Evidence map›Paper›PMID 38578322›Full record

ArticleApoptosis : an international journal on programmed cell death2024

Metabolic Heterogeneity and Potential Immunotherapeutic Responses Revealed by Single-Cell Transcriptomics of Breast Cancer.

Shicong Tang, Qing Wang, Ke Sun, Ying Song, Rui Liu, Xin Tan, Huimeng Li, Yafeng Lv, Fuying Yang, Jiawen Zhao and 16 more

Abstract read
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In one paragraph

Article in Apoptosis : an international journal on programmed cell death, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 8 papers.

0numbers the graph read from it
0cells of the map it votes in
8citing papers in PubMed
2.3field-weighted citation impact, top 12% of its field
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

8 citing papers in PubMed, 10 citations in OpenAlex.

  1. Article
  2. Resistance to neoadjuvant chemotherapy in breast cancers: a metabolic perspective.Journal of experimental & clinical cancer research : CR · 2025
    Review
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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

26 authors at 5 institutions in 1 country.

Shicong TangDepartment of Breast Surgery, Cancer Hospital of Yunnan Province, The Third Affiliated Hospital of Kunming Medical University, Kunming, 650118, Yunnan, People's Republic of China. tang_shicong@126.com.
Qing WangDepartment of Breast Surgery, Cancer Hospital of Yunnan Province, The Third Affiliated Hospital of Kunming Medical University, Kunming, 650118, Yunnan, People's Republic of China.
Ke SunState Key Laboratory of Primate Biomedical Research, Institute of Primate Translational Medicine, Kunming University of Science and Technology, Kunming, Yunnan, 650500, People's Republic of China.
Ying SongDepartment of Breast Surgery, Cancer Hospital of Yunnan Province, The Third Affiliated Hospital of Kunming Medical University, Kunming, 650118, Yunnan, People's Republic of China.
Rui LiuDepartment of Breast Surgery, Cancer Hospital of Yunnan Province, The Third Affiliated Hospital of Kunming Medical University, Kunming, 650118, Yunnan, People's Republic of China.
Xin TanDepartment of Breast Surgery, Cancer Hospital of Yunnan Province, The Third Affiliated Hospital of Kunming Medical University, Kunming, 650118, Yunnan, People's Republic of China.
Huimeng LiDepartment of Breast Surgery, Cancer Hospital of Yunnan Province, The Third Affiliated Hospital of Kunming Medical University, Kunming, 650118, Yunnan, People's Republic of China.
Yafeng LvDepartment of Breast Surgery, Cancer Hospital of Yunnan Province, The Third Affiliated Hospital of Kunming Medical University, Kunming, 650118, Yunnan, People's Republic of China.
Fuying YangDepartment of Breast Surgery, Cancer Hospital of Yunnan Province, The Third Affiliated Hospital of Kunming Medical University, Kunming, 650118, Yunnan, People's Republic of China.
Jiawen ZhaoDepartment of Breast Surgery, Cancer Hospital of Yunnan Province, The Third Affiliated Hospital of Kunming Medical University, Kunming, 650118, Yunnan, People's Republic of China.
Sijia LiDepartment of Breast Surgery, Cancer Hospital of Yunnan Province, The Third Affiliated Hospital of Kunming Medical University, Kunming, 650118, Yunnan, People's Republic of China.
Pingping BiDepartment of Breast Surgery, Cancer Hospital of Yunnan Province, The Third Affiliated Hospital of Kunming Medical University, Kunming, 650118, Yunnan, People's Republic of China.
Jiali YangDepartment of Breast Surgery, Cancer Hospital of Yunnan Province, The Third Affiliated Hospital of Kunming Medical University, Kunming, 650118, Yunnan, People's Republic of China.
Zhengna ZhuState Key Laboratory of Primate Biomedical Research, Institute of Primate Translational Medicine, Kunming University of Science and Technology, Kunming, Yunnan, 650500, People's Republic of China.
Dong ChenDepartment of Ultrasound, Caner Hospital of Yunnan Province, The Third Affiliated Hospital of Kunming Medical University, Kunming, 650118, Yunnan, People's Republic of China.
Zhirui ChuanDepartment of Ultrasound, Caner Hospital of Yunnan Province, The Third Affiliated Hospital of Kunming Medical University, Kunming, 650118, Yunnan, People's Republic of China.
Xiaomao LuoDepartment of Ultrasound, Caner Hospital of Yunnan Province, The Third Affiliated Hospital of Kunming Medical University, Kunming, 650118, Yunnan, People's Republic of China.
Zaoxiu HuDepartment of Pathology, Caner Hospital of Yunnan Province, The Third Affiliated Hospital of Kunming Medical University, Kunming, 650118, Yunnan, People's Republic of China.
Ying LiuDepartment of Pathology, Caner Hospital of Yunnan Province, The Third Affiliated Hospital of Kunming Medical University, Kunming, 650118, Yunnan, People's Republic of China.
Zhenhui LiDepartment of Radiology, Caner Hospital of Yunnan Province, The Third Affiliated Hospital of Kunming Medical University, Kunming, 650118, Yunnan, People's Republic of China.
Tengfei KeDepartment of Radiology, Caner Hospital of Yunnan Province, The Third Affiliated Hospital of Kunming Medical University, Kunming, 650118, Yunnan, People's Republic of China.
Dewei JiangKey Laboratory of Animal Models and Human, Disease Mechanisms of Chinese Academy of Sciences and Yunnan Province, Kunming Institute of Zoology, Kunming, Yunnan, China.
Kai ZhengDepartment of Breast Surgery, Cancer Hospital of Yunnan Province, The Third Affiliated Hospital of Kunming Medical University, Kunming, 650118, Yunnan, People's Republic of China.
Rirong YangCenter for Genomic and Personalized Medicine, Guangxi key Laboratory for Genomic and Personalized Medicine, Guangxi Collaborative Innovation Center for Genomic and Personalized Medicine, Guangxi Medical University, Nanning, Guangxi, 530021, People's Republic of China. 520yrr@163.com.
Kai ChenState Key Laboratory of Primate Biomedical Research, Institute of Primate Translational Medicine, Kunming University of Science and Technology, Kunming, Yunnan, 650500, People's Republic of China. kchbio@yahoo.com.
Rong GuoDepartment of Breast Surgery, Cancer Hospital of Yunnan Province, The Third Affiliated Hospital of Kunming Medical University, Kunming, 650118, Yunnan, People's Republic of China. guorong2320@126.com.
Kunming Medical University · CNKunming University of Science and Technology · CNChinese Academy of Sciences · CNGuangxi Medical University · CNYunnan Yingmao Biotechnology (China) · CN

