Back to search

Article

Cancer Cell Line Heterogeneity Imposes a Primary Bottleneck for Virtual Perturbation Screening at Scale

2026-08-15

Abstract excerpt

UniPert-G2CP (Li et al., Cell, 2026) bridges genetic and chemical screens from molecular representation to phenotype modeling across five cancer cell lines [1]. Here we extend this architecture to 162 cell lines, 32,039 compounds, and genome-wide output (12,328 genes), and find that the resulting prediction platform reveals a striking performance divide: normal and primary cell lines achieve substantially higher p...

Topics

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

Identifiers and source

Literature Corpus work
6bc97f64-c72d-5206-a577-301b1384f6d2
DOI
10.64898/2026.08.10.743942
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.
Cancer Cell Line Heterogeneity Imposes a Primary Bottleneck for Virtual Perturbation Screening at ScaleDOI 10.64898/2026.08.10.743942
Select a neighboring publication to make it the new centre.