English

A multitype Fiksel interaction model for tumour immune microenvironments

Applications 2023-07-13 v1

Abstract

The tumour microenvironment plays a fundamental role in understanding the development and progression of cancer. This paper proposes a novel spatial point process model that accounts for inhomogeneity and interaction to flexibly model a complex database of cells in the tumour immune microenvironments of a cohort of patients with non-small-cell lung cancer whose samples have been processed using digital pathology techniques. Specifically, an inhomogeneous multitype Gibbs point process model with an associated Fiksel-type interaction function is proposed. Estimation and inference procedures are conducted through maximum pseudolikelihood, considering replicated multitype point patterns.

Keywords

Cite

@article{arxiv.2307.05556,
  title  = {A multitype Fiksel interaction model for tumour immune microenvironments},
  author = {Jonatan A. González and Paula Moraga},
  journal= {arXiv preprint arXiv:2307.05556},
  year   = {2023}
}
R2 v1 2026-06-28T11:27:34.708Z