# GeneSurfer enables transcriptome-wide exploration and annotation of gene co-expression modules in 3D spatial transcriptomics data

**Authors:** Chang Li, Julian Thijssen, Thomas Kroes, Ximaine van der Burg, Louise van der Weerd, Thomas Höllt, Boudewijn Lelieveldt

PMC · DOI: 10.1016/j.isci.2025.112713 · iScience · 2025-06-06

## TL;DR

GeneSurfer is a tool that helps researchers explore gene co-expression patterns in 3D spatial transcriptomics data, offering insights into biological functions and supporting hypothesis generation.

## Contribution

GeneSurfer introduces an interactive interface for localized transcriptome-wide gene co-expression analysis in 3D spatial transcriptomics data.

## Key findings

- GeneSurfer identifies and annotates localized co-expression patterns in spatial transcriptomics data.
- The tool supports multi-slice 3D rendering and on-the-fly Gene Ontology term annotation of gene clusters.
- It is demonstrated to be effective using data from the Allen Brain Cell Atlas.

## Abstract

Gene co-expression provides crucial insights into biological functions, however, there is a lack of exploratory analysis tools for localized gene co-expression in large-scale datasets. We present GeneSurfer, an interactive interface designed to explore localized transcriptome-wide gene co-expression patterns in the 3D spatial domain. Key features of GeneSurfer include transcriptome-wide gene filtering and gene clustering based on spatial local co-expression within transcriptomically similar cells, multi-slice 3D rendering of average expression of gene clusters, and on-the-fly Gene Ontology term annotation of co-expressed gene sets. Additionally, GeneSurfer offers multiple linked views for investigating individual genes or gene co-expression in the spatial domain at each exploration stage. Demonstrating its utility with both spatially resolved transcriptomics and single-cell RNA sequencing data from the Allen Brain Cell Atlas, GeneSurfer effectively identifies and annotates localized transcriptome-wide co-expression, providing biological insights and facilitating hypothesis generation and validation.

•An interactive visualization tool to explore transcriptome-wide gene co-expression•On-the-fly gene filtering and clustering within transcriptomically similar cells•On-the-fly GO annotation links gene clusters to biological functions•Compatible with large-scale spatial transcriptomics datasets in 2D and 3D

An interactive visualization tool to explore transcriptome-wide gene co-expression

On-the-fly gene filtering and clustering within transcriptomically similar cells

On-the-fly GO annotation links gene clusters to biological functions

Compatible with large-scale spatial transcriptomics datasets in 2D and 3D

Bioinformatics; Complex system biology; Transcriptomics

## Full-text entities

- **Genes:** Prox1 (prospero homeobox 1) [NCBI Gene 19130] {aka A230003G05Rik, PROX-1}, Foxa2 (forkhead box A2) [NCBI Gene 15376] {aka HNF3-beta, HNF3beta, Hnf-3b, Hnf3b, Tcf-3b, Tcf3b}, Cbln1 (cerebellin 1 precursor protein) [NCBI Gene 12404], Lep (leptin) [NCBI Gene 16846] {aka ob, obese}, Lsp1 (lymphocyte specific 1) [NCBI Gene 16985] {aka Lsp-1, WP34, p50, pp52}, Eng (endoglin) [NCBI Gene 13805] {aka CD105, Endo, S-endoglin}
- **Chemicals:** GABA (MESH:D005680)
- **Species:** Mus musculus (house mouse, species) [taxon 10090], Drosophila melanogaster (fruit fly, species) [taxon 7227]

## Full text

_Full body text omitted from this summary view._ Fetch the complete paper as Markdown: https://tomesphere.com/paper/PMC12269424/full.md

## Figures

6 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12269424/full.md

## References

31 references — full list in the complete paper: https://tomesphere.com/paper/PMC12269424/full.md

---
Source: https://tomesphere.com/paper/PMC12269424