Evidence map›Paper›PMID 41749247›Full record

ArticleCancer cell international2026

Multi-omics analyses related to mitochondria and ageing in triple-negative breast cancer implicate PYCR1 potentiates tumor progression.

Jia-Nan Huang, Jingxi Hu, Chao Shi, Chunyan Chu, Haolin Hu

Abstract read
In one paragraph

Article in Cancer cell international, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

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

Who cites it

1 citing paper in PubMed.

  1. Review
4 · The record

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5 · Who and what money

Authors and funding

5 authors.

Jia-Nan HuangDepartment of Breast Center, Zhongda Hospital, Medical School, Southeast University, 87 Dingjiaqiao Road, Jiangsu, 210009, Nanjing, China.
Jingxi HuBachelor of Pharmaceutical Sciences, Monash University, Parkville, 3052, Victoria, Australia.
Chao ShiDepartment of General Surgery, Xuyi County People's Hospital, Xuyi, 211700, Jiangsu, China.
Chunyan ChuDepartment of Pathology, Zhongda Hospital, Medical School, Southeast University, 87 Dingjiaqiao Road, Jiangsu, 210009, Nanjing, China.
Haolin HuDepartment of Breast Center, Zhongda Hospital, Southeast University, 87 Dingjiaqiao Road, Jiangsu, 210009, Nanjing, China. huhaolin1234@163.com.

Funding

National Natural Science Foundation of China 82272668
6 · The paper itself

Abstract

backgroundTriple-negative breast cancer (TNBC), defined by the lack of expression of Estrogen Receptor (ER), Progesterone Receptor (PR), and Human Epidermal Growth Factor Receptor 2 (HER2), is associated with increased rates of recurrence and mortality. Alterations in energy metabolism often accompany malignant transformation of cells, a process closely linked to mitochondrial function. Ageing contributes to tumor progression through multiple mechanisms. This study aims to explore the mechanisms by which mitochondrial function and ageing influence TNBC, providing new targets and strategies for its diagnosis and treatment.

methodsThis study identified mitochondrial ageing-related differentially expressed genes (MAR-DEGs) and constructed a prognostic prediction model based on the TCGA-TNBC (training set) and GSE58812 (validation set) datasets. Differential expression analysis, Log-rank test, univariate Cox regression, random forest, and LASSO regression were employed for screen gene sets with diagnostic and prognostic value. A mitochondrial ageing-related risk score (MARS) model was constructed based on LASSO regression. Further analyses were conducted to examine the correlations between MARS and clinicopathological features, copy number variations, drug sensitivity, immune checkpoint expression, and tumor microenvironment. Finally, bioinformatics analysis was conducted to identify PYCR1 expression and potential functions in TNBC.

resultsBased on 52 MAR-DEGs in TNBC, a prognostic signature composed of 4 MAR-DEGs (PYCR1, MAPT, CEBPA, and BCL2A1) was developed. The nomogram incorporating this signature accurately predicted 3-year, 5-year, and 7-year survival rates. Copy number variation (CNV), drug sensitivity, and tumor immune microenvironment analyses revealed that the high-risk group had higher tumor purity and lower immune cell infiltration, as well as lower immunotherapy sensitivity. Immunohistochemical validation of clinical samples revealed that PYCR1 is significantly overexpressed in TNBC tissues. In vitro functional experiments confirmed that knockdown of PYCR1 significantly inhibits the proliferation, migration, and invasion capabilities of TNBC cells.

conclusionsBy integrating multi-omics data and experimental validation, we successfully developed a MARS model with significant prognostic value. We confirmed the high expression of PYCR1 in TNBC and its function in promoting tumor progression, providing new insights for the precision treatment of TNBC.

Indexed as

Ageing genesMitochondrial genesPrognostic modelsPYCR1TNBC

Identifiers

PMID41749247
PMCPMC13041056

What Socratic holds

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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.