Digital markers of motor speech impairments in spontaneous speech of patients with ALS-FTD spectrum disorders.

Sanjana Shellikeri, Sunghye Cho, Sharon Ash, Carmen Gonzalez-Recober, Corey T Mcmillan, Lauren Elman, Colin Quinn, Defne A Amado, Michael Baer, David J Irwin, Lauren Massimo, Christopher A Olm, Mark Y Liberman, Murray Grossman, Naomi Nevler
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Abstract

Objective: To evaluate automated digital speech measures, derived from spontaneous speech (picture descriptions), in assessing bulbar motor impairments in patients with ALS-FTD spectrum disorders (ALS-FTSD).

Methods: Automated vowel algorithms were employed to extract two vowel acoustic measures: vowel space area (VSA), and mean second formant slope (F2 slope). Vowel measures were compared between ALS with and without clinical bulbar symptoms (ALS + bulbar (n = 49, ALSFRS-r bulbar subscore: x¯ = 9.8 (SD = 1.7)) vs. ALS-nonbulbar (n = 23), behavioral variant frontotemporal dementia (bvFTD, n = 25) without a motor syndrome, and healthy controls (HC, n = 32). Correlations with bulbar motor clinical scales, perceived listener effort, and MRI cortical thickness of the orobuccal primary motor cortex (oral PMC) were examined. We compared vowel measures to speaking rate, a conventional metric for assessing bulbar dysfunction.

Results: ALS + bulbar had significantly reduced VSA and F2 slope than ALS-nonbulbar (|d|=0.94 and |d|=1.04, respectively), bvFTD (|d|=0.89 and |d|=1.47), and HC (|d|=0.73 and |d|=0.99). These reductions correlated with worse bulbar clinical scores (VSA: R = 0.33, p = 0.043; F2 slope: R = 0.38, p = 0.011), greater listener effort (VSA: R=-0.43, p = 0.041; F2 slope: p > 0.05), and cortical thinning in oral PMC (F2 slope: β = 0.0026, p = 0.017). Vowel measures demonstrated greater sensitivity and specificity for bulbar impairment than speaking rate, while showing independence from cognitive and respiratory impairments.

Conclusion: Automatic vowel measures are easily derived from a brief spontaneous speech sample, are sensitive to mild-moderate stage of bulbar disease in ALS-FTSD, and may present better sensitivity to bulbar impairment compared to traditional assessments such as speaking rate.

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ALS-FTD 谱系障碍患者自发言语中运动言语障碍的数字标记。
目的评估从自发语音(图片说明)中提取的自动数字语音测量值,以评估ALS-FTD谱系障碍(ALS-FTSD)患者的球部运动障碍:采用自动元音算法提取两种元音声学测量值:元音空间面积(VSA)和平均第二有伴音斜率(F2 斜坡)。在有和无临床球部症状的ALS(ALS +球部(n = 49,ALSFRS-r球部子分数:x¯ = 9.8 (SD = 1.7))与非球部ALS(n = 23)、无运动综合征的行为变异型额颞叶痴呆(bvFTD,n = 25)和健康对照组(HC,n = 32)之间比较了元音测量值。我们研究了元音测量与球部运动临床量表、感觉到的听者努力程度以及口颊部初级运动皮层(口腔 PMC)核磁共振成像皮层厚度之间的相关性。我们将元音测量结果与说话速度进行了比较,说话速度是评估球部功能障碍的传统指标:ALS+球部的VSA和F2斜率明显低于ALS-非球部(分别为|d|=0.94和|d|=1.04)、bvFTD(|d|=0.89和|d|=1.47)和HC(|d|=0.73和|d|=0.99)。这些降低与更差的球部临床评分(VSA:R = 0.33,p = 0.043;F2 斜率:R = 0.38,p = 0.011)、更大的听者努力(VSA:R =-0.43,p = 0.041;F2 斜率:p > 0.05)和口腔 PMC 皮质变薄(F2 斜率:β = 0.0026,p = 0.017)相关。与说话速度相比,元音测量对口腔功能障碍的敏感性和特异性更高,同时与认知和呼吸功能障碍无关:结论:自动元音测量可从简短的自发言语样本中轻松得出,对 ALS-FTSD 的轻中度球部疾病敏感,与说话速度等传统评估相比,对球部损伤的敏感性更高。
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