, Alessia Bongiorno, Martina Pedullà, Domenico Albano, Luca Maria Sconfienza, Carmelo Messina

Since its introduction in 1987, dual-energy X-ray absorptiometry (DXA) has revolutionized bone assessment, becoming the gold standard for measuring bone mineral density (BMD). Its low radiation exposure and high accuracy have made it indispensable in diagnosing osteoporosis, aligning with World Health Organization criteria. However, DXA evolution extends beyond BMD measurement, with emerging tools like the Trabecular Bone Score (TBS) and the DXA-based Bone Strain Index (BSI). TBS provides insights into trabecular bone architecture, enhancing the prediction of fracture risk. Despite limitations like body mass index correlation, TBS aids in evaluating patients with conditions such as diabetes and glucocorticoid exposure. BSI, introduced in 2019, evaluates bone strength using finite element analysis, complementing BMD and TBS by assessing bone fatigue.Advancements in DXA-based tools extend to Hip Structural Analysis and three-dimensional DXA software, offering valuable insights into hip fracture risk. Moreover, DXA serves beyond bone assessment, aiding in abdominal aortic calcification assessment, enhancing cardiovascular risk stratification. In summary, the expanding capabilities of DXA promise comprehensive skeletal and cardiovascular health evaluation, contributing significantly to clinical management and prevention strategies.

自 1987 年问世以来,双能量 X 射线吸收测量法(DXA)彻底改变了骨质评估,成为测量骨矿物质密度(BMD)的黄金标准。它的低辐射暴露和高准确性使其成为诊断骨质疏松症不可或缺的工具,符合世界卫生组织的标准。然而,DXA 的发展已超越了 BMD 测量的范畴,出现了骨小梁评分(TBS)和基于 DXA 的骨应变指数(BSI)等新兴工具。TBS 提供了对骨小梁结构的深入了解,提高了对骨折风险的预测能力。尽管存在体重指数相关性等局限性,但 TBS 有助于评估糖尿病和糖皮质激素暴露等情况的患者。2019 年推出的 BSI 利用有限元分析评估骨强度,通过评估骨疲劳对 BMD 和 TBS 进行补充。基于 DXA 的工具已扩展到髋部结构分析和三维 DXA 软件,为髋部骨折风险提供了宝贵的见解。此外,DXA 的作用不仅限于骨骼评估,它还有助于腹主动脉钙化评估,加强心血管风险分层。总之,随着 DXA 功能的不断扩展,有望对骨骼和心血管健康进行全面评估,为临床管理和预防策略做出重大贡献。
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引用次数: 0
Bone Marrow and Metabolic Bone Disease. 骨髓和代谢性骨病。
IF 0.9 4区 医学 Q4 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2024-10-01 Epub Date: 2024-10-15 DOI: 10.1055/s-0044-1788692
Maria Pilar Aparisi Gómez, Alberto Bazzocchi

The bone marrow represents one of the largest organs in the body, with a relevant metabolic role that continues to be investigated. Numerous studies have focused on marrow adipose tissue (MAT). Evidence indicates that the bone marrow adipocytes do not only work as storage tissue but also consist of endocrine and paracrine cells, with the potential to contribute to local and systemic metabolism. MAT plays a role in bone health through its interaction with the other components of bone. Many metabolic disorders (osteoporosis, obesity, diabetes) have a complex and still not well-established or understood relationship with bone health. This article surveys the literature on the relationship of bone marrow and metabolic disorders, and how it is being studied using imaging techniques, with a special focus on bone health.

骨髓是人体最大的器官之一,其代谢作用仍有待研究。大量研究集中于骨髓脂肪组织(MAT)。有证据表明,骨髓脂肪细胞不仅是储存组织,还包括内分泌细胞和旁分泌细胞,具有促进局部和全身新陈代谢的潜力。MAT 通过与骨骼的其他成分相互作用,在骨骼健康中发挥作用。许多代谢性疾病(骨质疏松症、肥胖症、糖尿病)与骨骼健康的关系错综复杂,至今仍未得到很好的证实或理解。本文概述了有关骨髓与代谢紊乱关系的文献,以及如何利用成像技术对其进行研究,并特别关注骨骼健康。
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引用次数: 0
Opportunistic Screening of Bone Fragility Using Computed Tomography. 利用计算机断层扫描对骨质脆性进行机会性筛查。
IF 0.9 4区 医学 Q4 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2024-10-01 Epub Date: 2024-10-15 DOI: 10.1055/s-0044-1788816
Julian B Herrera Acevedo, Leon Lenchik, Ashley A Weaver, Robert D Boutin, Scott Wuertzer

