TY - JOUR
T1 - Intensity-based dual model method for generation of synthetic CT images from standard T2-weighted MR images - Generalized technique for four different MR scanners
AU - Koivula, Lauri
AU - Kapanen, Mika
AU - Seppälä, Tiina
AU - Collan, Juhani
AU - Dowling, Jason A.
AU - Greer, Peter B.
AU - Gustafsson, Christian
AU - Gunnlaugsson, Adalsteinn
AU - Olsson, Lars E.
AU - Wee, Leonard
AU - Korhonen, Juha
PY - 2017
Y1 - 2017
N2 - Background and purpose: Recent studies have shown that it is possible to conduct entire radiotherapy treatment planning (RTP) workflow using only MR images. This study aims to develop a generalized intensity-based method to generate synthetic CT (sCT) images from standard T2-weighted (T2w) MR images of the pelvis. Materials and methods: This study developed a generalized dual model HU conversion method to convert standard T2w MR image intensity values to synthetic HU values, separately inside and outside of atlas-segmented bone volume contour. The method was developed and evaluated with 20 and 35 prostate cancer patients, respectively. MR images with scanning sequences in clinical use were acquired with four different MR scanners of three vendors. Results: For the generated synthetic CT (sCT) images of the 35 prostate patients, the mean (and maximal) HU differences in soft and bony tissue volumes were 16±6HUs (34HUs) and -46±56HUs (181HUs), respectively, against the true CT images. The average of the PTV mean dose difference in sCTs compared to those in true CTs was -0.6±0.4% (-1.3%). Conclusions: The study provides a generalized method for sCT creation from standard T2w images of the pelvis. The method produced clinically acceptable dose calculation results for all the included scanners and MR sequences.
AB - Background and purpose: Recent studies have shown that it is possible to conduct entire radiotherapy treatment planning (RTP) workflow using only MR images. This study aims to develop a generalized intensity-based method to generate synthetic CT (sCT) images from standard T2-weighted (T2w) MR images of the pelvis. Materials and methods: This study developed a generalized dual model HU conversion method to convert standard T2w MR image intensity values to synthetic HU values, separately inside and outside of atlas-segmented bone volume contour. The method was developed and evaluated with 20 and 35 prostate cancer patients, respectively. MR images with scanning sequences in clinical use were acquired with four different MR scanners of three vendors. Results: For the generated synthetic CT (sCT) images of the 35 prostate patients, the mean (and maximal) HU differences in soft and bony tissue volumes were 16±6HUs (34HUs) and -46±56HUs (181HUs), respectively, against the true CT images. The average of the PTV mean dose difference in sCTs compared to those in true CTs was -0.6±0.4% (-1.3%). Conclusions: The study provides a generalized method for sCT creation from standard T2w images of the pelvis. The method produced clinically acceptable dose calculation results for all the included scanners and MR sequences.
KW - MRI-only
KW - Radiation therapy
KW - Synthetic CT images
UR - http://www.scopus.com/inward/record.url?scp=85032741396&partnerID=8YFLogxK
U2 - 10.1016/j.radonc.2017.10.011
DO - 10.1016/j.radonc.2017.10.011
M3 - Article
C2 - 29097012
AN - SCOPUS:85032741396
SN - 0167-8140
VL - 125
SP - 411
EP - 419
JO - Radiotherapy and Oncology
JF - Radiotherapy and Oncology
IS - 3
ER -