Back to search

Article

Statistical knockoffs improve biomarker discovery from transcriptomic data

2025-07-07

Abstract excerpt

Advances in sequencing technologies have enabled the generation of large amounts of data, offering new possibilities to identify relationships between biological units ( e.g . genes) and phenotypic traits ( e.g . disease outcomes). Yet, identifying these associations using variable selection methods remains challenging due to the high dimension ( p ≫ n ) and the correlation structure of the data. To address th...

Topics

Open a Topic to create a Post that cites this publication.

Identifiers and source

Literature Corpus work
2d966021-0373-513b-8c61-913a75cc1d2a
DOI
10.1101/2025.07.04.663147
Open publication

Related research

Semantic proximity does not establish scientific evidence.

Click a neighbor to travelStep 1 · 12 closest
Interactive article relationship graphSelect a related publication card to move it into the centre and load its closest explainable connections. Solid lines are source-backed structured connections. Dashed lines are semantic discovery signals and are not scientific evidence.
Statistical knockoffs improve biomarker discovery from transcriptomic dataDOI 10.1101/2025.07.04.663147
Select a neighboring publication to make it the new centre.