Opportunistic screening uses existing imaging studies for additional diagnostic insights without imposing further burden on patients. We explore the potential of opportunistic computed tomography (CT) screening for osteoporosis, a condition affecting 500 million people globally and leading to significant health care costs and fragility fractures. Although dual-energy X-ray absorptiometry (DXA) remains the gold standard for diagnosing osteoporosis, > 50% of fractures occur in individuals not screened previously with DXA. With recent advancements in technology, CT has emerged as the most promising tool for opportunistic screening due to its wide use and the ability to provide quantitative measurements of bone attenuation, a surrogate of bone mineral density. This article discusses the technical considerations, calibration methods, and potential benefits of CT for osteoporosis screening. It also explores the role of automation, supervised and unsupervised, in streamlining the diagnostic process, improving accuracy, and potentially developing new biomarkers of bone health. The potential addition of radiomics and genomics is also highlighted, showcasing the synergy between genetic and imaging data for a more comprehensive understanding of osteoporosis pathophysiology and with it possible novel osteoporosis therapies. The future of opportunistic CT screening holds significant promise, with automation and advanced image processing ultimately enhancing patient care, reducing rates of osteoporotic fractures, and improving patient outcomes.

机会性筛查利用现有的成像研究来获得更多的诊断信息,而不会给患者带来更多负担。骨质疏松症是一种影响全球 5 亿人的疾病,会导致大量医疗费用和脆性骨折,我们探讨了针对骨质疏松症的机会性计算机断层扫描(CT)筛查的潜力。尽管双能 X 射线吸收测定法(DXA)仍是诊断骨质疏松症的黄金标准,但超过 50% 的骨折发生在之前未接受过 DXA 筛查的人群中。随着近期技术的进步,CT 因其广泛的应用和提供骨衰减(骨矿物质密度的替代指标)定量测量的能力而成为最有前途的机会性筛查工具。本文讨论了 CT 在骨质疏松症筛查中的技术考虑因素、校准方法和潜在优势。文章还探讨了自动化(有监督和无监督)在简化诊断过程、提高准确性和潜在开发新的骨健康生物标志物方面的作用。此外,还强调了放射组学和基因组学的潜在补充作用,展示了基因和成像数据之间的协同作用,以更全面地了解骨质疏松症的病理生理学,并随之开发出可能的新型骨质疏松症疗法。未来的 CT 机会性筛查前景广阔,自动化和先进的图像处理技术最终将提高患者护理水平,降低骨质疏松性骨折的发生率,改善患者预后。
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引用次数: 0
Inflammatory Pseudotumor of the Ulnar Nerve Mimicking a Malignant Peripheral Nerve Sheath Tumor: A Radiologic Puzzle. 模仿恶性周围神经鞘瘤的尺神经炎性假瘤:放射学之谜
IF 0.9 4区 医学 Q4 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2024-10-01 Epub Date: 2024-10-15 DOI: 10.1055/s-0044-1788578
Eimantas Abelkis, Kirsten van Langevelde, Thom Doeleman, Justus Groen, Ana Navas Cañete

Inflammatory pseudotumor (IPT) of a peripheral nerve is a rare non-neoplastic tumefactive inflammatory condition, often mimicking malignancy. The etiology of this condition is still unknown. Clinically and radiologically, the lesion can mimic a malignant tumor. This case report represents, as far as we know, the first publication describing the ultrasonography findings and the results of advanced dynamic contrast-enhanced magnetic resonance imaging (MRI) and diffusion-weighted MRI of IPT in a peripheral nerve. Suspicion of this entity on imaging can speed up the definitive diagnosis and potentially avoid overly radical treatment.

