OTTERS: a powerful TWAS framework leveraging summary-level reference data

dc.contributor.authorDai Qile
dc.contributor.authorZhou Geyu
dc.contributor.authorZhao Hongyu
dc.contributor.authorVõsa Urmo
dc.contributor.authorFranke Lude
dc.contributor.authorBattle Alexis
dc.contributor.authorTeumer Alexander
dc.contributor.authorLehtimäki Terho
dc.contributor.authorRaitakari Olli T.
dc.contributor.authorEsko Tõnu
dc.contributor.authorConsortium eQTLGen
dc.contributor.authorEpstein Michael P., Yang Jingjing
dc.contributor.organizationfi=InFLAMES Lippulaiva|en=InFLAMES Flagship|
dc.contributor.organizationfi=sydäntutkimuskeskus|en=Cardiovascular Medicine (CAPC)|
dc.contributor.organizationfi=tyks, vsshp|en=tyks, varha|
dc.contributor.organizationfi=väestötutkimuskeskus|en=Centre for Population Health Research (POP Centre)|
dc.contributor.organization-code1.2.246.10.2458963.20.35734063924
dc.contributor.organization-code1.2.246.10.2458963.20.42471027641
dc.contributor.organization-code1.2.246.10.2458963.20.68445910604
dc.converis.publication-id179554558
dc.converis.urlhttps://research.utu.fi/converis/portal/Publication/179554558
dc.date.accessioned2025-08-28T01:57:41Z
dc.date.available2025-08-28T01:57:41Z
dc.description.abstractMost existing TWAS tools require individual-level eQTL reference data and thus are not applicable to summary-level reference eQTL datasets. The development of TWAS methods that can harness summary-level reference data is valuable to enable TWAS in broader settings and enhance power due to increased reference sample size. Thus, we develop a TWAS framework called OTTERS (Omnibus Transcriptome Test using Expression Reference Summary data) that adapts multiple polygenic risk score (PRS) methods to estimate eQTL weights from summary-level eQTL reference data and conducts an omnibus TWAS. We show that OTTERS is a practical and powerful TWAS tool by both simulations and application studies.
dc.identifier.eissn2041-1723
dc.identifier.jour-issn2041-1723
dc.identifier.olddbid208341
dc.identifier.oldhandle10024/191368
dc.identifier.urihttps://www.utupub.fi/handle/11111/57783
dc.identifier.urlhttps://www.nature.com/articles/s41467-023-36862-w
dc.identifier.urnURN:NBN:fi-fe2023052346214
dc.language.isoen
dc.okm.affiliatedauthorRaitakari, Olli
dc.okm.affiliatedauthorDataimport, tyks, vsshp
dc.okm.discipline318 Medical biotechnologyen_GB
dc.okm.discipline318 Lääketieteen bioteknologiafi_FI
dc.okm.internationalcopublicationinternational co-publication
dc.okm.internationalityInternational publication
dc.okm.typeA1 ScientificArticle
dc.publisherSpringer Nature
dc.publisher.countryUnited Kingdomen_GB
dc.publisher.countryBritanniafi_FI
dc.publisher.country-codeGB
dc.relation.doi10.1038/s41467-023-36862-w
dc.relation.ispartofjournalNature Communications
dc.relation.issue1
dc.relation.volume14
dc.source.identifierhttps://www.utupub.fi/handle/10024/191368
dc.titleOTTERS: a powerful TWAS framework leveraging summary-level reference data
dc.year.issued2023

Tiedostot

Näytetään 1 - 1 / 1
Ladataan...
Name:
s41467-023-36862-w.pdf
Size:
2.86 MB
Format:
Adobe Portable Document Format