Evidence map›Paper›PMID 42131586›Full record

ArticleResearch (Washington, D.C.)2026

Integrated Proteogenomic Characterization Identifies Breast Cancer Immune Subgroups and Subtype-Specific Therapeutic Strategies.

Guozheng Li, Yihai Chen, Yong Liu, Lei Liu, Shuaitong Chen, Wantong Sun, Tianze Pang, Chao Fang, Bo Wei, Xin Zhang and 9 more

Abstract read
In one paragraph

Article in Research (Washington, D.C.), 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

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

1 citing paper in PubMed.

  1. Research progress of lactylation modification in tumors (Review).Experimental and therapeutic medicine · 2026
    Review
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

19 authors.

Guozheng LiDepartment of Breast Surgery, Harbin Medical University Cancer Hospital, Harbin 150040, China.
Yihai ChenDepartment of Breast Surgery, Harbin Medical University Cancer Hospital, Harbin 150040, China.
Yong LiuDepartment of Scientific Research, Mudanjiang Medical University, Mudanjiang, Heilongjiang 157011, China.
Lei LiuDepartment of Breast Surgery, Harbin Medical University Cancer Hospital, Harbin 150040, China.
Shuaitong ChenLC-Bio Technology Co. Ltd., Hangzhou, Zhejiang 310000, China.
Wantong SunDepartment of Breast Surgery, Harbin Medical University Cancer Hospital, Harbin 150040, China.
Tianze PangDepartment of Breast Surgery, Harbin Medical University Cancer Hospital, Harbin 150040, China.
Chao FangLC-Bio Technology Co. Ltd., Hangzhou, Zhejiang 310000, China.
Bo WeiDepartment of Breast Surgery, Harbin Medical University Cancer Hospital, Harbin 150040, China.
Xin ZhangDepartment of Breast Surgery, Harbin Medical University Cancer Hospital, Harbin 150040, China.
Zihan YangDepartment of Breast Surgery, Harbin Medical University Cancer Hospital, Harbin 150040, China.
Hao LiDepartment of Medical Oncology, Harbin Medical University Cancer Hospital, Harbin, China.
Shiyao SuiDepartment of Breast Surgery, Harbin Medical University Cancer Hospital, Harbin 150040, China.
Xiaomei LiDepartment of Pathology, Shenzhen People's Hospital, The Second Clinical Medical College of Jinan University, The First Affiliated Hospital of Southern University of Science and Technology, Shenzhen, China.
Maopeng YangDepartment of Medical Oncology, Harbin Medical University Cancer Hospital, Harbin, China.
Changjun HeDepartment of Thoracic Surgery, Harbin Medical University Cancer Hospital, Harbin, China.
Bin LiuHeilongjiang University of Traditional Chinese Medicine, Harbin, Heilongjiang 150040, China.
Weiyang TaoDepartment of Breast Surgery, The First Affiliated Hospital of Harbin Medical University, Harbin, China.
Shouping XuDepartment of Breast Surgery, Harbin Medical University Cancer Hospital, Harbin 150040, China.ORCID https://orcid.org/0000-0001-6154-3381

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Breast cancer remains the most common malignancy in women worldwide, and its marked heterogeneity continues to impede effective treatment. Immunotherapy has reshaped the therapeutic landscape, yet only a subset of patients achieves durable benefit, in large part because of immune and metabolic diversity within the tumor microenvironment. Posttranslational modifications are key regulators that couple cellular signaling to metabolic and immune homeostasis. Here, we generated a multiomics immune-metabolic atlas of breast cancer by integrating genomics, transcriptomics, proteomics, lactylomics, and phosphoproteomics from 115 tumor and 99 matched adjacent tissue samples. Using immune infiltration profiling, we defined 3 immune-related breast cancer subtypes with distinct metabolic states, posttranslational modifications cross-talk, and mutational landscapes. Integrated analyses revealed that the interplay between protein lactylation and phosphorylation orchestrates glycolytic reprogramming and immune modulation. Furthermore, we identified subtype-specific histone lactylation patterns and signaling rewiring associated with therapeutic response. This atlas provides a comprehensive framework for dissecting immune-metabolic regulation in breast cancer and yields molecular insights to guide subtype-specific precision immunotherapeutic strategies.

Identifiers

PMID42131586
PMCPMC13161541

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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.