Dose distribution as outcome predictor for Gamma Knife radiosurgery on vestibular schwannoma

Patrick Langenhuizen, Hans van Gorp, Sveta Zinger, H.B. Verheul, Sieger Leenstra, Peter de With

Onderzoeksoutput: Hoofdstuk in Boek/Rapport/CongresprocedureConferentiebijdrageAcademicpeer review

Samenvatting

Vestibular schwannomas are benign brain tumors that can be treated radiosurgically with the Gamma Knife in order to stop tumor progression. However, in some cases tumor progression is not stopped and treatment is deemed a failure. At present, the reason for these failed treatments is unknown. Clinical factors and MRI characteristics have been considered as prognostic factors. Another confounder in the success of treatment is the treatment planning itself. It is thought to be very uniformly planned, even though dose distributions among treatment plans are highly inhomogeneous. This paper explores the predictive value of these dose distributions for the treatment outcome. We compute homogeneity indices (HI) and three-dimensional histogram-of-oriented gradients (3D-HOG) and employ support vector machine (SVM) paired with principal component analysis (PCA) for classification. In a clinical dataset, consisting of 20 tumors that showed treatment failure and 20 tumors showing treatment success, we discover that the correlation of the HI values with the treatment outcome presents no statistical evidence of an association (52:5% accuracy employing linear SVM and no statistical significant difference with t-tests), whereas the 3D-HOG features concerning the dose distribution do present correlations to the treatment outcome, suggesting the influence of the treatment on the outcome itself (77:5% accuracy employing linear SVM and PCA). These findings can provide a basis for refining towards personalized treatments and prediction of treatment efficiency. However, larger datasets are needed for more extensive analysis.
Originele taal-2Engels
TitelMedical Imaging 2019: Computer-Aided Diagnosis
RedacteurenKensaku Mori, Horst K. Hahn
Plaats van productieHoboken
UitgeverijSPIE
Aantal pagina's9
ISBN van elektronische versie9781510625471
DOI's
StatusGepubliceerd - 13 mrt 2019
EvenementSPIE Medical Imaging 2019 - San Diego, Verenigde Staten van Amerika
Duur: 16 feb 201921 feb 2019
http://spie.org/MI/entireprogram/2019-2-20?print=2&SSO=1

Publicatie series

NaamProceedings of SPIE
UitgeverijSPIE
Volume10950
ISSN van geprinte versie1605-7422

Congres

CongresSPIE Medical Imaging 2019
LandVerenigde Staten van Amerika
StadSan Diego
Periode16/02/1921/02/19
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