Speech markers of depression dimensions across cognitive status.

IF 4 Q1 CLINICAL NEUROLOGY
Laili Soleimani, Yuxia Ouyang, Sunghye Cho, Arash Kia, Michal Schnaider Beeri, Hung-Mo Lin, Ramit Ravona-Springer, Nadia Ramsingh, Mark Y Liberman, Murray Grossman, Naomi Nevler
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引用次数: 0

Abstract

Introduction: Depression and its components significantly impact dementia prediction and severity, necessitating reliable objective measures for quantification.

Methods: We investigated associations between emotion-based speech measures (valence, arousal, and dominance) during picture descriptions and depression dimensions derived from the geriatric depression scale (GDS, dysphoria, withdrawal-apathy-vigor (WAV), anxiety, hopelessness, and subjective memory complaint).

Results: Higher WAV was associated with more negative valence (estimate = -0.133, p = 0.030). While interactions of apolipoprotein E (APOE) 4 status with depression dimensions on emotional valence did not reach significance, there was a trend for more negative valence with higher dysphoria in those with at least one APOE4 allele (estimate = -0.404, p = 0.0846). Associations were similar irrespective of dementia severity.

Discussion: Our study underscores the potential utility of speech biomarkers in characterizing depression dimensions. In future research, using emotionally charged stimuli may enhance emotional measure elicitation. The role of APOE on the interaction of speech markers and depression dimensions warrants further exploration with greater sample sizes.

Highlights: Participants reporting higher apathy used more negative words to describe a neutral picture.Those with higher dysphoria and at least one APOE4 allele also tended to use more negative words.Our results suggest the potential use of speech biomarkers in characterizing depression dimensions.

不同认知状态下抑郁维度的语音标记。
简介:抑郁症及其组成部分对痴呆症的预测和严重程度有重大影响,因此需要可靠的客观测量方法:抑郁及其成分对痴呆症的预测和严重程度有重大影响,因此需要可靠的客观测量方法进行量化:我们研究了在图片描述过程中基于情绪的言语测量(价感、唤醒和支配)与老年抑郁量表中的抑郁维度(GDS、焦虑症、退缩-移情-活力(WAV)、焦虑、绝望和主观记忆抱怨)之间的关联:较高的 WAV 值与较高的负价值相关(估计值 = -0.133,p = 0.030)。虽然脂蛋白E(APOE)4状态与抑郁维度对情绪情感的交互作用未达到显著性,但至少有一个APOE4等位基因的人的消极情感情感有增加的趋势(估计值=-0.404,p=0.0846)。无论痴呆症的严重程度如何,两者之间的关联都是相似的:讨论:我们的研究强调了语言生物标记物在描述抑郁程度方面的潜在作用。在未来的研究中,使用情绪化的刺激可能会增强情绪测量的诱导性。APOE对语言标记物和抑郁维度之间相互作用的作用值得进一步探讨,并需要更大的样本量:我们的研究结果表明,语言生物标记物在描述抑郁维度方面具有潜在用途。
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来源期刊
CiteScore
7.80
自引率
7.50%
发文量
101
审稿时长
8 weeks
期刊介绍: Alzheimer''s & Dementia: Diagnosis, Assessment & Disease Monitoring (DADM) is an open access, peer-reviewed, journal from the Alzheimer''s Association® that will publish new research that reports the discovery, development and validation of instruments, technologies, algorithms, and innovative processes. Papers will cover a range of topics interested in the early and accurate detection of individuals with memory complaints and/or among asymptomatic individuals at elevated risk for various forms of memory disorders. The expectation for published papers will be to translate fundamental knowledge about the neurobiology of the disease into practical reports that describe both the conceptual and methodological aspects of the submitted scientific inquiry. Published topics will explore the development of biomarkers, surrogate markers, and conceptual/methodological challenges. Publication priority will be given to papers that 1) describe putative surrogate markers that accurately track disease progression, 2) biomarkers that fulfill international regulatory requirements, 3) reports from large, well-characterized population-based cohorts that comprise the heterogeneity and diversity of asymptomatic individuals and 4) algorithmic development that considers multi-marker arrays (e.g., integrated-omics, genetics, biofluids, imaging, etc.) and advanced computational analytics and technologies.
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