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Biologically informed NeuralODEs for genome-wide regulatory dynamics

Biologically informed NeuralODEs for genome-wide regulatory dynamics

https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_doaj_primary_oai_doaj_org_article_ef0102c452ad4b24aab7197ea53675ba

Biologically informed NeuralODEs for genome-wide regulatory dynamics

About this item

Full title

Biologically informed NeuralODEs for genome-wide regulatory dynamics

Publisher

England: BioMed Central Ltd

Journal title

Genome Biology, 2024-05, Vol.25 (1), p.127-127, Article 127

Language

English

Formats

Publication information

Publisher

England: BioMed Central Ltd

More information

Scope and Contents

Contents

Gene regulatory network (GRN) models that are formulated as ordinary differential equations (ODEs) can accurately explain temporal gene expression patterns and promise to yield new insights into important cellular processes, disease progression, and intervention design. Learning such gene regulatory ODEs is challenging, since we want to predict the...

Alternative Titles

Full title

Biologically informed NeuralODEs for genome-wide regulatory dynamics

Identifiers

Primary Identifiers

Record Identifier

TN_cdi_doaj_primary_oai_doaj_org_article_ef0102c452ad4b24aab7197ea53675ba

Permalink

https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_doaj_primary_oai_doaj_org_article_ef0102c452ad4b24aab7197ea53675ba

Other Identifiers

ISSN

1474-760X,1474-7596

E-ISSN

1474-760X

DOI

10.1186/s13059-024-03264-0

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