Evidence map›Paper›PMID 42161970›Full record

ArticleNature communications2026

Dual platform spatial transcriptomics reveals parvalbumin interneuron subtype vulnerability in mouse models of Alzheimer's disease.

Heewon Seo, Dylan J Terstege, Yi Ren, Shiying Liu, Kimberly-Ann Ruth Goring, Bo Young Ahn, Jonathan R Epp

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 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Review
  2. Review
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

7 authors.

Heewon SeoApplied Spatial Omics Centre, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada.ORCID http://orcid.org/0000-0001-6218-8609
Dylan J TerstegeDepartment of Cell Biology and Anatomy, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada.ORCID http://orcid.org/0000-0002-5903-0875
Yi RenDepartment of Cell Biology and Anatomy, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada.ORCID http://orcid.org/0000-0001-8416-8991
Shiying LiuApplied Spatial Omics Centre, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada.
Kimberly-Ann Ruth GoringApplied Spatial Omics Centre, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada.
Bo Young AhnApplied Spatial Omics Centre, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada.
Jonathan R EppDepartment of Cell Biology and Anatomy, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada. Jonathan.Epp1@ucalgary.ca.ORCID http://orcid.org/0000-0002-7968-8973

Funding

Gouvernement du Canada | Canadian Institutes of Health Research (Instituts de Recherche en Santé du Canada) 190215
6 · The paper itself

Abstract

Alzheimer's disease (AD) is a progressive neurodegenerative disorder characterized by cognitive decline and synaptic dysfunction. Among the earliest regions affected is the retrosplenial cortex (RSC), where parvalbumin-expressing (PV + ) interneurons are particularly susceptible to AD-related pathology. To understand the molecular alterations within these vulnerable neurons we employed a dual-platform spatial transcriptomics approach, integrating GeoMx Digital Spatial Profiler (DSP) and Xenium In Situ. We analyzed the transcriptomic profiles of PV+ and NeuN+ neurons in the RSC of female 5xFAD mice. We leveraged the individual strengths of each platform to generate a robust and comprehensive dataset. Using non-negative matrix factorization and k-means clustering, we identified disease-associated metagenes and examined their spatial distribution. Our analysis revealed distinct transcriptional subpopulations within PV+ interneurons, with specific metagenes differentially expressed in RSC. Dner, Gad1, and Pvalb exhibited significant down-regulation in TG mice, suggesting impairments in PV+ interneuron function and GABAergic signalling. Cross-validation between GeoMx DSP and Xenium In Situ as well as RNAscope and immunohistochemistry confirmed the reproducibility and robustness of these findings. This study provides insights into the heterogeneity and molecular vulnerabilities of PV+ interneurons in AD and demonstrates the power of integrating spatial transcriptomic platforms to uncover disease-associated neuronal subtypes and molecular markers.

Indexed as

Alzheimer DiseaseInterneuronsParvalbuminsAnimalsDisease Models, AnimalFemaleGene Expression ProfilingGlutamate DecarboxylaseMiceMice, TransgenicSpatial TranscriptomicsTranscriptomeGlutamate DecarboxylaseParvalbumins

Identifiers

PMID42161970
PMCPMC13381950

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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.