Domain adaptation for supervised integration of scRNA-seq data
A supervised strategy for scRNA-seq data integration uses domain adaption to generate comprehensive reference datasets to improve accuracy in automated cell type mapping.
| Main Authors: | , |
|---|---|
| Format: | Article |
| Language: | English |
| Published: |
Nature Portfolio
2023-03-01
|
| Series: | Communications Biology |
| Online Access: | https://doi.org/10.1038/s42003-023-04668-7 |
| _version_ | 1797863808807469056 |
|---|---|
| author | Yutong Sun Peng Qiu |
| author_facet | Yutong Sun Peng Qiu |
| author_sort | Yutong Sun |
| collection | DOAJ |
| description | A supervised strategy for scRNA-seq data integration uses domain adaption to generate comprehensive reference datasets to improve accuracy in automated cell type mapping. |
| first_indexed | 2024-04-09T22:42:41Z |
| format | Article |
| id | doaj.art-73828f6de3e04851a4ac8a9b4eb51c86 |
| institution | Directory Open Access Journal |
| issn | 2399-3642 |
| language | English |
| last_indexed | 2024-04-09T22:42:41Z |
| publishDate | 2023-03-01 |
| publisher | Nature Portfolio |
| record_format | Article |
| series | Communications Biology |
| spelling | doaj.art-73828f6de3e04851a4ac8a9b4eb51c862023-03-22T12:04:32ZengNature PortfolioCommunications Biology2399-36422023-03-016111210.1038/s42003-023-04668-7Domain adaptation for supervised integration of scRNA-seq dataYutong Sun0Peng Qiu1School of Electrical and Computer Engineering, Georgia Institute of TechnologyDepartment of Biomedical Engineering, Georgia Institute of Technology and Emory UniversityA supervised strategy for scRNA-seq data integration uses domain adaption to generate comprehensive reference datasets to improve accuracy in automated cell type mapping.https://doi.org/10.1038/s42003-023-04668-7 |
| spellingShingle | Yutong Sun Peng Qiu Domain adaptation for supervised integration of scRNA-seq data Communications Biology |
| title | Domain adaptation for supervised integration of scRNA-seq data |
| title_full | Domain adaptation for supervised integration of scRNA-seq data |
| title_fullStr | Domain adaptation for supervised integration of scRNA-seq data |
| title_full_unstemmed | Domain adaptation for supervised integration of scRNA-seq data |
| title_short | Domain adaptation for supervised integration of scRNA-seq data |
| title_sort | domain adaptation for supervised integration of scrna seq data |
| url | https://doi.org/10.1038/s42003-023-04668-7 |
| work_keys_str_mv | AT yutongsun domainadaptationforsupervisedintegrationofscrnaseqdata AT pengqiu domainadaptationforsupervisedintegrationofscrnaseqdata |