Detail publikace

Analysis of in-air movement in handwriting:A novel marker for Parkinsons disease

DROTÁR, P. MEKYSKA, J. REKTOROVÁ, I. MASAROVÁ, L. SMÉKAL, Z. FAÚNDEZ ZANUY, M.

Originální název

Analysis of in-air movement in handwriting:A novel marker for Parkinsons disease

Typ

článek v časopise ve Web of Science, Jimp

Jazyk

angličtina

Originální abstrakt

Background and objective: Parkinsons disease (PD) is the second most common neurodegen-erative disease affecting significant portion of elderly population. One of the most frequenthallmarks and usually also the first manifestation of PD is deterioration of handwriting char-acterized by micrographia and changes in kinematics of handwriting. There is no objectivequantitative method of clinical diagnosis of PD. It is thought that PD can only be definitivelydiagnosed at postmortem, which further highlights the complexities of diagnosis.Methods: We exploit the fact that movement during handwriting of a text consists not onlyfrom the on-surface movements of the hand, but also from the in-air trajectories performedwhen the hand moves in the air from one stroke to the next. We used a digitizing tablet toassess both in-air and on-surface kinematic variables during handwriting of a sentence in37 PD patients on medication and 38 age- and gender-matched healthy controls.Results: By applying feature selection algorithms and support vector machine learning meth-ods to separate PD patients from healthy controls, we demonstrated that assessing thein-air/on-surface hand movements led to accurate classifications in 84% and 78% of sub-jects, respectively. Combining both modalities improved the accuracy by another 1% over theevaluation of in-air features alone and provided medically relevant diagnosis with 85.61%prediction accuracy.Conclusions: Assessment of in-air movements during handwriting has a major impact on dis-ease classification accuracy. This study confirms that handwriting can be used as a markerfor PD and can be with advance used in decision support systems for differential diagnosisof PD.

Klíčová slova

Handwriting; Disease classification; Parkinsons disease; Micrographia; In-air movement; Decision support systems

Autoři

DROTÁR, P.; MEKYSKA, J.; REKTOROVÁ, I.; MASAROVÁ, L.; SMÉKAL, Z.; FAÚNDEZ ZANUY, M.

Rok RIV

2014

Vydáno

17. 9. 2014

Nakladatel

Elsevier

ISSN

0169-2607

Periodikum

COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE

Ročník

117

Číslo

3

Stát

Nizozemsko

Strany od

405

Strany do

411

Strany počet

7

BibTex

@article{BUT110177,
  author="Peter {Drotár} and Jiří {Mekyska} and Irena {Rektorová} and Lucia {Masarová} and Zdeněk {Smékal} and Marcos {Faúndez Zanuy}",
  title="Analysis of in-air movement in handwriting:A novel marker for Parkinsons disease",
  journal="COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE",
  year="2014",
  volume="117",
  number="3",
  pages="405--411",
  doi="10.1016/j.cmpb.2014.08.007",
  issn="0169-2607"
}