首页> 外文会议>International workshop on spatio-temporal image analysis for longitudinal and time-series image data;International conference on medical image computing and computer assisted intervention >Is It Possible to Differentiate the Impact of Pediatric Monophasic Demyelinating Disorders and Multiple Sclerosis After a First Episode of Demyelination?
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Is It Possible to Differentiate the Impact of Pediatric Monophasic Demyelinating Disorders and Multiple Sclerosis After a First Episode of Demyelination?

机译:首次脱髓鞘发作后,能否区分小儿单相性脱髓鞘疾病和多发性硬化的影响?

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A first episode of acute demyelination of the central nervous system may be a monophasic transient illness or represent the first attack of multiple sclerosis (MS). This study investigates if it is possible to distinguish these two groups of patients retrospectively at the time of the first episode, in a pediatric population. For each patient, the method consists in fitting an individual brain growth curve using multiple follow-up time-points, and using this curve to predict 4 metrics at the first attack: brain volume, brain growth rate, thalamus volume normalized by the brain volume (called normalized thalamus) and normalized thalamus growth rate. These metrics were compared to age-and-sex matched healthy controls by computing z-scores. In this study, 85 patients were scanned up to 8 years after the first attack. During this follow-up period, 23 patients were subsequently diagnosed with MS (MS group). Among the 62 patients with a transient illness, 9 suffered from monophasic acute disseminated encephalomyelitis (ADEM group). The 53 remaining formed the non-ADEM monophasic (MONO) group. The normalized thalamus growth rate was the only metric that distinguished patient groups: the z-scores were significantly smaller for MS than for the MONO group (p<0.01). Whereas 93% of monophasic subjects were correctly classified with a linear discriminant analysis, only 13% of the MS subjects were correctly classified, due to a large inter-individual variability in this group.
机译:中枢神经系统急性脱髓鞘的首发可能是单相性短暂性疾病,或代表多发性硬化症(MS)的首次发作。这项研究调查了在小儿人群中是否有可能在第一次发作时进行回顾性区分这两组患者。对于每位患者,该方法包括使用多个后续时间点拟合单个脑部生长曲线,并使用该曲线预测第一次发作时的4个指标:脑部体积,脑部生长速率,丘脑部体积(通过脑部体积标准化) (称为标准化丘脑)和标准化丘脑生长速率。通过计算z得分,将这些指标与年龄和性别匹配的健康对照进行比较。在这项研究中,首次发作后长达8年的时间对85例患者进行了扫描。在此随访期间,随后有23名患者被诊断为MS(MS组)。在62例短暂性疾病患者中,有9例患有单相急性播散性脑脊髓炎(ADEM组)。剩下的53个组成了非ADEM单相(MONO)组。标准化的丘脑生长率是区分患者组的唯一指标:MS的z评分显着低于MONO组(p <0.01)。尽管有93%的单相受试者通过线性判别分析正确分类,但由于该组个体间差异较大,因此只有13%的MS受试者正确分类。

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