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利用图像纹理分析改善儿童骨质疏松症的诊断。

Improving osteoporosis diagnosis in children using image texture analysis.

作者信息

Castellanos Norma Pilar, Martínez Elisa, Gutierrez Josefina

机构信息

Universidad Autonoma Metropolitana-Iztapalapa, Electrical Department, Mexico City CP 09340, Mexico.

出版信息

Annu Int Conf IEEE Eng Med Biol Soc. 2011;2011:6184-7. doi: 10.1109/IEMBS.2011.6091527.

Abstract

Bone mineral density (BMD) is used in clinical medicine as an indirect indicator of osteoporosis and fracture risk. From a technical point of view Quantitative Computed Tomography (QCT) should be the gold standard in bone densitometry. On the other hand, it is known that a greater percentage increase in skin dose is needed as the patient size is increased: positive results and side effect of long-term steroid treatment as obesity have been found for Duchenne muscular dystrophy (DMD), characterized by a progressive muscle degeneration and substitution with fat. The present work is an effort to improve osteoporosis diagnostic efficacy in children by analyzing the trabecular bone texture in CT L3 vertebra by two methods which are independent of image intensity: fractal dimension with power spectrum and wavelet packets. As results, comparing healthy children (44 children both sexes) with osteoporotic subjects (13 adult women, aged 52-87 years) great differences were noticed in all image texture indicators (p<0.0146). For DMD children (7 boys, not overweight) classified by z-score as osteoporotic because of their low BMD, texture image analysis did not exhibited high spatial frequencies as in the osteoporotic group; the probability that these two groups were similar was weak (p<0.0059), suggesting a more similar bone condition to normal or osteopenia. None of the pediatric groups exhibited as high spatial frequencies as did the osteoporotic women group. These analyses could help to determine osteoporosis in children, where it is often a diagnostic challenge.

摘要

骨矿物质密度(BMD)在临床医学中用作骨质疏松症和骨折风险的间接指标。从技术角度来看,定量计算机断层扫描(QCT)应该是骨密度测定的金标准。另一方面,已知随着患者体型增大,皮肤剂量需要更大百分比的增加:对于以进行性肌肉变性和脂肪替代为特征的杜氏肌营养不良症(DMD),已发现长期使用类固醇治疗(如肥胖)的积极结果和副作用。本研究旨在通过两种与图像强度无关的方法分析CT L3椎体中的小梁骨纹理,以提高儿童骨质疏松症的诊断效能:功率谱分形维和小波包。结果显示,将健康儿童(44名男女儿童)与骨质疏松症患者(13名成年女性,年龄52 - 87岁)进行比较,所有图像纹理指标均存在显著差异(p<0.0146)。对于因骨密度低而按z评分分类为骨质疏松症的DMD儿童(7名男孩,体重不超重),纹理图像分析未显示出与骨质疏松症组相同的高空间频率;这两组相似的概率很低(p<0.0059),表明其骨状况与正常或骨量减少更为相似。没有一个儿科组表现出与骨质疏松症女性组一样高的空间频率。这些分析有助于确定儿童骨质疏松症,而这在儿童中往往是一个诊断挑战。

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