Nature Computational ScienceGenomicsPeer-reviewed journal article
Denoising sparse microbial signals from single-cell sequencing of mammalian host tissues
Abstract
We developed SAHMI, a computational resource to identify truly present microbial nucleic acids and filter contaminants and spurious false-positive taxonomic assignments from standard transcriptomic sequencing of mammalian tissues. In benchmark studies, SAHMI correctly identifies known microbial infections present in diverse tissues. The application of SAHMI to single-cell and spatial genomic data enables co-detection of somatic cells and microorganisms and joint analysis of host-microbiome ecosystems.
- organism: human
- organism: mouse
- assay: bulk RNA-seq
- assay: spatial transcriptomics
- assay: scRNA-seq
- research focus: cell type annotation
- research focus: deconvolution
- research focus: differential expression
- research focus: database / resource
- approach: statistical model
- Citations
- 26
- FWCI
- 2.22
- Field percentile
- top 11%
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