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地填写文献信息,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!

CT imaging-based radiomics signatures improve prognosis prediction in postoperative colorectal cancer

列线图 医学 无线电技术 结直肠癌 比例危险模型 Lasso(编程语言) 放射科 肿瘤科 内科学 癌症 计算机科学 万维网
作者
Yan Kong,Muchen Xu,Xianding Wei,Danqi Qian,Yuan Yin,Zhaohui Huang,Wenchao Gu,Leyuan Zhou
出处
期刊:Journal of X-ray Science and Technology [IOS Press]
卷期号:31 (6): 1281-1294 被引量:2
标识
DOI:10.3233/xst-230090
摘要

To investigate the use of non-contrast-enhanced (NCE) and contrast-enhanced (CE) CT radiomics signatures (Rad-scores) as prognostic factors to help improve the prediction of the overall survival (OS) of postoperative colorectal cancer (CRC) patients.A retrospective analysis was performed on 65 CRC patients who underwent surgical resection in our hospital as the training set, and 19 patient images retrieved from The Cancer Imaging Archive (TCIA) as the external validation set. In training, radiomics features were extracted from the preoperative NCE/CE-CT, then selected through 5-fold cross validation LASSO Cox method and used to construct Rad-scores. Models derived from Rad-scores and clinical factors were constructed and compared. Kaplan-Meier analyses were also used to compare the survival probability between the high- and low-risk Rad-score groups. Finally, a nomogram was developed to predict the OS.In training, a clinical model achieved a C-index of 0.796 (95% CI: 0.722-0.870), while clinical and two Rad-scores combined model performed the best, achieving a C-index of 0.821 (95% CI: 0.743-0.899). Furthermore, the models with the CE-CT Rad-score yielded slightly better performance than that of NCE-CT in training. For the combined model with CE-CT Rad-scores, a C-index of 0.818 (95% CI: 0.742-0.894) and 0.774 (95% CI: 0.556-0.992) were achieved in both the training and validation sets. Kaplan-Meier analysis demonstrated a significant difference in survival probability between the high- and low-risk groups. Finally, the areas under the receiver operating characteristics (ROC) curves for the model were 0.904, 0.777, and 0.843 for 1, 3, and 5-year survival, respectively.NCE-CT or CE-CT radiomics and clinical combined models can predict the OS for CRC patients, and both Rad-scores are recommended to be included when available.

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
思源应助xpqiu采纳,获得10
2秒前
lbpo完成签到,获得积分20
4秒前
爱笑以松发布了新的文献求助10
5秒前
忐忑的黄豆完成签到,获得积分10
14秒前
魔幻的小蘑菇完成签到 ,获得积分10
15秒前
淡然柚子完成签到,获得积分10
23秒前
大耳萌图完成签到 ,获得积分10
27秒前
29秒前
ding应助Atopos采纳,获得10
32秒前
文文发布了新的文献求助10
34秒前
xpqiu完成签到,获得积分10
38秒前
39秒前
Atopos发布了新的文献求助10
44秒前
Akim应助给个麦你呗采纳,获得30
45秒前
Eleven完成签到,获得积分10
56秒前
power完成签到,获得积分10
1分钟前
文文完成签到,获得积分20
1分钟前
drsaidu完成签到,获得积分10
1分钟前
汉堡包应助会武功的阿吉采纳,获得10
1分钟前
深情安青应助文文采纳,获得10
1分钟前
1分钟前
1分钟前
AkariBless完成签到 ,获得积分10
1分钟前
1分钟前
Omni完成签到,获得积分10
1分钟前
1分钟前
浅香千雪发布了新的文献求助10
1分钟前
爱笑以松完成签到,获得积分10
1分钟前
1分钟前
颖中竹子完成签到,获得积分10
1分钟前
星辰大海应助Oscillator采纳,获得10
1分钟前
1分钟前
Jasper应助科研通管家采纳,获得10
1分钟前
香蕉觅云应助科研通管家采纳,获得10
1分钟前
1分钟前
脑洞疼应助科研通管家采纳,获得10
1分钟前
1分钟前
大个应助科研通管家采纳,获得10
1分钟前
1分钟前
Ava应助sanqi采纳,获得10
1分钟前
高分求助中
(应助此贴封号)【重要!!请各用户(尤其是新用户)详细阅读】【科研通的精品贴汇总】 10000
Kinesiophobia : a new view of chronic pain behavior 2000
Cytological studies on Phanerogams in Southern Peru. I. Karyotype of Acaena ovalifolia 2000
Cronologia da história de Macau 1600
Earth System Geophysics 1000
Bioseparations Science and Engineering Third Edition 1000
Lloyd's Register of Shipping's Approach to the Control of Incidents of Brittle Fracture in Ship Structures 1000
热门求助领域 (近24小时)
化学 材料科学 医学 生物 工程类 纳米技术 有机化学 物理 生物化学 化学工程 计算机科学 复合材料 内科学 催化作用 光电子学 物理化学 电极 冶金 遗传学 细胞生物学
热门帖子
关注 科研通微信公众号,转发送积分 6124100
求助须知:如何正确求助?哪些是违规求助? 7951811
关于积分的说明 16498439
捐赠科研通 5244773
什么是DOI,文献DOI怎么找? 2801541
邀请新用户注册赠送积分活动 1782894
关于科研通互助平台的介绍 1654144