FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W4206438867> ?p ?o ?g. }

• W4206438867 abstract "The application of single-cell transcriptomic sequencing technologies, such as single-cell RNA sequencing (scRNA-Seq), have witnessed in recent years a dramatic increase, allowing for the elucidation of the molecular processes driving both normal cell development and the onset of pathologies. In particular, scRNA-Seq can be exploited to investigate cell heterogeneity at single-cell resolution, and to identify the variety of known and putatively novel cell populations, which can potentially have different functional roles in different contexts. However, the heterogeneity among cells of the same cell-type can make the integration of multiple scRNA-Seq datasets a challenging task. In this context, technical non-negligible batch effects in the datasets—which may arise from the sequencing technology employed and from the size of the experiment—must be considered to realize a correct data integration. In this work, we present a novel strategy based on Autoencoders (AEs) for the integration of multiple scRNA-Seq datasets, whose performance is compared with different integration strategies that do not exploit a batch effect removal step, which might introduce artifacts in the datasets. Our results, obtained by considering 3 different datasets, suggest that AEs represent a suitable strategy for the integration of scRNA-Seq datasets, achieving better performance than other approaches, i.e., Scanorama, Ingest, and Seurat, in most of the cases." @default.
• W4206438867 created "2022-01-25" @default.
• W4206438867 creator A5013723473 @default.
• W4206438867 creator A5043006240 @default.
• W4206438867 creator A5056055676 @default.
• W4206438867 date "2021-12-09" @default.
• W4206438867 modified "2023-10-10" @default.
• W4206438867 title "Integration of Multiple scRNA-Seq Datasets on the Autoencoder Latent Space" @default.
• W4206438867 cites W1507901999 @default.
• W4206438867 cites W1967320885 @default.
• W4206438867 cites W2006430035 @default.
• W4206438867 cites W2069089843 @default.
• W4206438867 cites W2083207840 @default.
• W4206438867 cites W2089468765 @default.
• W4206438867 cites W2096192437 @default.
• W4206438867 cites W2177432730 @default.
• W4206438867 cites W2338756998 @default.
• W4206438867 cites W2472063172 @default.
• W4206438867 cites W2510746232 @default.
• W4206438867 cites W2523369352 @default.
• W4206438867 cites W2523620612 @default.
• W4206438867 cites W2526262591 @default.
• W4206438867 cites W2551194178 @default.
• W4206438867 cites W2605810679 @default.
• W4206438867 cites W2622807556 @default.
• W4206438867 cites W2774307122 @default.
• W4206438867 cites W2788348358 @default.
• W4206438867 cites W2792649309 @default.
• W4206438867 cites W2794480084 @default.
• W4206438867 cites W2800392236 @default.
• W4206438867 cites W2806983506 @default.
• W4206438867 cites W2894687190 @default.
• W4206438867 cites W2900144939 @default.
• W4206438867 cites W2901006884 @default.
• W4206438867 cites W2901677030 @default.
• W4206438867 cites W2902652978 @default.
• W4206438867 cites W2903782687 @default.
• W4206438867 cites W2942880491 @default.
• W4206438867 cites W2949177718 @default.
• W4206438867 cites W2949237386 @default.
• W4206438867 cites W2949272108 @default.
• W4206438867 cites W2951381561 @default.
• W4206438867 cites W2952016241 @default.
• W4206438867 cites W2997280954 @default.
• W4206438867 cites W3002417351 @default.
• W4206438867 cites W3005127469 @default.
• W4206438867 cites W3011464861 @default.
• W4206438867 cites W3024013192 @default.
• W4206438867 cites W3130814454 @default.
• W4206438867 cites W3166637187 @default.
• W4206438867 cites W3190088085 @default.
• W4206438867 doi "https://doi.org/10.1109/bibm52615.2021.9669807" @default.
• W4206438867 hasPublicationYear "2021" @default.
• W4206438867 type Work @default.
• W4206438867 citedByCount "4" @default.
• W4206438867 countsByYear W42064388672022 @default.
• W4206438867 countsByYear W42064388672023 @default.
• W4206438867 crossrefType "proceedings-article" @default.
• W4206438867 hasAuthorship W4206438867A5013723473 @default.
• W4206438867 hasAuthorship W4206438867A5043006240 @default.
• W4206438867 hasAuthorship W4206438867A5056055676 @default.
• W4206438867 hasConcept C101738243 @default.
• W4206438867 hasConcept C108583219 @default.
• W4206438867 hasConcept C119857082 @default.
• W4206438867 hasConcept C124101348 @default.
• W4206438867 hasConcept C127413603 @default.
• W4206438867 hasConcept C136197465 @default.
• W4206438867 hasConcept C151730666 @default.
• W4206438867 hasConcept C154945302 @default.
• W4206438867 hasConcept C165696696 @default.
• W4206438867 hasConcept C201995342 @default.
• W4206438867 hasConcept C2779343474 @default.
• W4206438867 hasConcept C2780451532 @default.
• W4206438867 hasConcept C38652104 @default.
• W4206438867 hasConcept C41008148 @default.
• W4206438867 hasConcept C72634772 @default.
• W4206438867 hasConcept C86803240 @default.
• W4206438867 hasConceptScore W4206438867C101738243 @default.
• W4206438867 hasConceptScore W4206438867C108583219 @default.
• W4206438867 hasConceptScore W4206438867C119857082 @default.
• W4206438867 hasConceptScore W4206438867C124101348 @default.
• W4206438867 hasConceptScore W4206438867C127413603 @default.
• W4206438867 hasConceptScore W4206438867C136197465 @default.
• W4206438867 hasConceptScore W4206438867C151730666 @default.
• W4206438867 hasConceptScore W4206438867C154945302 @default.
• W4206438867 hasConceptScore W4206438867C165696696 @default.
• W4206438867 hasConceptScore W4206438867C201995342 @default.
• W4206438867 hasConceptScore W4206438867C2779343474 @default.
• W4206438867 hasConceptScore W4206438867C2780451532 @default.
• W4206438867 hasConceptScore W4206438867C38652104 @default.
• W4206438867 hasConceptScore W4206438867C41008148 @default.
• W4206438867 hasConceptScore W4206438867C72634772 @default.
• W4206438867 hasConceptScore W4206438867C86803240 @default.
• W4206438867 hasLocation W42064388671 @default.
• W4206438867 hasOpenAccess W4206438867 @default.
• W4206438867 hasPrimaryLocation W42064388671 @default.
• W4206438867 hasRelatedWork W1496222301 @default.
• W4206438867 hasRelatedWork W1590307681 @default.
• W4206438867 hasRelatedWork W2159052453 @default.
• W4206438867 hasRelatedWork W2358353312 @default.

• next