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基于蛋白质组学图谱的结直肠癌病例对照识别及筛查潜力

Case-controlled identification of colorectal cancer based on proteomic profiles and the potential for screening.

作者信息

Huijbers A, Mesker W E, Mertens B J, Bladergroen M R, Deelder A M, van der Burgt Y E M, Tollenaar R A E M

机构信息

Department of Surgery, Leiden Universal Medical Center, Leiden, The Netherlands.

出版信息

Colorectal Dis. 2014 Nov;16(11):907-13. doi: 10.1111/codi.12782.

Abstract

AIM

Colorectal cancer (CRC) screening programmes detect early cancers but unfortunately have limited sensitivity and specificity. Mass spectrometry-based determination of serum peptide and protein profiles provides a new approach for improved screening.

METHOD

Serum samples were obtained from 126 CRC patients before treatment and 277 control individuals. An additional group of samples from 50 CRC patients and 82 controls was used for validation. Peptide and protein enrichments were carried out using reverse-phase C18 and weak-cation exchange magnetic beads in an automated solid-phase extraction and spotting procedure. Profiles were acquired on a matrix-assisted laser desorption/ionization time-of-flight system. Discriminant rules using logistic regression were calibrated for the peptide and protein signatures separately, followed by combining the classifications to obtain double cross-validated predicted class probabilities. Results were validated on an identical patient set.

RESULTS

A discriminative power was found for patients with CRC representative for all histopathological stages compared with controls with an area under the curve of 0.95 in the test set (0.93 for the validation set) and with a high specificity (94-95%).

CONCLUSION

The study has shown that a serum peptide and protein biomarker signature can be used to distinguish CRC patients from healthy controls with high discriminative power. This relatively simple and cheap test is promising for CRC screening.

摘要

目的

结直肠癌(CRC)筛查项目可检测出早期癌症,但遗憾的是其敏感性和特异性有限。基于质谱法测定血清肽和蛋白质谱为改进筛查提供了一种新方法。

方法

收集了126例CRC患者治疗前的血清样本以及277例对照个体的血清样本。另外一组来自50例CRC患者和82例对照的样本用于验证。在自动固相萃取和点样过程中,使用反相C18和弱阳离子交换磁珠进行肽和蛋白质富集。在基质辅助激光解吸/电离飞行时间系统上获取谱图。分别针对肽和蛋白质特征,使用逻辑回归校准判别规则,然后合并分类以获得双重交叉验证的预测类别概率。在相同的患者组上对结果进行验证。

结果

与对照组相比,在所有组织病理学阶段的CRC患者中均发现了判别能力,测试集曲线下面积为0.95(验证集为0.93),且特异性较高(94 - 95%)。

结论

该研究表明,血清肽和蛋白质生物标志物特征可用于以高判别能力区分CRC患者与健康对照。这种相对简单且廉价的检测方法在CRC筛查方面具有前景。

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