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AKILLI SİSTEMLER VE UYGULAMALARI DERGİSİ
JOURNAL OF INTELLIGENT SYSTEMS WITH APPLICATIONS
J. Intell. Syst. Appl.
E-ISSN: 2667-6893
Creative Commons License This work is licensed under a Creative Commons Attribution 4.0 International License.

Effects of Auricular Vagus Nerve Stimulation on Voice Characteristics

Auriküler Vagus Sinir Stimülasyonunun İnsan Ses Özelliklerine Etkileri

How to cite: Özden AV, Tatar T. Effects of auricular vagus nerve stimulation on voice characteristics. Akıllı Sistemler ve Uygulamaları Dergisi (Journal of Intelligent Systems with Applications) 2022; 5(1): 12-18. DOI: 10.54856/jiswa.202205193

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Title: Effects of Auricular Vagus Nerve Stimulation on Voice Characteristics

Abstract: Vagus nerve stimulation (VNS) has been used in the treatment of epilepsy and depression for more than 20 years. Although the invasive cervical method is the most preferred application, side effects such as cough, voice change and hoarseness can be seen due to negative effects on the recurrent laryngeal nerve (a branch of the vagus nerve). Auricular VNS has been preferred recently due to its non-invasiveness, but uncertainty about the stimulation parameters continues. We tested the hypothesis that auricular VNS can affect voice and its features indirectly via afferent nerve connections reaching the nucleus tractus solitarius. Two patients previously using auricular VNS device for different diseases were requested to record their voices before and after the stimulation. Their devices (Vagustim) were changed with new version to check the usage of the patients. Sound recordings at different VNS frequencies (1-150 Hz) were collected by a mobile phone and analyzed with Praat and our MATLAB algorithm. Fundamental frequency (f0), jitter, shimmer, and harmonic to noise ratio (HNR) owere evaluated. The alteration was highest at 100 Hz and 30 Hz VNS for the male and female patients respectively. Audio recordings before and after 30 Hz (for female) and 100 Hz (for male) VNS at different durations (5-30 min) on different days were repeated and compared by Praat and our algorithm. Some discrepancy between the parameters jitter, shimmer, and HNR are detected between the algorithms, which is accounted to the fact that it is not standardized whether the algorithm uses only a specific part of the input signal or the whole signal. However, when the ratio of change of these parameters are considered, fundamental frequency and the HNR were found to be highly consistent for developing an algorithm to govern the stimulation parameters in an automated way. Furthermore, the same ratios for jitter and shimmer are also promising after some improvement to be included in such an algorithm. These results suggest that auricular VNS can affect voice and its parameters, but this change is related with stimulation parameters. It seems necessary to develop specific software and algorithms that can detect this change well.

Keywords: auricular vagus nerve stimulation; parameter optimization; sound analysis; algorithm; software


Başlık: Auriküler Vagus Sinir Stimülasyonunun İnsan Ses Özelliklerine Etkileri

Özet: Vagus sinir uyarımı (VSU), epilepsi ve depresyon tedavisinde 20 yılı aşkın süredir kullanılmaktadır. İnvaziv servikal yöntem en çok tercih edilen uygulama olmasına rağmen rekürren laringeal sinir (vagus sinirinin bir dalı) üzerindeki olumsuz etkilerinden dolayı öksürük, ses değişikliği ve ses kısıklığı gibi yan etkiler görülebilmektedir. Auriküler VSU, non-invaziv olması nedeniyle yakın zamanda tercih edilmeye başlanmıştır, ancak stimülasyon parametreleriyle ilgili belirsizlik devam etmektedir. Auriküler VSU'nun nükleus traktus solitarius'a ulaşan afferent sinir bağlantıları yoluyla sesi ve özelliklerini dolaylı olarak etkileyebileceği hipotezini test ettik. İki yazar auriküler VSU cihazını (Vagustim) kullandılar ve stimülasyondan önce ve sonra seslerini kaydettiler. Farklı VSU frekanslarındaki (1-150 Hz) ses kayıtları bir cep telefonu ile toplanmış ve Praat yazılımı ve MATLAB algoritmamız ile günlük olarak analiz edilmiştir. Sesin temel frekansı veya perdesi (f0), jitter, shimmer ve harmonik gürültü oranı (HNR) değerlendirildi ve değişiklik her birey için 100 Hz ve 30 Hz'de (VSU frekansı) en yüksek bulundu. Bir birey için 30 Hz VSU ve diğer birey için 100 Hz, farklı sürelerde (5-30 dk) VSU öncesi ve sonrasında farklı günlerde ses kayıtları tekrarlanarak Praat ve algoritmamız ile karşılaştırılmıştır. Algoritmalar arasında jitter, shimmer ve HNR parametreleri arasında bir miktar tutarsızlık tespit edildi; bu durumun, algoritmanın, sinyalin yalnızca belirli bir kısmını mı yoksa tüm sinyali mi kullandığının standartlaştırılmadığı gerçeğine bağlı olduğu düşünüldü. Bununla birlikte, bu parametrelerin değişim oranı göz önüne alındığında, temel frekans ve HNR'nin, stimülasyon parametrelerini otomatik bir şekilde yönetmek ve bir algoritma geliştirmek için oldukça tutarlı olduğu bulundu. Ayrıca, jitter ve shimmer için benzer oranlar da, böyle bir algoritmaya dahil edilecek bazı iyileştirmelerden sonra umut verici olabilir. Bu sonuçlar auriküler VSU'nun sesi ve parametrelerini etkileyebileceğini, ancak bu değişikliğin stimülasyon parametreleriyle ilgili olduğunu düşündürmektedir. Bu değişikliği iyi tespit edebilecek spesifik yazılımlar ve algoritmalar geliştirmek gerekli görünmektedir.

Anahtar kelimeler: auriküler vagus sinir stimülasyonu; parametre optimizasyonu; ses analizi; algoritma; yazılım


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