亲爱的研友该休息了!由于当前在线用户较少,发布求助请尽量完整的填写文献信息,科研通机器人24小时在线,伴您度过漫漫科研夜!身体可是革命的本钱,早点休息,好梦!

Response prediction of neoadjuvant chemoradiation therapy in locally advanced rectal cancer using CT-based fractal dimension analysis.

医学 逻辑回归 接收机工作特性 放射科 新辅助治疗 结直肠癌 神经组阅片室 放化疗 放射治疗 核医学 癌症 介入放射学 内科学
作者
Toru Tochigi,Sophia C. Kamran,Anushri Parakh,Yoshifumi Noda,Balaji Ganeshan,Lawrence S. Blaszkowsky,David P. Ryan,Jill N. Allen,David H. Berger,Jennifer Y. Wo,Theodore S. Hong,Avinash Kambadakone
出处
期刊:European Radiology [Springer Nature]
卷期号:32 (4): 2426-2436
标识
DOI:10.1007/s00330-021-08303-z
摘要

There are individual variations in neo-adjuvant chemoradiation therapy (nCRT) in patients with locally advanced rectal cancer (LARC). No reliable modality currently exists that can predict the efficacy of nCRT. The purpose of this study is to assess if CT-based fractal dimension and filtration-histogram texture analysis can predict therapeutic response to nCRT in patients with LARC.In this retrospective study, 215 patients (average age: 57 years (18-87 years)) who received nCRT for LARC between June 2005 and December 2016 and underwent a staging diagnostic portal venous phase CT were identified. The patients were randomly divided into two datasets: a training set (n = 170), and a validation set (n = 45). Tumor heterogeneity was assessed on the CT images using fractal dimension (FD) and filtration-histogram texture analysis. In the training set, the patients with pCR and non-pCR were compared in univariate analysis. Logistic regression analysis was applied to identify the predictive value of efficacy of nCRT and receiver operating characteristic analysis determined optimal cutoff value. Subsequently, the most significant parameter was assessed in the validation set.Out of the 215 patients evaluated, pCR was reached in 20.9% (n = 45/215) patients. In the training set, 7 out of 37 texture parameters showed significant difference comparing between the pCR and non-pCR groups and logistic multivariable regression analysis incorporating clinical and 7 texture parameters showed that only FD was associated with pCR (p = 0.001). The area under the curve of FD was 0.76. In the validation set, we applied FD for predicting pCR and sensitivity, specificity, and accuracy were 60%, 89%, and 82%, respectively.FD on pretreatment CT is a promising parameter for predicting pCR to nCRT in patients with LARC and could be used to help make treatment decisions.• Fractal dimension analysis on pretreatment CT was associated with response to neo-adjuvant chemoradiation in patients with locally advanced rectal cancer. • Fractal dimension is a promising biomarker for predicting pCR to nCRT and may potentially select patients for individualized therapy.
最长约 10秒,即可获得该文献文件

科研通智能强力驱动
Strongly Powered by AbleSci AI
更新
大幅提高文件上传限制,最高150M (2024-4-1)

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
Yam完成签到,获得积分10
9秒前
30秒前
tsn发布了新的文献求助10
37秒前
42秒前
tsn发布了新的文献求助10
53秒前
悦耳十三发布了新的文献求助10
2分钟前
小蘑菇应助悦耳十三采纳,获得10
2分钟前
3分钟前
悦耳十三发布了新的文献求助10
3分钟前
星辰大海应助科研通管家采纳,获得30
5分钟前
fuueer完成签到 ,获得积分10
5分钟前
Vincent完成签到 ,获得积分10
6分钟前
zzp完成签到 ,获得积分10
6分钟前
xwx关闭了xwx文献求助
9分钟前
xwx关闭了xwx文献求助
9分钟前
9分钟前
9分钟前
Yportne完成签到,获得积分10
9分钟前
Yportne发布了新的文献求助10
9分钟前
Ava应助交钱上班采纳,获得10
10分钟前
专一的芒果完成签到 ,获得积分10
11分钟前
ZXD1989完成签到 ,获得积分10
11分钟前
12分钟前
交钱上班发布了新的文献求助10
12分钟前
14分钟前
姚老表完成签到,获得积分10
14分钟前
14分钟前
香蕉觅云应助端庄的饼干采纳,获得10
14分钟前
端庄的饼干完成签到,获得积分20
14分钟前
科研通AI2S应助spark810采纳,获得10
17分钟前
19分钟前
19分钟前
凭风听纸鸢完成签到,获得积分10
20分钟前
mengliu完成签到,获得积分10
20分钟前
kuoping完成签到,获得积分10
20分钟前
无花果应助科研通管家采纳,获得10
21分钟前
ling361完成签到,获得积分10
22分钟前
早晚完成签到 ,获得积分10
22分钟前
Mipe完成签到,获得积分10
22分钟前
Demi_Ming完成签到,获得积分10
22分钟前
高分求助中
Sustainability in Tides Chemistry 2800
The Young builders of New china : the visit of the delegation of the WFDY to the Chinese People's Republic 1000
Rechtsphilosophie 1000
Bayesian Models of Cognition:Reverse Engineering the Mind 888
Le dégorgement réflexe des Acridiens 800
Defense against predation 800
XAFS for Everyone (2nd Edition) 600
热门求助领域 (近24小时)
化学 医学 生物 材料科学 工程类 有机化学 生物化学 物理 内科学 纳米技术 计算机科学 化学工程 复合材料 基因 遗传学 催化作用 物理化学 免疫学 量子力学 细胞生物学
热门帖子
关注 科研通微信公众号,转发送积分 3133970
求助须知:如何正确求助?哪些是违规求助? 2784836
关于积分的说明 7768686
捐赠科研通 2440205
什么是DOI,文献DOI怎么找? 1297295
科研通“疑难数据库(出版商)”最低求助积分说明 624920
版权声明 600792