Department of Cancer Biology, University of Kansas Medical Center, 3901 Rainbow Blvd., Kansas City, KS, 66160, USA.
Department of Civil and Environmental Engineering, Virginia Tech, 750 Drillfield Dr., Blacksburg, VA, 24061, USA.
Clin Exp Metastasis. 2018 Feb;35(1-2):77-86. doi: 10.1007/s10585-018-9882-1. Epub 2018 Mar 26.
Imaging is broadly used in biomedical research, but signal variation complicates automated analysis. Using the Pulmonary Metastasis Assay (PuMA) to study metastatic colonization by the metastasis suppressor KISS1, we cultured GFP-expressing melanoma cells in living mouse lung ex vivo for 3 weeks. Epifluorescence images of cells were used to measure growth, creating large datasets which were time consuming and challenging to quantify manually due to scattering of light from outside the focal plane. To address these challenges, we developed an automated workflow to standardize the measurement of disseminated cancer cell growth by applying statistical quality control to remove unanalyzable images followed and a filtering algorithm to quantify only in-focus cells. Using this tool, we demonstrate that expression of the metastasis suppressor KISS1 does not suppress growth of melanoma cells in the PuMA, in contrast to the robust suppression of lung metastasis observed in vivo. This result may suggest that a factor required for metastasis suppression is present in vivo but absent in the PuMA, or that KISS1 suppresses lung metastasis at a step in the metastatic cascade not tested by the PuMA. Together, these data provide a new tool for quantification of metastasis assays and further insight into the mechanism of KISS1 mediated metastasis suppression in the lung.
成像技术在生物医学研究中得到了广泛应用,但信号变化使得自动化分析变得复杂。我们使用肺转移测定(PuMA)来研究转移抑制因子 KISS1 对转移性定植的影响,将表达 GFP 的黑色素瘤细胞在活体小鼠肺中进行 3 周的体外培养。通过落射荧光显微镜观察细胞,测量其生长情况,生成了大量数据集,由于焦平面外的光线散射,这些数据集既耗时又难以手动定量。为了解决这些挑战,我们开发了一种自动化工作流程,通过应用统计质量控制来标准化弥散性癌细胞生长的测量,从而去除无法分析的图像,然后应用过滤算法仅对聚焦细胞进行定量。使用这个工具,我们证明表达转移抑制因子 KISS1 并不能抑制 PuMA 中黑色素瘤细胞的生长,与体内观察到的肺转移的强烈抑制形成鲜明对比。这一结果可能表明,转移抑制所需的一个因素在体内存在但在 PuMA 中不存在,或者 KISS1 抑制了 PuMA 未检测到的肺转移级联中的一个步骤。总之,这些数据为转移测定的定量提供了一种新工具,并进一步深入了解了 KISS1 在肺转移中抑制转移的机制。