Cranial bone thickness and density anomalies quantified from CT images can identify chronic increased intracranial pressure.

IF 4.6 Q2 MATERIALS SCIENCE, BIOMATERIALS
ACS Applied Bio Materials Pub Date : 2024-10-01 Epub Date: 2024-06-14 DOI:10.1007/s00234-024-03393-0
Jiawei Liu, Jasmine Chaij, Marius George Linguraru, Brooke French, Robert Keating, Allyson L Alexander, Antonio R Porras
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引用次数: 0

Abstract

Purpose: The diagnosis of chronic increased intracranial pressure (IIP)is often based on subjective evaluation or clinical metrics with low predictive value. We aimed to quantify cranial bone changes associated with pediatric IIP using CT images and to identify patients at risk.

Methods: We retrospectively quantified local cranial bone thickness and mineral density from the CT images of children with chronic IIP and compared their statistical differences to normative children without IIP adjusting for age, sex and image resolution. Subsequently, we developed a classifier to identify IIP based on these measurements. Finally, we demonstrated our methods to explore signs of IIP in patients with non-syndromic sagittal craniosynostosis (NSSC).

Results: We quantified a significant decrease of bone density in 48 patients with IIP compared to 1,018 normative subjects (P < .001), but no differences in bone thickness (P = .56 and P = .89 for age groups 0-2 and 2-10 years, respectively). Our classifier demonstrated 83.33% (95% CI: 69.24%, 92.03%) sensitivity and 87.13% (95% CI: 84.88%, 89.10%) specificity in identifying patients with IIP. Compared to normative subjects, 242 patients with NSSC presented significantly lower cranial bone density (P < .001), but no differences were found compared to patients with IIP (P = .57). Of patients with NSSC, 36.78% (95% CI: 30.76%, 43.22%) presented signs of IIP.

Conclusion: Cranial bone changes associated with pediatric IIP can be quantified from CT images to support earlier diagnoses of IIP, and to study the presence of IIP secondary to cranial pathology such as non-syndromic sagittal craniosynostosis.

Abstract Image

通过 CT 图像量化的颅骨厚度和密度异常可确定慢性颅内压增高。
目的:慢性颅内压增高(IIP)的诊断通常基于主观评价或临床指标,预测价值较低。我们旨在利用 CT 图像量化与小儿 IIP 相关的颅骨变化,并识别高危患者:我们回顾性地量化了慢性 IIP 患儿 CT 图像中的局部颅骨厚度和矿物质密度,并比较了他们与无 IIP 的正常儿童之间的统计学差异,调整了年龄、性别和图像分辨率。随后,我们根据这些测量结果开发了一种识别 IIP 的分类器。最后,我们展示了在非综合征矢状颅畸形(NSSC)患者中探索 IIP 征兆的方法:结果:与 1 018 名正常人相比,我们发现 48 名 IIP 患者的骨密度明显下降:可通过 CT 图像量化与小儿 IIP 相关的颅骨变化,以支持 IIP 的早期诊断,并研究 IIP 是否继发于颅骨病变(如非畸形矢状颅畸形)。
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
ACS Applied Bio Materials
ACS Applied Bio Materials Chemistry-Chemistry (all)
CiteScore
9.40
自引率
2.10%
发文量
464
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