Evidence map›Paper›PMID 41529909›Full record

ArticleJournal for immunotherapy of cancer2026

Decoding adipocyte heterogeneity through single-nucleus transcriptomics unveils subtype-specific adipocytes orchestrate immunosuppressive niches in breast cancer.

Yiwei Tong, Zheng Wang, Niu Qiao, Renhong Huang, Chenghui Wu, Haoyu Wang, Xiaochun Fei, Kunwei Shen, Xiaosong Chen

Abstract read
In one paragraph

Article in Journal for immunotherapy of cancer, 2026. 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

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. Article
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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

9 authors.

Yiwei Tong *Department of General Surgery, Comprehensive Breast Health Center, Ruijin Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai, People's Republic of China.ORCID http://orcid.org/0000-0001-5131-9095
Zheng Wang *Department of General Surgery, Comprehensive Breast Health Center, Ruijin Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai, People's Republic of China.
Niu Qiao *Shanghai Institute of Hematology, State Key Laboratory of Medical Genomics, National Research Center for Translational Medicine at Shanghai, Ruijin Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai, People's Republic of China.
Renhong HuangDepartment of General Surgery, Comprehensive Breast Health Center, Ruijin Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai, People's Republic of China.
Chenghui WuDepartment of General Surgery, Comprehensive Breast Health Center, Ruijin Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai, People's Republic of China.
Haoyu WangDepartment of General Surgery, Comprehensive Breast Health Center, Ruijin Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai, People's Republic of China.
Xiaochun FeiDepartment of Pathology, Ruijin Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai, People's Republic of China chenxiaosong0156@hotmail.com kwshen@medmail.com.cn xcf0222@163.com.
Kunwei ShenDepartment of General Surgery, Comprehensive Breast Health Center, Ruijin Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai, People's Republic of China chenxiaosong0156@hotmail.com kwshen@medmail.com.cn xcf0222@163.com.ORCID http://orcid.org/0000-0002-1961-8666
Xiaosong ChenDepartment of General Surgery, Comprehensive Breast Health Center, Ruijin Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai, People's Republic of China chenxiaosong0156@hotmail.com kwshen@medmail.com.cn xcf0222@163.com.ORCID http://orcid.org/0000-0002-0036-9444

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundWhile adipose tissue constitutes a substantial proportion of breast composition, the functional characteristics and pathological relevance of the adipocyte microenvironment in breast carcinogenesis remain undercharacterized. This study employs single-nucleus RNA sequencing (snRNA-seq) to establish a comprehensive cellular atlas of adipocyte heterogeneity across molecular subtypes of breast cancer, aiming to elucidate subtype-specific adipocyte contributions to tumor microenvironment modulation.

methodssnRNA-seq was performed on breast adipose tissues isolated from individuals without cancer and treatment-naïve breast cancer. Various adipocyte and pre-adipocyte subclusters were identified. Comparative analyses of cellular distribution and transcriptional profiles were performed across disease states and molecular subtypes. Pseudotime, cell communication, and immunofluorescence analyses were further implemented to investigate cellular dynamics and microenvironment interactions.

resultssnRNA-seq data of 86,529 nuclei were obtained. Three adipocyte and seven pre-adipocyte subclusters were identified, of which Adi_LDLR, Pre_Adi_LDLR, and Pre_Adi_LGR4_TGFBR1 were restricted to cancer-associated adipose (CAAs). Adi_LDLR and Pre_Adi_LDLR were enriched in estrogen receptor (ER)-positive CAAs and related to cell senescence and immunosuppression. Pre_Adi_LGR4_TGFBR1 was predominantly present in triple-negative breast cancer, functionally pro-proliferative, immunosuppressive, and lacked normal adipose function. The immunofluorescence intensity of LDLR (p=0.031) and TGFBR1 (p=0.038) was positively associated with disease recurrence, suggesting the formation of immunosuppressive niches by these cancer-specific adipose subsets in both subtypes. Cell communication analyses revealed a specific (pre-) adipocyte-macrophage interaction via ligand-receptor pairs involved in stromal remodeling and tumor migration for ER-positive tumors, whereas tumor proliferation and metastasis for triple-negative ones likely contribute to tumor progression.

conclusionsThis study delineated a distinct adipocyte landscape in breast cancer and subtype-specific immunosuppressive niches fostered by CAAs and (pre-) adipocyte-macrophage interactions. These findings provide novel therapeutic targets for microenvironment-directed interventions in breast oncology.

Indexed as

AdipocytesBreast NeoplasmsTranscriptomeFemaleGene Expression ProfilingHumansTumor MicroenvironmentBreast CancerMacrophageStromaTumor microenvironment - TME

Identifiers

PMID41529909
PMCPMC12815078

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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.