Skip to content
Open access

Multi-Cohort Transcriptomic Integration Identifies Overlapping Immune and Antigen-Presentation Features in Alzheimer’s Disease and Hashimoto’s Thyroiditis

Oct 2026 · Genes · 0 citations · 35 references

TL;DR

AD brain tissue and thyroid tissue affected by HT exhibit a co-upregulated immune and antigen-presentation transcriptional program that reflects immune activation in both tissues, and these overlapping features are associative and do not establish a causal relationship between AD and HT.

Abstract

Background: Thyroid disorders and Alzheimer’s disease (AD) have been linked epidemiologically, but whether AD brain tissue and thyroid tissue affected by Hashimoto’s thyroiditis (HT) share molecular features remains unclear. Methods: Differential expression was estimated in AD (GSE122063) and HT (GSE138198) discovery cohorts using limma, with donor-level blocking and adjustment for age, sex and post-mortem interval where available. Shared genes were tested against chance within the genes measured in both cohorts, separately for each direction of change; characterized by enrichment analysis; related to marker-based cell-state scores; and evaluated in two AD cohorts, three thyroid cohorts including one with concurrently collected normal thyroid (GSE165724), and a single-nucleus AD dataset (GSE138852). Results: The discovery analyses identified 3593 AD- and 3806 HT-associated genes. The overlap was direction-specific: genes upregulated in both diseases exceeded chance (117 vs. 83.2 expected; p = 8.9 × 10−5), whereas the other direction combinations did not. Co-upregulated genes were enriched for MHC class II antigen presentation (FDR = 0.004), complement (FDR = 0.002), microglial activation (FDR = 0.017) and T-cell activation (FDR = 1.7 × 10−4), and recurred in two independent thyroid datasets and the within-study LT+ versus LT− comparison, with less consistent, region-dependent recurrence in AD cohorts. This shared component tracked immune cell-state signals—glial/myeloid activation in AD and lymphocytic infiltration in HT. Fourteen co-upregulated genes, including ITGAX, CD22 and BST2, met prespecified recurrence and detectability criteria. Conclusions: AD brain tissue and thyroid tissue affected by HT exhibit a co-upregulated immune and antigen-presentation transcriptional program that reflects immune activation in both tissues. These overlapping features are associative and do not establish a causal relationship between AD and HT.

Read PDF

Similar papers

Open access Aug 2026

Peripheral blood microarray-based transcriptomic and epigenetic analyses identify immune, inflammation, and metabolic dysregulation in Alzheimer’s disease

Leveraging multi-omics to better understand the molecular signatures and pathways underlying Alzheimer’s disease (AD) pathogenesis is critical for early diagnosis and disease modifying interventions. We performed peripheral blood transcriptome (N = 669) and epigenome microarray analyses (N = 553) on non-Hispanic white...

Brendan A. Mitchell, I. Hausle, Sarah Smith et al. · 0 citations
Open access Sep 2026

Single-cell transcriptomic atlas of Alzheimer's disease middle temporal gyrus reveals region, cell type, and sex specificity of gene expression with novel genetic risk for MERTK in female

A single cell atlas of middle temporal gyrus revealed a unique cellular-level view of sex-specific transcriptional changes in AD, illuminating GWAS identification of sex-specific AD genes.

Le Zhang, Tian-Yu Liu, Chuan He et al. · 1 citation
Review Open access Sep 2026

Alzheimer's disease-associated transcriptional signatures define prognostic subtypes in glioma.

BACKGROUND Gliomas are molecularly heterogeneous central nervous system tumors with marked variation in clinical outcome. Alzheimer's disease (AD)-associated transcriptional alterations may capture neural and immune programs relevant to glioma biology, but they do not by themselves establish a direct mechanistic relati...

Jun-Wu Fu, Xiang-Qian Ren, Cheng-Yong Yang et al. · 0 citations
Open access Sep 2026

Identification of Key Genes and Pathways in Parkinson’s Disease Through Bioinformatics Analysis

Integrative transcriptomics identified conserved central-peripheral signatures in PD and five hub genes are candidate biomarkers/therapeutic targets, offering a systems-level framework for disease mechanisms and independent cohort validation.

Ehsan Lotfi, Arsh Ketabforoush, Fereshteh Azeditehrani et al. · 0 citations
Sep 2026

Integrative transcriptomic and regulatory network analysis reveals associations of seven proposed risk genes with immune-related molecular features in Alzheimer's disease.

BackgroundAlzheimer's disease (AD) involves neuroinflammation influenced by genetic and immune dysregulation. Seven proposed AD risk genes (CACNA2D3, EPB41L2, INPP5D, MYO1F, RBM47, SSH2, TBXAS1) have been identified, but their associations with the immune microenvironment (IME) remain unclear.ObjectiveThis study invest...

Hai-Miao Yu, Wei-Jun Chang, Dilraba Mahmut et al. · 0 citations

We use cookies to run the site and, with your consent, for analytics and to show ads. See our Cookie Policy.