Pre-treatment CT-based radiomics nomogram for predicting microsatellite instability status in colorectal cancer

医学 列线图 无线电技术 结直肠癌 逻辑回归 放射科 回顾性队列研究 多元分析 肿瘤科 内科学 微卫星不稳定性 队列 癌症 等位基因 生物化学 化学 基因 微卫星
作者
Qian Pei,Xiaoping Yi,Chen Chen,Peipei Pang,Yan Fu,Guangwu Lei,Changyong Chen,Fengbo Tan,Guanghui Gong,Qingling Li,Hongyan Zai,Bihong T. Chen
出处
期刊:European Radiology [Springer Science+Business Media]
卷期号:32 (1): 714-724 被引量:50
标识
DOI:10.1007/s00330-021-08167-3
摘要

Stratification of microsatellite instability (MSI) status in patients with colorectal cancer (CRC) improves clinical decision-making for cancer treatment. The present study aimed to develop a radiomics nomogram to predict the pre-treatment MSI status in patients with CRC. A total of 762 patients with CRC confirmed by surgical pathology and MSI status determined with polymerase chain reaction (PCR) method were retrospectively recruited between January 2013 and May 2019. Radiomics features were extracted from routine pre-treatment abdominal pelvic computed tomography (CT) scans acquired as part of the patients’ clinical care. A radiomics nomogram was constructed using multivariate logistic regression. The performance of the nomogram was evaluated using discrimination, calibration, and decision curves. The radiomics nomogram incorporating radiomics signatures, tumor location, patient age, high-density lipoprotein expression, and platelet counts showed good discrimination between patients with non-MSI-H and MSI-H, with an area under the curve (AUC) of 0.74 [95% CI, 0.68–0.80] in the training cohort and 0.77 [95% CI, 0.68–0.85] in the validation cohort. Favorable clinical application was observed using decision curve analysis. The addition of pathological characteristics to the nomogram failed to show incremental prognostic value. We developed a radiomics nomogram incorporating radiomics signatures and clinical indicators, which could potentially be used to facilitate the individualized prediction of MSI status in patients with CRC. • There is an unmet need to non-invasively determine MSI status prior to treatment. However, the traditional radiological evaluation of CT is limited for evaluating MSI status. • Our non-invasive CT imaging-based radiomics method could efficiently distinguish patients with high MSI disease from those with low MSI disease. • Our radiomics approach demonstrated promising diagnostic efficiency for MSI status, similar to the commonly used IHC method.
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
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
天天快乐应助Yaxin采纳,获得10
刚刚
飞龙在天发布了新的文献求助10
1秒前
今后应助wxx采纳,获得10
1秒前
1秒前
汉堡包应助熊大采纳,获得10
2秒前
巴卫应助sun采纳,获得10
2秒前
3秒前
3秒前
benzene完成签到 ,获得积分10
4秒前
4秒前
5秒前
5秒前
立军发布了新的文献求助10
6秒前
6秒前
7秒前
距破之舞完成签到,获得积分10
8秒前
乐乐应助Nathaniel采纳,获得10
8秒前
8秒前
8秒前
一一完成签到,获得积分10
8秒前
所所应助大米哈哈采纳,获得10
8秒前
9秒前
9秒前
努力的学发布了新的文献求助10
10秒前
口口完成签到 ,获得积分10
10秒前
10秒前
深情安青应助wyf采纳,获得10
11秒前
11秒前
务实寻真发布了新的文献求助10
11秒前
王占雪发布了新的文献求助10
11秒前
11秒前
12秒前
大力的灵雁应助阿郎采纳,获得10
12秒前
小艾同学发布了新的文献求助10
13秒前
13秒前
一一发布了新的文献求助10
13秒前
纳米材料发布了新的文献求助10
14秒前
ccx完成签到,获得积分10
14秒前
望今如昔发布了新的文献求助10
16秒前
freedom发布了新的文献求助10
16秒前
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
卤化钙钛矿人工突触的研究 1000
Engineering for calcareous sediments : proceedings of the International Conference on Calcareous Sediments, Perth 15-18 March 1988 / edited by R.J. Jewell, D.C. Andrews 1000
Wolffs Headache and Other Head Pain 9th Edition 1000
Continuing Syntax 1000
Harnessing Lymphocyte-Cytokine Networks to Disrupt Current Paradigms in Childhood Nephrotic Syndrome Management: A Systematic Evidence Synthesis 700
Signals, Systems, and Signal Processing 610
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 6252299
求助须知:如何正确求助?哪些是违规求助? 8075181
关于积分的说明 16864943
捐赠科研通 5326785
什么是DOI,文献DOI怎么找? 2836110
邀请新用户注册赠送积分活动 1813413
关于科研通互助平台的介绍 1668311