The value of synthetic MRI in detecting the brain changes and hearing impairment of children with sensorineural hearing loss

Penghua Zhang, Jinze Yang, Yikai Shu, Meiying Cheng, Xin Zhao, Kaiyu Wang, Lin Lu, Qing-na Xing, Guangying Niu, Lingsong Meng, Xueyuan Wang, Liang Zhou, Xiaoan Zhang
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Abstract

Sensorineural hearing loss (SNHL) can arise from a diverse range of congenital and acquired factors. Detecting it early is pivotal for nurturing speech, language, and cognitive development in children with SNHL. In our study, we utilized synthetic magnetic resonance imaging (SyMRI) to assess alterations in both gray and white matter within the brains of children affected by SNHL.The study encompassed both children diagnosed with SNHL and a control group of children with normal hearing {1.5-month-olds (n = 52) and 3-month-olds (n = 78)}. Participants were categorized based on their auditory brainstem response (ABR) threshold, delineated into normal, mild, moderate, and severe subgroups.Clinical parameters were included and assessed the correlation with SNHL. Quantitative analysis of brain morphology was conducted using SyMRI scans, yielding data on brain segmentation and relaxation time.Through both univariate and multivariate analyses, independent factors predictive of SNHL were identified. The efficacy of the prediction model was evaluated using receiver operating characteristic (ROC) curves, with visualization facilitated through the utilization of a nomogram. It's important to note that due to the constraints of our research, we worked with a relatively small sample size.Neonatal hyperbilirubinemia (NH) and children with inner ear malformation (IEM) were associated with the onset of SNHL both at 1.5 and 3-month groups. At 3-month group, the moderate and severe subgroups exhibited elevated quantitative T1 values in the inferior colliculus (IC), lateral lemniscus (LL), and middle cerebellar peduncle (MCP) compared to the normal group. Additionally, WMV, WMF, MYF, and MYV were significantly reduced relative to the normal group. Additionally, SNHL-children with IEM had high T1 values in IC, and LL and reduced WMV, WMF, MYV and MYF values as compared with SNHL-children without IEM at 3-month group. LL-T1 and WMF were independent risk factors associated with SNHL. Consequently, a prediction model was devised based on LL-T1 and WMF. ROC for training set, validation set and external set were 0.865, 0.806, and 0.736, respectively.The integration of T1 quantitative values and brain volume segmentation offers a valuable tool for tracking brain development in children affected by SNHL and assessing the progression of the condition's severity.
合成磁共振成像在检测感音神经性听力损失儿童大脑变化和听力损伤方面的价值
感音神经性听力损失(SNHL)可由多种先天和后天因素引起。及早发现感音神经性听力损失对促进患儿的言语、语言和认知发展至关重要。在我们的研究中,我们利用合成磁共振成像(SyMRI)技术评估了SNHL患儿大脑灰质和白质的变化。根据听觉脑干反应(ABR)阈值对参与者进行分类,分为正常、轻度、中度和重度亚组。通过单变量和多变量分析,确定了预测 SNHL 的独立因素。通过单变量和多变量分析,确定了可预测 SNHL 的独立因素。预测模型的有效性通过接收者操作特征曲线(ROC)进行评估,并利用提名图进行可视化。值得注意的是,由于研究条件的限制,我们的样本量相对较小。新生儿高胆红素血症(NH)和患有内耳畸形(IEM)的儿童与 SNHL 在 1.5 个月组和 3 个月组的发病有关。与正常组相比,在3个月组,中度和重度亚组的下丘(IC)、外侧半月板(LL)和小脑中胚层(MCP)的定量T1值升高。此外,与正常组相比,WMV、WMF、MYF 和 MYV 显著降低。此外,与未患 IEM 的 SNHL 儿童相比,患 IEM 的 SNHL 儿童在 3 个月组的 IC 和 LL 的 T1 值较高,而 WMV、WMF、MYV 和 MYF 值较低。LL-T1和WMF是与SNHL相关的独立风险因素。因此,我们根据 LL-T1 和 WMF 设计了一个预测模型。训练集、验证集和外部集的 ROC 分别为 0.865、0.806 和 0.736。
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