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Advanced flow cytometric analysis of nanoparticle targeting to rare leukemic stem cells in peripheral human blood in a defined model system

机译:在定义的模型系统中对靶向外周血中罕见的白血病干细胞的纳米粒子进行高级流式细胞术分析

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Leukemia stem cells are both stem-like and leukemic-like. This complicates their detection as rare circulating tumor cells in the peripheral blood of leukemia patients. Since leukemic stem cells are also resistant to standard chemotherapeutic regimens, new therapeutic strategies need to be designed to kill the leukemic stem cells without killing normal stem cells. In these initial targeting studies we utilized a bioinformatics approach to design an antibody-fluorescent nanoparticle conjugate for targeting to these leukemic stem cells and to minimize targeting to normal stem-progenitor cells. Multicolor flow cytometric analyses were performed on a BD FACS Aria Ⅲ. Human leukemic stem cell-like cell RS4;11 (with putative immunophenotype CD133+/CD24+/-, CD34+/-, CD38+, CD10-/Flt3+) was spiked into normal hematopoietic stem-progenitor cells obtained from a "buffy coat" prep (with putative immunophenotype CD133-/CD34+/CD38-/CD10-/Flt-3-) to be used as a model human leukemia patient. To analyze the model system, digital data mixtures of the two cell types were first created and assigned classifiers in order to create truth sets. ROC (Receiver Operating Characteristic) and multidimensional cluster analyses were used to evaluate the specificity and sensitivity of the immunophenotyping panel and for automated cell population identification, respectively. Costs of misclassification (false targeting) were also accounted for by this analysis scheme. Ultimately, this analysis scheme will be applied to use of nanoparticle-antibody conjugates at therapeutic doses for targeted killing of leukemia stem cells preferentially to normal stem -progenitor cells.
机译:白血病干细胞既是干细胞样的,又是白血病细胞样的。这使它们在白血病患者外周血中作为稀有循环肿瘤细胞的检测变得复杂。由于白血病干细胞对标准化疗方案也有抵抗力,因此需要设计新的治疗策略来杀死白血病干细胞而不杀死正常干细胞。在这些最初的靶向研究中,我们利用生物信息学方法设计了针对这些白血病干细胞的靶标抗体荧光纳米颗粒偶联物,并将对正常干祖细胞的靶标降至最低。在BD FACS AriaⅢ上进行多色流式细胞仪分析。将人白血病干细胞样细胞RS4; 11(具有假定的免疫表型CD133 + / CD24 +/-,CD34 +/-,CD38 +,CD10- / Flt3 +)掺入正常的造血干祖细胞中,该细胞由“血沉棕黄层”制备物(假定的免疫表型CD133- / CD34 + / CD38- / CD10- / Flt-3-)用作模型人白血病患者。为了分析模型系统,首先创建了两种单元格类型的数字数据混合并分配了分类器,以创建真值集。 ROC(受体工作特性)和多维聚类分析分别用于评估免疫表型鉴定小组的特异性和敏感性以及用于自动细胞群体鉴定。该分析方案还解决了错误分类(错误定位)的成本。最终,该分析方案将以治疗剂量应用于纳米颗粒-抗体缀合物的使用,以优先于正常干祖细胞靶向杀死白血病干细胞。

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