Department of General Surgery, Hospital University Virgen del Rocío/CSIC/University of Seville/IBiS, 41013 Seville, Spain.
Oncology Surgery, Cell Therapy, and Organ Transplantation Group, Institute of Biomedicine of Seville (IBiS), Virgen del Rocio University Hospital, University of Seville, 41013 Seville, Spain.
Int J Mol Sci. 2023 Feb 21;24(5):4278. doi: 10.3390/ijms24054278.
Circulating Tumor Cells (CTCs) are considered a prognostic marker in pancreatic cancer. In this study we present a new approach for counting CTCs and CTC clusters in patients with pancreatic cancer using the Isoflux System with the Hough transform algorithm (Hough-Isoflux). The Hough-Isoflux approach is based on the counting of an array of pixels with a nucleus and cytokeratin expression excluding the CD45 signal. Total CTCs including free and CTC clusters were evaluated in healthy donor samples mixed with pancreatic cancer cells (PCCs) and in samples from patients with pancreatic ductal adenocarcinoma (PDAC). The Isoflux System with manual counting was used in a blinded manner by three technicians who used Manual-Isoflux as a reference. The accuracy of the Hough-Isoflux approach for detecting PCC based on counted events was 91.00% [84.50, 93.50] with a PCC recovery rate of 80.75 ± 16.41%. A high correlation between the Hough-Isoflux and Manual-Isoflux was observed for both free CTCs and for clusters in experimental PCC (R = 0.993 and R = 0.902 respectively). However, the correlation rate was better for free CTCs than for clusters in PDAC patient samples (R = 0.974 and R = 0.790 respectively). In conclusion, the Hough-Isoflux approach showed high accuracy for the detection of circulating pancreatic cancer cells. A better correlation rate was observed between Hough-Isoflux approach and with the Manual-Isoflux for isolated CTCs than for clusters in PDAC patient samples.
循环肿瘤细胞(CTC)被认为是胰腺癌的预后标志物。在这项研究中,我们提出了一种使用Hough 变换算法(Hough-Isoflux)的 Isoflux 系统来计算胰腺癌患者 CTC 和 CTC 簇的新方法。Hough-Isoflux 方法基于对具有核和细胞角蛋白表达的像素阵列进行计数,排除 CD45 信号。在健康供体样本与胰腺癌细胞(PCC)混合的样本和胰腺导管腺癌(PDAC)患者的样本中,评估了总 CTC 包括游离 CTC 和 CTC 簇。Isoflux 系统与手动计数一起由三名技术人员以盲法使用,他们将 Manual-Isoflux 作为参考。Hough-Isoflux 方法基于计数事件检测 PCC 的准确性为 91.00%[84.50, 93.50],PCC 回收率为 80.75 ± 16.41%。在实验性 PCC 中,Hough-Isoflux 和 Manual-Isoflux 之间观察到游离 CTC 和簇的高度相关性(R = 0.993 和 R = 0.902)。然而,在 PDAC 患者样本中,游离 CTC 的相关性优于簇的相关性(R = 0.974 和 R = 0.790)。总之,Hough-Isoflux 方法对检测循环胰腺癌细胞具有很高的准确性。与 Manual-Isoflux 相比,Hough-Isoflux 方法与游离 CTC 之间的相关性更好,而与 PDAC 患者样本中的簇之间的相关性较差。