Evidence map›Paper›PMID 42722649›Full record

ArticleNature communications2026

MuSpAn: a toolbox for multiscale spatial analysis.

Joshua A Bull, Joshua W Moore, Shania M Corry, Muyang Lin, Hayley L Belnoue-Davis, Eoghan J Mulholland-Illingworth, Simon J Leedham, Helen M Byrne

Abstract read
In one paragraph

Article in Nature communications, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 7 papers.

0numbers the graph read from it
0cells of the map it votes in
7citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

7 citing papers in PubMed.

  1. Article
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  5. Review
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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

8 authors.

Joshua A Bull *Wolfson Centre for Mathematical Biology, Mathematical Institute, University of Oxford, Oxford, UK. info@muspan.co.uk.ORCID http://orcid.org/0000-0003-1475-2898
Joshua W Moore *Wolfson Centre for Mathematical Biology, Mathematical Institute, University of Oxford, Oxford, UK. moorej@maths.ox.ac.uk.ORCID https://orcid.org/0000-0002-6325-3115
Shania M CorryCentre for Human Genetics, University of Oxford, Oxford, UK.ORCID http://orcid.org/0009-0007-3430-8125
Muyang LinCentre for Human Genetics, University of Oxford, Oxford, UK.
Hayley L Belnoue-DavisCentre for Human Genetics, University of Oxford, Oxford, UK.ORCID http://orcid.org/0000-0003-2914-4932
Eoghan J Mulholland-IllingworthCentre for Human Genetics, University of Oxford, Oxford, UK.ORCID http://orcid.org/0000-0002-1200-9825
Simon J LeedhamCentre for Human Genetics, University of Oxford, Oxford, UK.ORCID http://orcid.org/0000-0003-1476-6982
Helen M ByrneWolfson Centre for Mathematical Biology, Mathematical Institute, University of Oxford, Oxford, UK.ORCID http://orcid.org/0000-0003-1771-5910

Funding

Cancer Research UK (CRUK) CTRQQR-2021\100002
6 · The paper itself

Abstract

Advances in multiplex imaging and spatial omics have revolutionised spatial data generation in biology, revealing complex tissue organisation across multiple scales. However, methods for analysing these data have lagged behind, with fragmented, study-specific pipelines and limited guidance for tool selection. To address this, we introduce MuSpAn, a Multiscale Spatial Analysis package offering intuitive, flexible access to a wide range of mathematical tools - including spatial statistics, topological data analysis, geometry, and networks - within a unified framework. MuSpAn supports efficient data querying, is agnostic to imaging modality, and provides extensive documentation and community support. It enables users to create custom pipelines or conduct unbiased exploratory analyses. We demonstrate MuSpAn's capacity to interrogate cross-compartmental cell interactions at multiple length scales in both normal and neoplastic tissue using mouse intestinal spatial transcriptomic datasets. Applied to a CMS4-like murine intestinal cancer model, MuSpAn identifies a continuum of fibroblastic functional phenotypes associated with discrete and coordinated fibroblast-immune interactions, highlighting its utility as a discovery tool across diverse biological contexts.

Indexed as

Intestinal NeoplasmsSoftwareSpatial AnalysisAnimalsFibroblastsMiceSpatial TranscriptomicsTranscriptome

Identifiers

PMID42722649
PMCPMC13562714

What OpenQuestion holds

Textmetadata
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.