Intensity-based dual model method for generation of synthetic CT images from standard T2-weighted MR images – Generalized technique for four different MR scanners

核医学 医学 前列腺癌 骨盆 计算机科学 人工智能 放射科 数学 癌症 内科学
作者
Lauri Koivula,Mika Kapanen,Tiina Seppälä,Juhani Collan,Jason Dowling,Peter B. Greer,Christian Jamtheim Gustafsson,Adalsteinn Gunnlaugsson,Lars Olsson,Leonard Wee,Juha Korhonen
出处
期刊:Radiotherapy and Oncology [Elsevier BV]
卷期号:125 (3): 411-419 被引量:21
标识
DOI:10.1016/j.radonc.2017.10.011
摘要

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 ± 6 HUs (34 HUs) and −46 ± 56 HUs (181 HUs), 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.

科研通智能强力驱动
Strongly Powered by AbleSci AI
科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
mashirodesuki发布了新的文献求助10
1秒前
1秒前
psycho完成签到,获得积分10
2秒前
2秒前
qingde发布了新的文献求助10
2秒前
安于心完成签到,获得积分10
3秒前
3秒前
3秒前
浮游应助miaomao采纳,获得10
4秒前
水冰发布了新的文献求助10
4秒前
玖玖柒idol完成签到,获得积分10
5秒前
5秒前
浮游应助安于心采纳,获得10
6秒前
华仔应助mashirodesuki采纳,获得10
7秒前
bt4567发布了新的文献求助10
7秒前
芒果不忙发布了新的文献求助10
8秒前
8秒前
CodeCraft应助Whisper采纳,获得10
9秒前
小罗发布了新的文献求助10
9秒前
无语的从彤完成签到,获得积分10
10秒前
无溪现龙完成签到,获得积分10
10秒前
10秒前
希望天下0贩的0应助qingde采纳,获得10
12秒前
小蘑菇应助ycccc23333采纳,获得10
12秒前
网易邮箱完成签到,获得积分10
13秒前
开朗的碧灵完成签到,获得积分10
14秒前
清清完成签到,获得积分10
14秒前
15秒前
16秒前
16秒前
17秒前
野椒搞科研完成签到,获得积分10
18秒前
研友_VZG7GZ应助芒果不忙采纳,获得30
18秒前
18秒前
Akim应助heiye采纳,获得10
18秒前
阳光的凌雪完成签到 ,获得积分10
19秒前
奋斗往事发布了新的文献求助10
19秒前
QiTian完成签到,获得积分10
20秒前
aaaabc发布了新的文献求助10
20秒前
文静问凝完成签到 ,获得积分20
21秒前
高分求助中
Adhesion Science: Principles & Practice 1234
Signals, Systems, and Signal Processing 610
Burger's Medicinal Chemistry and Drug Discovery 400
A Step-by-Step Guide to Qualitative Data Coding 2nd Edition 400
Impact of Storage Orientation and Duration on Prefilled Syringe Performance: Break-Loose and Glide Forces, and Injection Time Across Multiple Time Points 360
Programming for Chemical Engineers Using C, C++, and MATLAB 320
Birth of Twins After Genome Editing for HIV Resistance 300
热门求助领域 (近24小时)
化学 材料科学 医学 生物 纳米技术 工程类 有机化学 化学工程 生物化学 计算机科学 物理 内科学 复合材料 催化作用 物理化学 光电子学 电极 细胞生物学 基因 无机化学
热门帖子
关注 科研通微信公众号,转发送积分 6675212
求助须知:如何正确求助?哪些是违规求助? 8422365
关于积分的说明 18004764
捐赠科研通 5888558
什么是DOI,文献DOI怎么找? 2979212
邀请新用户注册赠送积分活动 1955054
关于科研通互助平台的介绍 1885821