PO.IM01.17 · 免疫学
在功能基因组学和化合物筛选中对1000种分泌蛋白进行分析,揭示细胞毒性和免疫调节靶点
Analysis of 1000 secreted proteins in functional genomics and compound screens reveals cytotoxic and immunomodulatory targets
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摘要 Abstract
中文摘要
由于免疫细胞的可塑性及其可能采取的多种表型,鉴定新型癌症免疫疗法及表征其免疫调节效应十分复杂。然而,大规模捕获这种多样性的高昂成本,使得典型的药物发现工作局限于简单的读出指标。Nomic平台是一种新型蛋白质组学工具,能够以高通量、低成本对数千种蛋白进行定量,本研究将其应用于功能基因组学和化合物筛选中,同时表征免疫调节和细胞毒性效应。
我们从CPJUMP1数据集中收集上清液用于分泌组分析,该数据集中U2OS骨肉瘤细胞受到匹配的ORF、CRISPR KO和靶向161个基因的化合物文库的干扰,我们使用Nomic Flex面板对191种细胞因子进行了定量。上游激酶的过表达诱导了炎症表型,这与已确立的癌基因诱导性炎症相一致。此外,正如形态学分析所见,由于化合物对单个靶点的特异性较差,CRISPR KO表型与靶向相应基因的化合物表型的匹配度较低。
为进一步表征化合物的靶向和脱靶免疫调节效应,我们使用Omni 1000对经510种化合物以三种浓度处理48小时的肝细胞上清液中的1000种蛋白进行了定量。星形孢菌素(staurosporine)等细胞毒性化合物导致细胞内蛋白泄漏至细胞外并在上清液中被检测到,而TLR7/8激动剂雷西莫特(resiquimod)则诱导了多种细胞因子的表达。研究捕获到了临床相关的免疫毒性:因此,甲泼尼龙总体上具有抗炎作用,但伴有SAA和IL-6的反常升高,这与患者中所见的肝脏反常炎症相一致。放线菌素D(Actinomycin D)在诱导IL-1b和TNFa的同时具有细胞毒性,这与免疫对该化合物抗癌特性的贡献相一致。最后,我们证明了分泌组分析探究调控细胞因子表达通路的能力。例如,对一组11种mTOR抑制剂的比较,鉴定出了靶向免疫调节以及随剂量增加而出现的脱靶效应,从而能够表征化合物的效力和特异性。
我们的结果证明了高通量蛋白质组学在鉴定新的免疫调节靶点和化合物、评估潜在毒性以及表征效力和特异性方面的价值。
查看英文原文 English abstract
The identification of novel cancer immunotherapies and the characterization of their immunomodulatory effects is complicated by the plasticity of immune cells and the wide range of phenotypes they may adopt. However, the high cost of capturing this diversity at scale limits typical drug discovery efforts to simple readouts. The Nomic platform is a novel proteomics tool capable of quantifying thousands of proteins at high-throughput and low cost, leveraged here in functional genomics and compound screens, simultaneously characterizing immunomodulatory and cytotoxic effects.
We collected supernatants for secretome analysis from the CPJUMP1 dataset, in which U2OS osteosarcoma cells were perturbed with matched ORF, CRISPR KO, and compound libraries targeting 161 genes, and quantified 191 cytokines using a Nomic Flex panel. Overexpression of upstream kinases induced an inflammatory phenotype, consistent with established oncogene-induced inflammation. Furthermore, as seen in morphological analyses, CRISPR KO phenotypes were poorly matched with the phenotypes of compounds targeting corresponding genes due to poor specificity of compounds for individual targets.
To further characterize on-target and off-target immunomodulatory effects of compounds, we quantified 1000 proteins in supernatants from hepatocytes treated with 510 compounds at three concentrations for 48h, using the Omni 1000. Cytotoxic compounds such as staurosporine resulted in intracellular proteins leaking out of cells and being detected in the supernatant, whereas resiquimod, a TLR7/8 agonist, induced the expression of a variety of cytokines. Clinically-relevant immunotoxicity was captured: thus, methylprednisolone was generally anti-inflammatory, but with paradoxical increases in SAA and IL-6, consistent with paradoxically inflammed livers seen in patients. Actinomycin D was cytotoxic while inducing IL-1b and TNFa, consistent with the immune contribution to this compound's anti-cancer properties. Finally, we demonstrated the capacity of secretome analysis to probe pathways regulating cytokine expression. For example, comparison of a set of 11 mTOR inhibitors identified on-target immune modulation and off target effects at increasing doses, enabling characterization of compound potency and specificity.
Our results demonstrate the value of high-throughput proteomics to identify new immunomodulatory targets and compounds, evaluate potential toxicities, and characterize potency and specificity.
利益披露 Disclosure
N. Robichaud, None..
A. Johnson, None..
A. Sherman, None.
E. Miller,
Nomic Bio Employment.
N. Rashidi, None..
M. Dagher, None.