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Automated analysis of pen-on-paper spirals for tremor detection, quantification, and differentiation

Publication Type : Journal Article

Publisher : Medknow

Source : Annals of Movement Disorders

Url : https://doi.org/10.4103/aomd.aomd_50_22

Campus : Amritapuri

School : School of Engineering

Year : 2023

Abstract :

Objective

To develop an automated algorithm to detect, quantify, and differentiate between tremor using pen-on-paper spirals.

Methods

Patients with essential tremor (n = 25), dystonic tremor (n = 25), Parkinson’s disease (n = 25), and healthy volunteers (HV, n = 25) drew free-hand spirals. The algorithm derived the mean deviation (MD) and tremor variability from scanned images. MD and tremor variability were compared with 1) the Bain and Findley scale, 2) the Fahn–Tolosa–Marin tremor rating scale (FTM–TRS), and 3) the peak power and total power of the accelerometer spectra. Inter and intra loop widths were computed to differentiate between the tremor.

Results

MD was higher in the tremor group (48.9 ± 26.3) than in HV (26.4 ± 5.3; p < 0.001). The cut-off value of 30.3 had 80.9% sensitivity and 76.0% specificity for the detection of the tremor [area under the curve: 0.83; 95% confidence index (CI): 0.75, 0.91, p < 0.001]. MD correlated with the Bain and Findley ratings (rho = 0.491, p = 0 < 0.001), FTM–TRS part B (rho = 0.260, p = 0.032) and accelerometric measures of postural tremor (total power, rho = 0.366, p < 0.001; peak power, rho = 0.402, p < 0.001). Minimum Detectable Change was 19.9%. Inter loop width distinguished Parkinson’s disease spirals from dystonic tremor (p < 0.001, 95% CI: 54.6, 211.1), essential tremor (p = 0.003, 95% CI: 28.5, 184.9), or HV (p = 0.036, 95% CI: -160.4, -3.9).

Conclusion

The automated analysis of pen-on-paper spirals generated robust variables to quantify the tremor and putative variables to distinguish them from each other.

Cite this Research Publication : Roopa Rajan, Reghu Anandapadmanabhan, Sharmila Nageswaran, Vineeth Radhakrishnan, Arti Saini, Syam Krishnan, Anu Gupta, Venugopalan Y. Vishnu, Awadh K. Pandit, Rajesh Kumar Singh, Divya M Radhakrishnan, Mamta Bhushan Singh, Rohit Bhatia, Achal Srivastava, Asha Kishore, M V Padma Srivastava, Automated analysis of pen-on-paper spirals for tremor detection, quantification, and differentiation, Annals of Movement Disorders, Medknow, 2023, https://doi.org/10.4103/aomd.aomd_50_22

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