4.6 Article

Characterisation of Physiological Responses to Odours in Autism Spectrum Disorders: A Preliminary Study

Journal

APPLIED SCIENCES-BASEL
Volume 13, Issue 3, Pages -

Publisher

MDPI
DOI: 10.3390/app13031970

Keywords

autism spectrum disorders; odours; olfaction; facial EMG; ECG; machine learning

Ask authors/readers for more resources

Abnormal sensory perception is an early symptom of autism spectrum disorders (ASD), including altered olfactory perception. There is evidence that automatic responses to odours can serve as biomarkers of ASD, but this potential use is still underexplored. This study investigates the use of physiological responses to odours as a diagnostic tool for ASD in adults.
Abnormal sensory perception is among the earliest symptoms of autism spectrum disorders (ASD). Despite mixed findings, olfactory perception seems to be altered in ASD. There is also evidence that automatic responses to odours can serve as biomarkers of ASD. However, this potential use of odour-based biomarkers for ASD is still underexplored. In this study, we aimed to investigate whether physiological responses to social and non-social odours, measured with electrocardiography (ECG) and facial electromyography (EMG), can be used to characterise and predict ASD in adults. For that, we extracted 32 signal features from a previously collected database of 11 adults with ASD and 48 adults with typical development (TD). Firstly, non-parametric tests were performed, showing significant differences between the ASD and the TD groups in 10 features. Secondly, a k-nearest-neighbour classifier with a leave-one-out strategy was employed, obtaining an F1-score of 67%. Although caution is needed due to the small sample size, this study provides preliminary evidence supporting the use of physiological responses to social and non-social odours as a potential diagnostic tool for ASD in adults.

Authors

I am an author on this paper
Click your name to claim this paper and add it to your profile.

Reviews

Primary Rating

4.6
Not enough ratings

Secondary Ratings

Novelty
-
Significance
-
Scientific rigor
-
Rate this paper

Recommended

No Data Available
No Data Available