Evidence map›Paper›PMID 41488617›Full record

ArticleFrontiers in immunology2025

LST1: a novel biomarker for efferocytosis in the co-occurrence of type 2 diabetes mellitus and clear cell renal cell carcinoma.

Yuru Yang, Tingting Chen, Zhicheng Xu, Jialing Cai, Wenli Wang, Lan Pan, Xiaotian Cheng, Andong Wang

Abstract read
In one paragraph

Article in Frontiers in immunology, 2025. 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

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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.

2 · The registry

The trial behind it

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3 · Its place in the literature

Who cites it

2 citing papers in PubMed.

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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

8 authors.

Yuru Yang *School of Pharmacy, Nantong University, Nantong, Jiangsu, China.
Tingting Chen *School of Pharmacy, Nantong University, Nantong, Jiangsu, China.
Zhicheng Xu *School of Pharmacy, Nantong University, Nantong, Jiangsu, China.
Jialing CaiSchool of Pharmacy, Nantong University, Nantong, Jiangsu, China.
Wenli WangSchool of Pharmacy, Nantong University, Nantong, Jiangsu, China.
Lan PanCollege of Traditional Chinese Medicine, Xinjiang Medical University, Urumqi, China.
Xiaotian ChengDepartment of Pharmacy, Yancheng Clinical College of Xuzhou Medical University & First People's Hospital of Yancheng, Yancheng, Jiangsu, China.
Andong WangSchool of Pharmacy, Nantong University, Nantong, Jiangsu, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: The rising global incidence of clear cell renal cell carcinoma (ccRCC) often coincides with metabolic disorders like type 2 diabetes mellitus (T2DM). However, the association between these two conditions remains unclear. This study aimed to identify common molecular pathways and novel biomarkers for the comorbidity of T2DM and ccRCC. Methods: Utilizing single-cell transcriptomic datasets from the GEO public database, this study identified heterogeneous cell characteristics and core subpopulations in T2DM and ccRCC. Immune infiltration was assessed using the GSEA algorithm, and a prognostic model was optimized through machine learning algorithms. Key genes were pinpointed in conjunction with the optimal model's score. Subsequently, Results: Single-cell sequencing analysis revealed that efferocytosis was notably active in dead cell clearance in T2DM. In ccRCC, macrophages regulated efferocytosis to facilitate antigen presentation, modulate inflammation, and promote intercellular communication. Integrating machine learning and transcriptome analysis, we identified LST1 as a pivotal regulatory gene in both T2DM and ccRCC (AUC> 0.745). This result suggests that LST1 is involved in regulating macrophage-mediated efferocytosis and immune communication. Analysis of immune infiltration suggests that LST1-mediated efferocytosis may influence ccRCC susceptibility or disease progression by sustaining immune signaling activation and disrupting regulatory balance, potentially stemming from early inflammation in T2DM. Validation through Conclusion: This study initially identified LST1 as a pivotal regulatory factor in the co-occurrence of T2DM and ccRCC, emphasizing its essential involvement in the immune interaction within the hyperglycemia-induced microenvironment of ccRCC. These results not only elucidated the immunomodulatory role of LST1 in individual diseases but also delineated an immunological continuum bridging diverse conditions, providing a novel framework for investigating the immune pathways implicated in the concurrent presence of diabetes and malignancies.

Indexed as

Carcinoma, Renal CellDiabetes Mellitus, Type 2EfferocytosisIntracellular Signaling Peptides and ProteinsKidney NeoplasmsMembrane ProteinsBiomarkersComorbidityDatasets as TopicHumansMachine LearningPrediction AlgorithmsPrognosisReproducibility of ResultsSingle-Cell AnalysisTranscriptomeBiomarkersIntracellular Signaling Peptides and ProteinsLST1 protein, humanMembrane Proteinsbiomarkersclear cell renal cell carcinomamachine learningsingle-cell RNA sequencingtype 2 diabetes mellitus

Identifiers

PMID41488617
PMCPMC12757293

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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.