Biological process activity transformation of single cell gene expression for cross-species alignment
Single cell RNA-Seq data can report on cellular types and states, but low signal-to noise and sparse data can make interpretation of cellular state difficult. Here the authors propose a transformation strategy to map RNA-Seq data to biological process activities that are species-agnostic and allow f...
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Nature Portfolio
2019
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oai:doaj.org-article:e32e60d474f14311b3573e25cb1cad5f2021-12-02T14:38:43ZBiological process activity transformation of single cell gene expression for cross-species alignment10.1038/s41467-019-12924-w2041-1723https://doaj.org/article/e32e60d474f14311b3573e25cb1cad5f2019-10-01T00:00:00Zhttps://doi.org/10.1038/s41467-019-12924-whttps://doaj.org/toc/2041-1723Single cell RNA-Seq data can report on cellular types and states, but low signal-to noise and sparse data can make interpretation of cellular state difficult. Here the authors propose a transformation strategy to map RNA-Seq data to biological process activities that are species-agnostic and allow for comparison across species.Hongxu DingAndrew BlairYing YangJoshua M. StuartNature PortfolioarticleScienceQENNature Communications, Vol 10, Iss 1, Pp 1-6 (2019) |
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Science Q |
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Science Q Hongxu Ding Andrew Blair Ying Yang Joshua M. Stuart Biological process activity transformation of single cell gene expression for cross-species alignment |
| description |
Single cell RNA-Seq data can report on cellular types and states, but low signal-to noise and sparse data can make interpretation of cellular state difficult. Here the authors propose a transformation strategy to map RNA-Seq data to biological process activities that are species-agnostic and allow for comparison across species. |
| format |
article |
| author |
Hongxu Ding Andrew Blair Ying Yang Joshua M. Stuart |
| author_facet |
Hongxu Ding Andrew Blair Ying Yang Joshua M. Stuart |
| author_sort |
Hongxu Ding |
| title |
Biological process activity transformation of single cell gene expression for cross-species alignment |
| title_short |
Biological process activity transformation of single cell gene expression for cross-species alignment |
| title_full |
Biological process activity transformation of single cell gene expression for cross-species alignment |
| title_fullStr |
Biological process activity transformation of single cell gene expression for cross-species alignment |
| title_full_unstemmed |
Biological process activity transformation of single cell gene expression for cross-species alignment |
| title_sort |
biological process activity transformation of single cell gene expression for cross-species alignment |
| publisher |
Nature Portfolio |
| publishDate |
2019 |
| url |
https://doaj.org/article/e32e60d474f14311b3573e25cb1cad5f |
| work_keys_str_mv |
AT hongxuding biologicalprocessactivitytransformationofsinglecellgeneexpressionforcrossspeciesalignment AT andrewblair biologicalprocessactivitytransformationofsinglecellgeneexpressionforcrossspeciesalignment AT yingyang biologicalprocessactivitytransformationofsinglecellgeneexpressionforcrossspeciesalignment AT joshuamstuart biologicalprocessactivitytransformationofsinglecellgeneexpressionforcrossspeciesalignment |
| _version_ |
1718390925802078208 |