Funding

Beijing Science And Technology Innovation Medical Development Foundation grant no. KC2021-JK-0044-6Kunming Medical University 2022 Postgraduate Innovation Fund grant no. 2022S302National Natural Science Foundation of China grant no. 81960542 and 81960517Natural Science Foundation of Yunnan Province (subtitle: major basic research project) grant no. 202001BC070001, 202102AA100053Science and Technology Project of Yunnan Provincial Science and Technology Department grant no. 202001AU070053, 202001AU070093 and 202201AY070001-169Yunnan Health Training Project of High Level Talents grant no. H-2019075
6 · The paper itself

Abstract

backgroundBreast cancer (BC) exhibits remarkable heterogeneity. However, the transcriptomic heterogeneity of BC at the single-cell level has not been fully elucidated.

methodsWe acquired BC samples from 14 patients. Single-cell RNA sequencing (scRNA-seq), bioinformatic analyses, along with immunohistochemistry (IHC) and immunofluorescence (IF) assays were carried out.

resultsAccording to the scRNA-seq results, 10 different cell types were identified. We found that Cancer-Associated Fibroblasts (CAFs) exhibited distinct biological functions and may promote resistance to therapy. Metabolic analysis of tumor cells revealed heterogeneity in glycolysis, gluconeogenesis, and fatty acid synthetase reprogramming, which led to chemotherapy resistance. Furthermore, patients with multiple metastases and progression were predicted to benefit from immunotherapy based on a heterogeneity analysis of T cells and tumor cells.

conclusionsOur findings provide a comprehensive understanding of the heterogeneity of BC, provide comprehensive insight into the correlation between cancer metabolism and chemotherapy resistance, and enable the prediction of immunotherapy responses based on T-cell heterogeneity.

Indexed as

Breast NeoplasmsImmunotherapySingle-Cell AnalysisTranscriptomeCancer-Associated FibroblastsDrug Resistance, NeoplasmFemaleGene Expression Regulation, NeoplasticGenetic HeterogeneityHumansMiddle AgedTumor MicroenvironmentBreast cancerChemotherapyImmunotherapeutic responseMetabolic heterogeneitySingle-cell RNA sequencing

Identifiers

PMID38578322
OpenAlexW4393987802

What OpenQuestion holds

Textmetadata
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Registered trials

None linked

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.