A Spatial Omnibus Test (SPOT) for Spatial Proteomic Data.

ABSTRACT:

Motivation

Spatial proteomics can reveal the spatial organization of immune cells in the tumor immune microenvironment. Relating measures of spatial clustering, such as Ripley's K or Besag's L, to patient outcomes may offer important clinical insights. However, these measures require pre-specifying a radius in which to quantify clustering, yet no consensus exists on the optimal radius which may be context-specific.

Results

We propose a SPatial Omnibus Test (SPOT) which conducts this analysis across a range of candidate radii. At each radius, SPOT evaluates the association between the spatial summary and outcome, adjusting for confounders. SPOT then aggregates results across radii using the Cauchy combination test, yielding an omnibus P-value characterizing the overall degree

SUBMITTER: Samorodnitsky S 

PROVIDER: S-EPMC11257711 | biostudies-literature | 2024 Jul

REPOSITORIES: biostudies-literature