Evidence map›Paper›PMID 42176052›Full record

ArticleAnnals of hematology2026

Prognostic model for diffuse large B-cell lymphoma based on an HBV-associated gene signature and immune microenvironment insights.

Guanhua Zhao, Sheng Gao, Yalu Liu

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Article in Annals of hematology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

What it found

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2 · The registry

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

3 authors.

Guanhua Zhao *Department of Respiratory, The 941st Hospital of the People's Liberation Army, Xining Qinghai, 810000, China.
Sheng Gao *Department of Hematology, Cheeloo College of Medicine, Qilu Hospital (Qingdao), Shandong University, 758 Hefei Road, Qingdao, Shandong, 266035, China.
Yalu LiuDepartment of Hematology, Cheeloo College of Medicine, Qilu Hospital (Qingdao), Shandong University, 758 Hefei Road, Qingdao, Shandong, 266035, China. liuyalucrystal@163.com.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Diffuse large B-cell lymphoma (DLBCL) is the most common malignant lymphoma and exhibits significant clinical and molecular heterogeneity. Hepatitis B virus (HBV) infection has been associated with distinct clinicopathological features and an unfavorable prognosis in DLBCL. However, the molecular mechanisms underlying HBV-associated DLBCL and the remodeling of its immune microenvironment remain poorly understood. Through in silico analysis on transcriptomic data from the GEO and TCGA databases, we identified a set of prognostic HBV-associated differentially expressed genes (DEGs) in DLBCL and constructed a prognostic model based on these genes. A total of 72 HBV-associated DEGs were identified. From these, a 13-gene risk signature was constructed from univariate Cox regression and stepwise Akaike Information Criterion (stepAIC) optimization. This model successfully stratified patients into high- and low-risk groups, with differing survival analyses (GSE10846: risk HR = 2.38, p < 0.001; 3-year AUC = 0.753). A combined nomogram integrating clinical data with the HBV-derived signature maintained excellent discriminative ability (3-year AUC = 0.794) and calibration in the external datasets. Immune infiltration analysis revealed that compared to high-risk patients, low-risk patients had a greater total stromal and total immune cells, lower tumor purity, and a higher proportion of cytotoxic T and NK cells. In contrast, high-risk patients exhibited higher counts of M2 macrophages and immune checkpoint-expressing suppressive cells. The 13-gene model, linked to HBV biomarkers, establishes a novel computational framework for risk stratification in DLBCL and highlights key alterations in the tumor immune microenvironment associated with HBV infection. These findings provide a rationale for exploring immunotherapeutic strategies and elucidate the pathogenesis of HBV-related lymphomas.

Indexed as

Hepatitis BHepatitis B virusLymphoma, Large B-Cell, DiffuseTranscriptomeTumor MicroenvironmentFemaleGene Expression ProfilingGene Expression Regulation, NeoplasticHumansMaleMiddle AgedPrognosisGEOHBV-associated DLBCLPrediction modelTCGATumor immune microenvironment

Identifiers

PMID42176052
PMCPMC13375851

What Socratic holds

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LicenceCC BY-NC-ND
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Registered trials

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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 Socratic graph.