Evidence map›Paper›PMID 41656296›Full record

ArticleScientific reports2026

Development of a lactate metabolism signature for predicting homologous recombination repair status in breast cancer.

Yejue Lin, Lingting Jiang, Shiyao Hu, Yun Zhang, Ming Luo

Abstract read
In one paragraph

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

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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.

Yejue LinDepartment of General Surgery, First Affiliated Hospital of Huzhou University, After Square Road 158#, Huzhou, 313000, Zhejiang, China.
Lingting JiangHaiyan People's Hospital, Jiaxing University, Jiaxing, 314300, Zhejiang, China.
Shiyao HuDepartment of Breast Surgery and Oncology, The Second Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, 310009, China.
Yun ZhangHaiyan People's Hospital, Jiaxing University, Jiaxing, 314300, Zhejiang, China. yunzhang@zjxu.edu.cn.
Ming LuoDepartment of General Surgery, First Affiliated Hospital of Huzhou University, After Square Road 158#, Huzhou, 313000, Zhejiang, China. 3170104465@zju.edu.cn.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Homologous recombination repair deficiency (HRD) is a key biomarker for targeting breast cancer (BC) with PARP inhibitors (e.g., olaparib), but its detection usually requires a comprehensive genomic analysis. We explored whether metabolic signatures could indicate HRD status. We refined published lactate metabolism gene sets to develop an HRD-related lactate signature using least absolute shrinkage and selection operator (LASSO) regression. Using this signature, we stratifiedmore than1000 TCGA BC samples into high- and low-risk groups. We compared tumor immune-cell composition between groups using CIBERSORT and assessed associations with sensitivity to over 500 anticancer drugs using the GDSC2 and CTRP2 databases. A two-gene lactate metabolism signature (HPDL and SLC16A8) was constructed to stratify patients into high- and low-risk prognostic groups. The high-risk group had significantly worse overall survival. High-risk tumors presented immunosuppressive features (reduced CD8+ T cells and follicular helper T cells, and increased M2 macrophages) and higher lactate metabolism scores than low-risk tumors did. Drug response analysis revealed that the low-risk group was more sensitive to several targeted agents, notably Nutlin-3 (an MDM2–p53 pathway inhibitor). We established a novel lactate metabolism signature that is predictive of prognosis and HRD in patients withBC. This signature provides mechanistic insight into the link between tumor metabolism and DNA repair and may help guide targeted therapy selection (e.g., MDM2 inhibitors) forbreast cancer patients.

Indexed as

Breast NeoplasmsLactic AcidRecombinational DNA RepairBiomarkers, TumorFemaleGene Expression Regulation, NeoplasticHumansMonocarboxylic Acid TransportersPiperazinesPrognosisBiomarkers, TumorLactic AcidMonocarboxylic Acid TransportersPiperazinesBreast cancerHomologous recombination deficiency (HRD)Lactate metabolismNutlin-3PARP inhibitorTargeted therapy

Identifiers

PMID41656296
PMCPMC12886806

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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.