Developmental Curves of the Paediatric Brain Using FLAIR MRI Texture Biomarkers.

IF 2.9 3区 医学 Q2 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING
Karissa Chan, Dania Rabba, Logi Vidarsson, Matthias W Wagner, Birgit B Ertl-Wagner, April Khademi
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引用次数: 0

Abstract

Purpose: Analysis of FLAIR MRI sequences is gaining momentum in brain maturation studies, and this study aimed to establish normative developmental curves for FLAIR texture biomarkers in the paediatric brain. Methods: A retrospective, single-centre dataset of 465/512 healthy paediatric FLAIR volumes was used, with one pathological volume for proof-of-concept. Participants were included if the MRI was unremarkable as determined by a neuroradiologist. An automated intensity normalization algorithm was used to standardize FLAIR signal intensity across MRI scanners and individuals. FLAIR texture biomarkers were extracted from grey matter (GM), white matter (WM), deep GM, and cortical GM regions. Sex-specific percentile curves were reported and modelled for each tissue type. Correlations between texture and established biomarkers including intensity volume were examined. Biomarkers from the pathological volume were extracted to demonstrate clinical utility of normative curves. Results: This study analyzed 465 FLAIR sequences in children and adolescents (mean age 10.65 ± 4.22 years, range 2-19 years, 220 males, 245 females). In the WM, texture increased to a maximum at around 8 to 10 years, with different trends between females and males in adolescence. In the GM, texture increased over the age range while demonstrating a local maximum at 8 to 10 years. Texture had an inverse relationship with intensity in the WM across all ages. WM and edema in a pathological brain exhibited abnormal texture values outside of the normative growth curves. Conclusion: Normative curves for texture biomarkers in FLAIR sequences may be used to assess brain maturation and microstructural changes over the paediatric age range.

利用 FLAIR MRI 纹理生物标志物绘制儿科大脑发育曲线
目的:FLAIR MRI 序列分析在大脑成熟研究中的应用越来越广泛,本研究旨在建立儿科大脑中 FLAIR 纹理生物标记物的正常发育曲线。研究方法研究使用了一个回顾性的单中心数据集,该数据集包含 465/512 个健康儿科 FLAIR 容积,其中一个病理容积用于概念验证。如果神经放射科医生认为核磁共振成像无异常,则将参与者包括在内。采用自动强度归一化算法对不同核磁共振扫描仪和不同个体的 FLAIR 信号强度进行标准化处理。从灰质(GM)、白质(WM)、深部GM和皮质GM区域提取FLAIR纹理生物标记物。报告并模拟了每种组织类型的性别特异性百分位曲线。纹理与包括强度体积在内的既定生物标记物之间的相关性也得到了检验。从病理体积中提取生物标志物,以证明标准曲线的临床实用性。研究结果本研究分析了儿童和青少年的 465 个 FLAIR 序列(平均年龄为 10.65 ± 4.22 岁,年龄范围为 2-19 岁,男性 220 人,女性 245 人)。在 WM 中,纹理在 8 至 10 岁时增加到最大值,青春期女性和男性的纹理增加趋势不同。在大脑皮质中,纹理随年龄的增长而增加,但在8至10岁时出现局部最大值。在所有年龄段,纹理与WM的强度呈反比关系。病理脑中的 WM 和水肿表现出超出正常生长曲线的异常纹理值。结论FLAIR序列中纹理生物标志物的标准曲线可用于评估儿科年龄段的大脑成熟和微观结构变化。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
CiteScore
6.20
自引率
12.90%
发文量
98
审稿时长
6-12 weeks
期刊介绍: The Canadian Association of Radiologists Journal is a peer-reviewed, Medline-indexed publication that presents a broad scientific review of radiology in Canada. The Journal covers such topics as abdominal imaging, cardiovascular radiology, computed tomography, continuing professional development, education and training, gastrointestinal radiology, health policy and practice, magnetic resonance imaging, musculoskeletal radiology, neuroradiology, nuclear medicine, pediatric radiology, radiology history, radiology practice guidelines and advisories, thoracic and cardiac imaging, trauma and emergency room imaging, ultrasonography, and vascular and interventional radiology. Article types considered for publication include original research articles, critically appraised topics, review articles, guest editorials, pictorial essays, technical notes, and letter to the Editor.
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