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Systematic benchmarking of high-throughput subcellular spatial transcriptomics platforms across human tumors

Pengfei Ren, Rui Zhang, Yunfeng Wang, Peng Zhang, Ce Luo, Suyan Wang, Xiaohong Li, Zongxu Zhang, Yanping Zhao, Yufeng He, Haorui Zhang, Yufeng Li, Zhidong Gao, Xiuping Zhang, Yahui Zhao, Zhihua Liu, Yuanguang Meng, Zheng Zhang, Zexian Zeng, Zheng Zhang, Zexian Zeng

2025Nature Communications43 citationsDOIOpen Access PDF

Abstract

Recent advancements in spatial transcriptomics technologies have significantly enhanced resolution and throughput, underscoring an urgent need for systematic benchmarking. Here, we generate serial tissue sections from colon adenocarcinoma, hepatocellular carcinoma, and ovarian cancer samples for systematic evaluation. Using these uniformly processed samples, we generate spatial transcriptomics data across four high-throughput platforms with subcellular resolution: Stereo-seq v1.3, Visium HD FFPE, CosMx 6K, and Xenium 5K. To establish ground truth datasets, we profile proteins on tissue sections adjacent to all platforms using CODEX and perform single-cell RNA sequencing on the same samples. Leveraging manual nuclear segmentation and detailed annotations, we systematically assess each platform's performance across capture sensitivity, specificity, diffusion control, cell segmentation, cell annotation, spatial clustering, and concordance with adjacent CODEX. The uniformly generated and processed multi-omics dataset could advance computational method development and biological discoveries. The dataset is accessible via SPATCH, a user-friendly web server for visualization and download.

Topics & Concepts

BenchmarkingComputer scienceComputational biologyTranscriptomeGround truthVisualizationPreprocessorSegmentationBioinformaticsData miningBenchmark (surveying)BiologyRNA-SeqIn silicoArtificial intelligenceHuman cellSource codePattern recognition (psychology)Web serverImage resolutionAnnotationSpatial analysisProteomicsSingle-cell and spatial transcriptomicsMolecular Biology Techniques and ApplicationsRNA modifications and cancer
Systematic benchmarking of high-throughput subcellular spatial transcriptomics platforms across human tumors | Litcius