Villar-Vázquez Roi, Padilla Guillermo, Fernández-Aceñero María Jesús, Suárez Adolfo, Fuente Eduardo, Pastor Carlos, Calero Miguel, Barderas Rodrigo, Casal J Ignacio
Functional Proteomics Laboratory, Centro de Investigaciones Biológicas (CIB-CSIC), Madrid, Spain.
Bioinformatics and Biostatistics Service, Centro de Investigaciones Biológicas (CIB-CSIC), Madrid, Spain.
Proteomics. 2016 Apr;16(8):1280-90. doi: 10.1002/pmic.201500413.
Humoral response in cancer patients can be used for early cancer detection. By screening high-density protein microarrays with sera from colorectal cancer (CRC) patients and controls, we identified 16 tumor-associated antigens (TAAs) exhibiting high diagnostic value. This high number of TAAs requires the development of multiplex assays combining different antigens for a faster and more accurate prediction of CRC. Here, we have developed and optimized a bead-based assay using nine selected TAAs and two controls to provide a multiplex test for early CRC diagnosis. We screened a collection of 307 CRC patients' and control sera with the beads assay to identify and validate the best TAA combination for CRC detection. The multiplex bead-based assay exhibited a similar diagnostic performance to detect the humoral response in comparison to multiple ELISA analyses. After multivariate analysis, a panel composed of GTF2B, EDIL3, HCK, PIM1, STK4, and p53, together with gender and age, was identified as the best combination of TAAs for CRC diagnosis, achieving an AUC of 89.7%, with 66% sensitivity at 90.0% fixed specificity. The model was validated using bootstrapping analysis. In summary, we have developed a novel multiplex bead assay that after validation with a larger independent cohort of sera could be utilized in a high-throughput manner for population screening to facilitate the detection of early CRC patients.
癌症患者的体液反应可用于癌症早期检测。通过用结直肠癌(CRC)患者和对照的血清筛选高密度蛋白质微阵列,我们鉴定出16种具有高诊断价值的肿瘤相关抗原(TAA)。如此多数量的TAA需要开发结合不同抗原的多重检测方法,以便更快、更准确地预测CRC。在此,我们开发并优化了一种基于磁珠的检测方法,使用9种选定的TAA和2种对照,为CRC早期诊断提供多重检测。我们用磁珠检测法筛选了307例CRC患者和对照血清,以鉴定和验证用于CRC检测的最佳TAA组合。与多次ELISA分析相比,基于磁珠的多重检测在检测体液反应方面表现出相似的诊断性能。经过多变量分析,由GTF2B、EDIL3、HCK、PIM1、STK4和p53组成的一组指标,连同性别和年龄,被确定为用于CRC诊断的最佳TAA组合,曲线下面积(AUC)达到89.7%,在固定特异性为90.0%时灵敏度为66%。该模型通过自展分析进行了验证。总之,我们开发了一种新型的多重磁珠检测方法,在用更大规模的独立血清队列进行验证后,可高通量用于人群筛查,以促进早期CRC患者的检测。