• Je něco špatně v tomto záznamu ?

Development and performance assessment of an advanced Lucas-Kanade algorithm for dose mapping of cervical cancer external radiotherapy and brachytherapy plans

V. Novák, J. Ptáček, P. Fiala, Z. Vlachová, P. Jašková

. 2021 ; 22 (5) : 69-78. [pub] 20210504

Jazyk angličtina Země Spojené státy americké

Typ dokumentu časopisecké články

Perzistentní odkaz   https://www.medvik.cz/link/bmc21018696

PURPOSE: The aim of this study was to verify the possibility of summing the dose distributions of combined radiotherapeutic treatment of cervical cancer using the extended Lucas-Kanade algorithm for deformable image registration. MATERIALS AND METHODS: First, a deformable registration of planning computed tomography images for the external radiotherapy and brachytherapy treatment of 10 patients with different parameter settings of the Lucas-Kanade algorithm was performed. By evaluating the registered data using landmarks distance, root mean square error of Hounsfield units and 2D gamma analysis, the optimal parameter values were found. Next, with another group of 10 patients, the accuracy of the dose mapping of the optimized Lucas-Kanade algorithm was assessed and compared with Horn-Schunck and modified Demons algorithms using dose differences at landmarks. RESULTS: The best results of the Lucas-Kanade deformable registration were achieved for two pyramid levels in combination with a window size of 3 voxels. With this registration setting, the average landmarks distance was 2.35 mm, the RMSE was the smallest and the average gamma score reached a value of 86.7%. The mean dose difference at the landmarks after mapping the external radiotherapy and brachytherapy dose distributions was 1.33 Gy. A statistically significant difference was observed on comparing the Lucas-Kanade method with the Horn-Schunck and Demons algorithms, where after the deformable registration, the average difference in dose was 1.60 Gy (P-value: 0.0055) and 1.69 Gy (P-value: 0.0012), respectively. CONCLUSION: Lucas-Kanade deformable registration can lead to a more accurate model of dose accumulation and provide a more realistic idea of the dose distribution.

Citace poskytuje Crossref.org

000      
00000naa a2200000 a 4500
001      
bmc21018696
003      
CZ-PrNML
005      
20210830100258.0
007      
ta
008      
210728s2021 xxu f 000 0|eng||
009      
AR
024    7_
$a 10.1002/acm2.13249 $2 doi
035    __
$a (PubMed)33942952
040    __
$a ABA008 $b cze $d ABA008 $e AACR2
041    0_
$a eng
044    __
$a xxu
100    1_
$a Novák, Václav $u Department of Medical Physics and Radiation Protection, University Hospital Olomouc, Czech Republic
245    10
$a Development and performance assessment of an advanced Lucas-Kanade algorithm for dose mapping of cervical cancer external radiotherapy and brachytherapy plans / $c V. Novák, J. Ptáček, P. Fiala, Z. Vlachová, P. Jašková
520    9_
$a PURPOSE: The aim of this study was to verify the possibility of summing the dose distributions of combined radiotherapeutic treatment of cervical cancer using the extended Lucas-Kanade algorithm for deformable image registration. MATERIALS AND METHODS: First, a deformable registration of planning computed tomography images for the external radiotherapy and brachytherapy treatment of 10 patients with different parameter settings of the Lucas-Kanade algorithm was performed. By evaluating the registered data using landmarks distance, root mean square error of Hounsfield units and 2D gamma analysis, the optimal parameter values were found. Next, with another group of 10 patients, the accuracy of the dose mapping of the optimized Lucas-Kanade algorithm was assessed and compared with Horn-Schunck and modified Demons algorithms using dose differences at landmarks. RESULTS: The best results of the Lucas-Kanade deformable registration were achieved for two pyramid levels in combination with a window size of 3 voxels. With this registration setting, the average landmarks distance was 2.35 mm, the RMSE was the smallest and the average gamma score reached a value of 86.7%. The mean dose difference at the landmarks after mapping the external radiotherapy and brachytherapy dose distributions was 1.33 Gy. A statistically significant difference was observed on comparing the Lucas-Kanade method with the Horn-Schunck and Demons algorithms, where after the deformable registration, the average difference in dose was 1.60 Gy (P-value: 0.0055) and 1.69 Gy (P-value: 0.0012), respectively. CONCLUSION: Lucas-Kanade deformable registration can lead to a more accurate model of dose accumulation and provide a more realistic idea of the dose distribution.
650    _2
$a algoritmy $7 D000465
650    12
$a brachyterapie $7 D001918
650    _2
$a ženské pohlaví $7 D005260
650    _2
$a lidé $7 D006801
650    _2
$a celková dávka radioterapie $7 D011879
650    _2
$a plánování radioterapie pomocí počítače $7 D011880
650    12
$a nádory děložního čípku $x diagnostické zobrazování $x radioterapie $7 D002583
655    _2
$a časopisecké články $7 D016428
700    1_
$a Ptáček, Jaroslav $u Department of Medical Physics and Radiation Protection, University Hospital Olomouc, Czech Republic $u Department of Nuclear Medicine, University Hospital Olomouc, Czech Republic
700    1_
$a Fiala, Petr $u Department of Medical Physics and Radiation Protection, University Hospital Olomouc, Czech Republic
700    1_
$a Vlachová, Zuzana $u Department of Oncology, University Hospital Olomouc, Czech Republic
700    1_
$a Jašková, Paulina $u Department of Oncology, University Hospital Olomouc, Czech Republic
773    0_
$w MED00182991 $t Journal of applied clinical medical physics $x 1526-9914 $g Roč. 22, č. 5 (2021), s. 69-78
856    41
$u https://pubmed.ncbi.nlm.nih.gov/33942952 $y Pubmed
910    __
$a ABA008 $b sig $c sign $y p $z 0
990    __
$a 20210728 $b ABA008
991    __
$a 20210830100258 $b ABA008
999    __
$a ok $b bmc $g 1689711 $s 1139142
BAS    __
$a 3
BAS    __
$a PreBMC
BMC    __
$a 2021 $b 22 $c 5 $d 69-78 $e 20210504 $i 1526-9914 $m Journal of applied clinical medical physics $n J Appl Clin Med Phys $x MED00182991
LZP    __
$a Pubmed-20210728

Najít záznam

Citační ukazatele

Nahrávání dat ...

Možnosti archivace

Nahrávání dat ...