Evidence map›Paper›PMID 41546015›Full record

ArticleBMC medical genomics2026

Decoding the diabetes-pancreatic adenocarcinoma connection: the critical role of PILRA in intermediate monocyte activity.

Chao Lv, Zhenhua Liu, Shuaimin Zhang, Shengpeng Yang, Guoliang Wang, Jingjing Xiao

Abstract read
In one paragraph

Article in BMC medical genomics, 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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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.

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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

6 authors.

Chao LvHepatobiliary Surgery, Guizhou Provincial People's Hospital, GuiYang, China.
Zhenhua LiuHepatobiliary Surgery, Guizhou Provincial People's Hospital, GuiYang, China.
Shuaimin ZhangHepatobiliary Surgery, Guizhou Provincial People's Hospital, GuiYang, China.
Shengpeng YangHepatobiliary Surgery, Guizhou Provincial People's Hospital, GuiYang, China.
Guoliang WangHepatobiliary Surgery, Guizhou Provincial People's Hospital, GuiYang, China.
Jingjing XiaoHepatobiliary Surgery, Guizhou Provincial People's Hospital, GuiYang, China. 641720046@qq.com.

Funding

Basic Research Program of Guizhou Provincial Science and Technology Department QKHJ-ZK[2024] General 466National Natural Science Foundation of China 82360483Talent Fund of Guizhou Provincial People's Hospital Hospital Talent Project 2023-27
6 · The paper itself

Abstract

Diabetes is a well-known risk factor for pancreatic adenocarcinoma (PAAD), yet the underlying molecular mechanisms remain unclear. This study employs single-cell sequencing to analyze gene expression patterns and uses Mendelian randomization to assess the association between genetic variations in specific genes and the risk of PAAD. Our findings reveal a significant reduction in the proportion of monocytes in patients with both diabetes and PAAD. Monocytes play a crucial role in the progression of both diseases. Notably, we identified an increase in intermediate monocytes (CD14 + + CD16+) in both conditions. These cells exhibit significant activation of the LGALS9-CD45 receptor, increased metabolic activity, and enhanced involvement in disease pathways. We demonstrate that intermediate monocytes are key cellular players in the link between diabetes and PAAD. Using dual-sample Mendelian randomization, we identified genetic variations in PILRA, a highly variable gene in intermediate monocytes, as a risk factor for PAAD. PILRA + intermediate monocytes show higher metabolic activity and stronger immune cell communication compared to PILRA- cells, suggesting an important role in tumor microenvironment regulation and immune cell activation inhibition. This biological function is associated with cytokine-mediated signaling, focal adhesion, and NOD-like receptor signaling pathways. RT-qPCR validation of PBMC samples indicates a statistically significant, progressive increase in PILRA expression in patients with PAAD, diabetes, and those with both conditions. In summary, this study uncovers the critical role of intermediate monocytes in diabetes-induced PAAD and proposes PILRA as a potential therapeutic target.

Indexed as

AdenocarcinomaDiabetes MellitusMonocytesPancreatic NeoplasmsFemaleGene Expression Regulation, NeoplasticHumansMendelian Randomization AnalysisDiabetesIntermediate monocyteMendelian randomizationPancreatic adenocarcinomaPILRASingle-cell RNA sequencing

Identifiers

PMID41546015
PMCPMC12895758

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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.