STopover captures spatial colocalization and interaction in the tumor microenvironment using topological analysis in spatial transcriptomics data

共域化 间质细胞 肿瘤微环境 计算生物学 生物 转录组 特征(语言学) 计算机科学 免疫系统 癌症研究 细胞生物学 免疫学 遗传学 语言学 哲学 基因表达 基因
作者
Sungwoo Bae,Hyekyoung Lee,Kwon Joong Na,Dong Soo Lee,Hongyoon Choi,Young Tae Kim
标识
DOI:10.1101/2022.11.16.516708
摘要

Abstract Unraveling the spatial configuration of the tumor microenvironment (TME) is key to understanding tumor-immune interactions to translate them into immuno-oncology. With the advent of spatially resolved transcriptomics (SRT), the TME could be dissected for whole cell types across numerous RNAs. We suggest a novel approach, STopover, which performs topological analysis to compute the colocalization patterns between cell types and map the location of cell□cell interactions. While gradually lowering the threshold for the feature, the connected components (CCs) were extracted based on the spatial distance between the unit tissue region and the persistence of the CCs. Local and global Jaccard indices were calculated between the CCs of a feature pair to measure the extent of spatial overlap. The STopover was applied to various lung cancer data obtained from SRT platforms, both barcode and image-based SRT, and could explain the infiltration patterns of immune and stromal cells in the TME. Moreover, the method predicted the top cell□cell communication based on the ligand□receptor database and highlighted the main region of the interaction. STopover is a tool to decipher spatial interaction in the tissue and shed light on the pathophysiology underlying the microenvironment.
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