ArticleWorld journal of oncology2026
Spatial Immune Remodeling Across the Gallbladder Carcinogenesis Spectrum: A Multicenter Digital Pathology Study.
Article in World journal of oncology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.
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.
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.
Who cites it
0 citing papers in PubMed.
No citing paper in PubMed yet.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
4 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Background: Gallbladder carcinoma (GBC) is the most aggressive malignancy of the biliary tract and is commonly associated with late diagnosis and early metastatic dissemination. Although the morphological sequence of gallbladder carcinogenesis from chronic inflammation to epithelial dysplasia and invasive carcinoma is well recognized, the role of the tumor immune landscape during this process remains insufficiently characterized. This study aimed to quantitatively evaluate immune microenvironment alterations across the spectrum of gallbladder lesions using immunohistochemistry and digital pathology analysis. Methods: A retrospective multicenter study was conducted using formalin-fixed paraffin-embedded gallbladder specimens collected between 2015 and 2026 from several collaborating hospitals and analyzed at the Department of Molecular Pathology, Tbilisi State Medical University. The study cohort included 90 cases representing chronic cholecystitis, intestinal metaplasia, biliary intraepithelial neoplasia (BilIN-1, BilIN-2, BilIN-3), and invasive gallbladder adenocarcinoma. Immunohistochemical analysis was performed for CD8 (cytotoxic T lymphocytes), FOXP3 (regulatory T cells), and CD163 (tumor-associated macrophages). Whole-slide digital image analysis using QuPath and ImageJ was applied to quantify immune cell densities and evaluate spatial distribution between tumor center and invasive tumor front compartments. Composite immune indices were calculated to integrate cytotoxic and immunosuppressive immune populations. The immune suppression index was defined as (FOXP3 + CD163)/CD8. Results: Quantitative analysis demonstrated progressive remodeling of the immune landscape across the spectrum of gallbladder lesions. CD8-positive cytotoxic lymphocytes were present in all lesion categories but showed heterogeneous density in invasive carcinoma. In contrast, FOXP3-positive regulatory T cells and CD163-positive macrophages demonstrated increased infiltration in dysplastic lesions and invasive tumors. Spatial analysis revealed preferential localization of CD8-positive lymphocytes at the invasive tumor margin with reduced infiltration of the tumor center, consistent with an immune exclusion pattern. Tumors associated with liver metastases exhibited lower cytotoxic lymphocyte density and increased infiltration by regulatory T cells and macrophages. Composite immune suppression indices were correspondingly elevated in metastatic tumors. Conclusions: Gallbladder carcinogenesis is associated with significant remodeling of the tumor immune microenvironment characterized by enrichment of immunosuppressive immune populations and spatial restriction of cytotoxic lymphocyte infiltration. Digital pathology-based quantification of immune architecture provides reproducible assessment of tumor-immune interactions and may contribute to the identification of immune-related biomarkers of tumor aggressiveness in GBC.
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
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.