周围神经炎性假瘤(IPT)是一种罕见的非肿瘤性炎症,通常会模仿恶性肿瘤。其病因至今不明。从临床和放射学角度看,这种病变可与恶性肿瘤相似。据我们所知,本病例报告是首次发表描述周围神经 IPT 的超声波检查结果以及先进的动态对比增强磁共振成像(MRI)和弥散加权磁共振成像(MRI)结果的文章。通过影像学检查怀疑该实体可加快明确诊断的速度,并有可能避免过于激进的治疗。
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引用次数: 0
Metabolic Bone Diseases: Recommendations for Interventional Radiology. 代谢性骨病:对介入放射学的建议。
IF 0.9 4区 医学 Q4 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2024-10-01 Epub Date: 2024-10-15 DOI: 10.1055/s-0044-1788580
Antonio Di Donna, Salvatore Masala, Gianluca Muto, Stefano Marcia, Flavio Giordano, Mario Muto

Metabolic bone diseases (MBDs), including osteoporosis, osteomalacia, and Paget's disease, represent a significant challenge in medical imaging and intervention. Interventional radiologists play a pivotal role in managing these conditions, due to the crucial role of detailed and precise imaging in diagnosing and treating MBDs. This article offers comprehensive recommendations aimed at optimizing interventional radiologic practices for patients with MBDs, highlighting the importance of using advanced imaging modalities, including dual-energy X-ray absorptiometry and magnetic resonance imaging, essential for accurate assessment of bone mineral density and architecture, guiding effective intervention strategies. We also discuss the use of minimally invasive procedures like vertebroplasty and biopsy, vital for both diagnostic and therapeutic purposes, to enhance diagnostic accuracy and therapeutic outcomes, ensuring high-quality patient management in the context of MBDs.

代谢性骨病(MBDs),包括骨质疏松症、骨软化症和帕吉特氏病,是医学影像和介入治疗的重大挑战。由于详细而精确的成像在诊断和治疗代谢性骨病方面起着至关重要的作用,因此介入放射科医生在管理这些疾病方面发挥着举足轻重的作用。本文提出了旨在优化 MBD 患者介入放射疗法的全面建议,强调了使用先进成像模式(包括双能 X 射线吸收测量法和磁共振成像)的重要性,这对于准确评估骨矿物质密度和结构、指导有效的介入策略至关重要。我们还讨论了微创手术(如椎体成形术和活检)的使用,这对诊断和治疗都至关重要,可提高诊断准确性和治疗效果,确保对 MBD 患者进行高质量的管理。
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引用次数: 0
Imaging of Metabolic Bone Diseases. 代谢性骨病的成像。
IF 0.9 4区 医学 Q4 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2024-10-01 Epub Date: 2024-10-15 DOI: 10.1055/s-0044-1789256
Alberto Bazzocchi, Giuseppe Guglielmi
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引用次数: 0
Radiofrequency Echographic Multi-Spectrometry in the Diagnosis of Metabolic Bone Disease. 射频超声多谱勒诊断代谢性骨病。
IF 0.9 4区 医学 Q4 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2024-10-01 Epub Date: 2024-10-15 DOI: 10.1055/s-0044-1788885
Rossella Gifuni, Manuela Montatore, Riccardo Guglielmi, Alberto Bazzocchi, Carmelo Messina, Giuseppe Guglielmi

Dual-energy X-ray absorptiometry (DXA) and bone mineral density (BMD) pose several limitations in some patient categories, such as pregnant women and young people. This review article explores whether the innovative radiofrequency echographic multi-spectrometry (REMS) technology is beneficial for assessing the bone condition of various patient groups. Common consequences in patients with acromegalia, prostate cancer undergoing hormone therapy, osteogenesis imperfecta, anorexia nervosa, and in a peritoneal dialysis setting include decreased BMD and an increased risk of fragility fracture.DXA is currently regarded as the gold standard for BMD assessment. However, using the DXA technique has several drawbacks in a young patient who requires repeated BMD tests because it uses ionizing radiation. Because of its precision and consistency, the REMS technique may be a valuable tool to assess changes in bone condition in patients of all ages, particularly in female patients who are fertile or who are pregnant or nursing.

双能 X 射线吸收测量法(DXA)和骨矿物质密度(BMD)在某些患者类别中存在一些局限性,如孕妇和年轻人。这篇综述文章探讨了创新的射频回声多谱勒技术(REMS)是否有利于评估不同患者群体的骨质状况。肢端肥大症患者、接受激素治疗的前列腺癌患者、成骨不全症患者、神经性厌食症患者以及腹膜透析患者的常见后果包括 BMD 减少和脆性骨折风险增加。然而,对于需要反复进行 BMD 测试的年轻患者来说,使用 DXA 技术有几个缺点,因为它使用了电离辐射。由于其精确性和一致性,REMS 技术可能是评估各年龄段患者骨质状况变化的重要工具,尤其是对生育期、妊娠期或哺乳期的女性患者。
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引用次数: 0
期刊
Seminars in Musculoskeletal Radiology
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