Subert Martin, Tykalova Tereza, Novotny Michal, Bezdicek Ondrej, Dusek Petr, Rusz Jan
Department of Circuit Theory, Faculty of Electrical Engineering, Czech Technical University in Prague, Technická 2, Praha 6, 160 00, Prague, Czech Republic.
Department of Neurology and Centre of Clinical Neuroscience, First Faculty of Medicine, Charles University and General University Hospital, Prague, Czech Republic.
J Neurol. 2025 Apr 17;272(5):344. doi: 10.1007/s00415-025-13070-8.
The impact of dopaminergic medication on language in Parkinson's disease (PD) remains poorly understood. This observational, naturalistic study aimed to investigate the effects of long-term dopaminergic therapy on language performance in patients with de-novo PD based on a high-level linguistic analysis of natural spontaneous discourse.
A fairy-tale narration was recorded at baseline and a 12-month follow-up. The speech samples were automatically analyzed using six representative lexical and syntactic features based on automatic speech recognition and natural language processing.
We enrolled 109 de-novo PD patients compared to 68 healthy controls. All subjects completed the 12-month follow-up; 92 PD patients were on stable dopaminergic medication (PD-treated), while 17 PD patients remained without medication (PD-untreated). At baseline, the PD-treated group exhibited abnormalities in syntactic domains, particularly in sentence length (p = 0.018) and sentence development (p = 0.042) compared to healthy controls. After 12 months of dopaminergic therapy, PD-treated showed improvements in the syntactic domain, including sentence length (p = 0.012) and sentence development (p = 0.030). Of all PD-treated patients, 37 were on monotherapy with dopamine agonists and manifested improvement in sentence length (p = 0.048), while 32 were on monotherapy with levodopa and had no language amelioration. No changes in language parameters over time were seen in both the PD-untreated group and healthy controls.
Initiation of dopaminergic therapy improved high-language syntactic deficits in de-novo PD, confirming the role of dopamine in cognitive-linguistic processing. Automated linguistic analysis of spontaneous speech via natural language processing can assist in improving the prediction and management of language deficits in PD.
多巴胺能药物对帕金森病(PD)语言功能的影响仍知之甚少。这项观察性、自然主义研究旨在基于对自然自发话语的高级语言分析,调查长期多巴胺能治疗对初发性PD患者语言表现的影响。
在基线和12个月随访时记录一篇童话叙述。基于自动语音识别和自然语言处理,使用六个具有代表性的词汇和句法特征对语音样本进行自动分析。
我们纳入了109例初发性PD患者和68例健康对照。所有受试者均完成了12个月的随访;92例PD患者接受稳定的多巴胺能药物治疗(PD治疗组),而17例PD患者未接受药物治疗(PD未治疗组)。在基线时,与健康对照相比,PD治疗组在句法领域表现出异常,特别是在句子长度(p = 0.018)和句子发展(p = 0.042)方面。经过12个月的多巴胺能治疗后,PD治疗组在句法领域有改善,包括句子长度(p = 0.012)和句子发展(p = 0.030)。在所有接受治疗的PD患者中,37例接受多巴胺激动剂单药治疗,句子长度有改善(p = 0.048),而32例接受左旋多巴单药治疗,语言功能无改善。PD未治疗组和健康对照组的语言参数随时间均无变化。
多巴胺能治疗的启动改善了初发性PD患者的高级语言句法缺陷,证实了多巴胺在认知语言处理中的作用。通过自然语言处理对自发语音进行自动语言分析有助于改善PD语言缺陷的预测和管理。