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Mapping single-cell data to reference atlases by transfer learning

Mapping single-cell data to reference atlases by transfer learning

https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_pubmedcentral_primary_oai_pubmedcentral_nih_gov_8763644

Mapping single-cell data to reference atlases by transfer learning

About this item

Full title

Mapping single-cell data to reference atlases by transfer learning

Publisher

New York: Nature Publishing Group US

Journal title

Nature biotechnology, 2022-01, Vol.40 (1), p.121-130

Language

English

Formats

Publication information

Publisher

New York: Nature Publishing Group US

More information

Scope and Contents

Contents

Large single-cell atlases are now routinely generated to serve as references for analysis of smaller-scale studies. Yet learning from reference data is complicated by batch effects between datasets, limited availability of computational resources and sharing restrictions on raw data. Here we introduce a deep learning strategy for mapping query data...

Alternative Titles

Full title

Mapping single-cell data to reference atlases by transfer learning

Identifiers

Primary Identifiers

Record Identifier

TN_cdi_pubmedcentral_primary_oai_pubmedcentral_nih_gov_8763644

Permalink

https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_pubmedcentral_primary_oai_pubmedcentral_nih_gov_8763644

Other Identifiers

ISSN

1087-0156,1546-1696

E-ISSN

1546-1696

DOI

10.1038/s41587-021-01001-7

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