Life Sciences Division, Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USA.
Integr Biol (Camb). 2013 Apr;5(4):681-91. doi: 10.1039/c3ib20275e. Epub 2013 Feb 13.
Three-dimensional (3D) tissue culture provides a physiologically relevant microenvironment for distinguishing malignant from non-malignant breast cell phenotypes. 3D culture assays can also be used to test novel cancer therapies and predict a differential response to radiation between normal and malignant cells in vivo. However, biological measurements in such complex models are difficult to quantify and current approaches do not allow for in-depth multifaceted assessment of individual colonies or unique sub-populations within the entire culture. This is in part due to the limitations of imaging at a range of depths in 3D culture resulting from optical aberrations and intensity attenuation. Here, we address these limitations by combining sample smearing techniques with high-throughput 2D imaging algorithms to accurately and rapidly quantify imaging features acquired from 3D cultures. Multiple high resolution imaging features especially designed to characterize 3D cultures show that non-malignant human breast cells surviving large doses of ionizing radiation acquire a "swelled acinar" phenotype with fewer and larger nuclei, loss of cell connectivity and diffused basement membrane. When integrating these imaging features into hierarchical clustering classification, we could also identify subpopulations of phenotypes from individual human tumor colonies treated with ionizing radiation or/and integrin inhibitors. Such tools have therefore the potential to further characterize cell culture populations after cancer treatment and identify novel phenotypes of resistance.
三维(3D)组织培养为区分恶性和非恶性乳腺细胞表型提供了生理相关的微环境。3D 培养测定也可用于测试新的癌症治疗方法,并预测体内正常和恶性细胞对辐射的差异反应。然而,在这种复杂模型中进行生物学测量是难以量化的,并且当前的方法不允许对整个培养物中的单个菌落或独特的亚群进行深入的多方面评估。这在一定程度上是由于 3D 培养中存在光学像差和强度衰减,导致在一系列深度下进行成像存在局限性。在这里,我们通过将样本涂抹技术与高通量 2D 成像算法相结合,解决了这些限制,从而能够准确快速地量化从 3D 培养物中获得的成像特征。专门设计用于表征 3D 培养物的多个高分辨率成像特征表明,在大剂量电离辐射下存活的非恶性人乳腺细胞获得了具有较少且较大细胞核、细胞连接丧失和弥散基底膜的“肿胀腺泡”表型。当将这些成像特征整合到层次聚类分类中时,我们还可以识别用电离辐射或/和整合素抑制剂处理的单个人肿瘤菌落的表型亚群。因此,这些工具有可能在癌症治疗后进一步表征细胞培养群体,并鉴定新的耐药表型。