Department of Biosystems Science and Engineering, ETH Zurich, Mattenstrasse 26, 4058, Basel, Switzerland.
Department of Biomedicine, University Hospital Basel, University of Basel, 4031, Basel, Switzerland.
Commun Biol. 2023 Aug 10;6(1):830. doi: 10.1038/s42003-023-05182-6.
Multi-omics profiling by CITE-seq bridges the RNA-protein gap in single-cell analysis but has been largely applied to liquid biopsies. Applying CITE-seq to clinically relevant solid biopsies to characterize healthy tissue and the tumor microenvironment is an essential next step in single-cell translational studies. In this study, gating of cell populations based on their transcriptome signatures for use in cell type-specific ridge plots allowed identification of positive antibody signals and setting of manual thresholds. Next, we compare five skin dissociation protocols by taking into account dissociation efficiency, captured cell type heterogeneity and recovered surface proteome. To assess the effect of enzymatic digestion on transcriptome and epitope expression in immune cell populations, we analyze peripheral blood mononuclear cells (PBMCs) with and without dissociation. To further assess the RNA-protein gap, RNA-protein we perform codetection and correlation analyses on thresholded protein values. Finally, in a proof-of-concept study, using protein abundance analysis on selected surface markers in a cohort of healthy skin, primary, and metastatic melanoma we identify CD56 surface marker expression on metastatic melanoma cells, which was further confirmed by multiplex immunohistochemistry. This work provides practical guidelines for processing and analysis of clinically relevant solid tissue biopsies for biomarker discovery.
通过 CITE-seq 进行的多组学分析弥合了单细胞分析中 RNA 与蛋白质之间的差距,但在很大程度上仅应用于液体活检。将 CITE-seq 应用于具有临床相关性的实体活检中,以对健康组织和肿瘤微环境进行特征分析,这是单细胞转化研究的重要下一步。在这项研究中,根据转录组特征对细胞群进行门控,用于细胞类型特异性脊图,从而可以识别阳性抗体信号并设置手动阈值。接下来,我们比较了五种皮肤解离方案,同时考虑了解离效率、捕获的细胞类型异质性和恢复的表面蛋白质组。为了评估酶消化对免疫细胞群中转录组和表位表达的影响,我们分析了有无解离的外周血单核细胞 (PBMC)。为了进一步评估 RNA-蛋白质差距,我们对阈值蛋白值进行了共检测和相关性分析。最后,在一项概念验证研究中,我们使用选定的健康皮肤、原发性和转移性黑素瘤队列中的表面标志物的蛋白丰度分析,鉴定出转移性黑素瘤细胞上的 CD56 表面标志物表达,并用多重免疫组化进一步证实。这项工作为用于生物标志物发现的临床相关实体组织活检的处理和分析提供了实用指南。