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The future of rapid and automated single-cell data analysis using reference mapping

Single-cell datasets are increasing in number and size. To leverage this rich resource, new workflows can reveal novel insights and discoveries. This perspective discusses the computational challenges and opportunities for single-cell reference-mapping algorithms that may eventually replace manual and laborious unsupervised clustering pipelines.
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Dictionary learning for integrative, multimodal and scalable single-cell analysis

Nature Biotechnology, Published online: 25 May 2023; doi:10.1038/s41587-023-01767-y

Reference mapping is extended beyond scRNA-seq to single-cell epigenetic and proteomic data.
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