Chenlei Hu, Mehdi Borji, Giovanni J. Marrero, Vipin Kumar, Jackson A. Weir, Sachin V. Kammula, Evan Z. Macosko, Fei Chen
{"title":"Scalable spatial transcriptomics through computational array reconstruction","authors":"Chenlei Hu, Mehdi Borji, Giovanni J. Marrero, Vipin Kumar, Jackson A. Weir, Sachin V. Kammula, Evan Z. Macosko, Fei Chen","doi":"10.1038/s41587-025-02612-0","DOIUrl":null,"url":null,"abstract":"<p>Spatial transcriptomics enables gene expression mapping within tissues but is often limited by imaging constraints. We present an imaging-free approach that reconstructs spatial barcode locations using molecular diffusion and dimensionality reduction. Validated against ground truth imaging, our method achieves high fidelity and scales to centimeter-sized tissues. This approach enhances spatial transcriptomics’ accessibility and throughput, enabling large-scale studies without specialized imaging equipment.</p>","PeriodicalId":19084,"journal":{"name":"Nature biotechnology","volume":"20 1","pages":""},"PeriodicalIF":33.1000,"publicationDate":"2025-04-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Nature biotechnology","FirstCategoryId":"5","ListUrlMain":"https://doi.org/10.1038/s41587-025-02612-0","RegionNum":1,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"BIOTECHNOLOGY & APPLIED MICROBIOLOGY","Score":null,"Total":0}
引用次数: 0
Abstract
Spatial transcriptomics enables gene expression mapping within tissues but is often limited by imaging constraints. We present an imaging-free approach that reconstructs spatial barcode locations using molecular diffusion and dimensionality reduction. Validated against ground truth imaging, our method achieves high fidelity and scales to centimeter-sized tissues. This approach enhances spatial transcriptomics’ accessibility and throughput, enabling large-scale studies without specialized imaging equipment.
期刊介绍:
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