Evidence map›Paper›PMID 41518478›Full record

ArticleApoptosis : an international journal on programmed cell death2026

LncRNA PVT1 drives macrophage polarization and triple-negative breast cancer progression via PPARγ-mediated transcriptional activation​.

Xiaobin Zhang, Jingru Yang, Junqiang Niu, Xu Hui, Weize Kong, Xiaoling Ling, Fei Su, Yongbin Lu

Abstract read
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In one paragraph

Article in Apoptosis : an international journal on programmed cell death, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
2citing papers in PubMed, 1 pooled it
–field-weighted citation impact
1 · What the graph read from it

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.

2 · The registry

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.

3 · Its place in the literature

Who cites it

2 citing papers in PubMed, 1 synthesis or guideline pooled it.

  1. Pooled it
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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.

Xiaobin Zhang *Department of Breast Surgery, The First Hospital of Lanzhou University, Lanzhou, 730000, China.
Jingru Yang *Department of Oncology, The First Hospital of Lanzhou University, Lanzhou, 730000, China.
Junqiang Niu *Department of Traditional Chinese Medicine, The First Hospital of Lanzhou University, Lanzhou, 730000, China.
Xu HuiSchool of Public Health, Lanzhou University, No. 222 Tianshui South Road Chengguan District, Lanzhou, 730000, Gansu Province, China.
Weize KongSchool of Public Health, Lanzhou University, No. 222 Tianshui South Road Chengguan District, Lanzhou, 730000, Gansu Province, China.
Xiaoling LingThe First Hospital of Lanzhou University, Lanzhou University, 1 Donggang West Road, Chengguan District, Lanzhou, 730000, Gansu Province, China.
Fei SuDepartment of Oncology, The First Hospital of Lanzhou University, Lanzhou, 730000, China. sufei19881216@163.com.
Yongbin LuSchool of Public Health, Lanzhou University, No. 222 Tianshui South Road Chengguan District, Lanzhou, 730000, Gansu Province, China. luyb@lzu.edu.cn.

Funding

Gansu Provincial Department of Education Project No. 2022B-003The Fundamental Research Funds for the Central Universities No. lzujbky-2024-pd01The National Natural Science Foundation of China No. 82460558The Natural Science Foundation of Gansu Province No. 22JR5RA907, No. 22JR5RA910
6 · The paper itself

Abstract

Triple-negative breast cancer (TNBC) is a clinically aggressive subtype with limited therapeutic strategies. Although long non-coding RNAs (lncRNAs) are increasingly linked to tumor progression, their regulatory role in macrophage polarization during TNBC remains unclear. This study investigates the molecular interplay between lncRNA PVT1 and PPARγ in driving macrophage reprogramming during TNBC progression. Utilizing an orthotopic TNBC mouse model, single-cell RNA sequencing (scRNA-seq) identified nine distinct cell types, with pseudotime trajectory analysis revealing macrophage accumulation in advanced tumor stages. Reannotation of macrophages highlighted M2-like polarization dominance during TNBC development. Bulk sequencing of TNBC macrophages and integrated GEO/TCGA analyses identified PPARγ as a key regulator and PVT1 as a differentially expressed lncRNA in TNBC versus normal tissues. In vitro experiments with THP-1/U937 macrophages demonstrated that PVT1 knockdown or PPARγ modulation altered macrophage polarization, subsequently affecting MDA-MB-231 and MCF-7 breast cancer cell proliferation and invasion. Mechanistically, RNA/DNA pulldown and luciferase assays confirmed that PVT1 recruits NOP56 and E2F1 to form a transcriptional complex, enhancing E2F1-driven PPARγ expression. In vivo, orthotopic tumors generated from PVT1-silenced THP-1/MDA-MB-231 cell mixtures exhibited suppressed growth, increased M1-like macrophages, and elevated apoptosis (TUNEL assay), whereas PPARγ overexpression accelerated tumor progression with M2-dominant infiltration (flow cytometry). These findings establish lncRNA PVT1 as a critical epigenetic scaffold coordinating NOP56-E2F1-PPARγ signaling to polarize macrophages toward a pro-tumorigenic M2 phenotype, thereby fueling TNBC aggressiveness. This study unveils novel therapeutic targets for TNBC by disrupting the PVT1-PPARγ axis to rebalance macrophage dynamics and induce tumor-suppressive immunity.

Indexed as

MacrophagesPPAR gammaRNA, Long NoncodingTranscriptional ActivationTriple Negative Breast NeoplasmsAnimalsCell Line, TumorCell ProliferationDisease ProgressionFemaleGene Expression Regulation, NeoplasticHumansMacrophage ActivationMCF-7 CellsMDA-MB-231 CellsMicePPAR gammaPPARG protein, humanPVT1 long-non-coding RNA, humanRNA, Long NoncodingLong Non-Coding RNA PVT1Macrophage polarizationPPARγSingle-Cell RNA sequencingTriple-Negative breast cancer

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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 OpenQuestion graph.