Comprehensive analysis of the metabolomics and transcriptomics uncovers the dysregulated network and potential biomarkers of Triple Negative Breast Cancer

被引:2
作者
Gong, Sisi [1 ]
Huang, Rongfu [1 ]
Wang, Meie [1 ]
Lian, Fen [1 ]
Wang, Qingshui [2 ]
Liao, Zhijun [3 ]
Fan, Chunmei [1 ]
机构
[1] Fujian Med Univ, Affiliated Hosp 2, Clin Lab Ctr, Quanzhou, Peoples R China
[2] Fujian Univ Tradit Chinese Med, Coll Integrat Med, Fuzhou, Peoples R China
[3] Fujian Med Univ, Sch Basic Med Sci, Dept Biochem & Mol Biol, Fuzhou, Peoples R China
基金
中国国家自然科学基金;
关键词
Triple-negative breast cancer; Metabolomics; Transcriptomics; Biomarker; Pathways; MONOAMINE-OXIDASE; GLUCONEOGENESIS; EXPRESSION; TYROSINE; REVEALS;
D O I
10.1186/s12967-024-05843-y
中图分类号
R-3 [医学研究方法]; R3 [基础医学];
学科分类号
1001 ;
摘要
Triple-negative breast cancer (TNBC) is known for its aggressive nature, lack of effective diagnostic tools and treatments, and generally poor prognosis. The objective of this study was to investigate metabolic changes in TNBC using metabolomics approaches and explore the underlying mechanisms through integrated analysis with transcriptomics. In this study, serum untargeted metabolic profiles were first examined between 18 TNBC patients and 21 healthy control (HC) subjects using liquid chromatography-mass spectrometry (LC-MS), identifying a total of 22 significantly differential metabolites (DMs). Subsequently, receiver operating characteristic analysis revealed that 7-methylguanine could serve as a potential biomarker for TNBC in both the discovery and validation sets. Additionally, transcriptomic datasets were retrieved from the GEO database to identify differentially expressed genes (DEGs) between TNBC and normal tissues. An integrative analysis of the DMs and DEGs was conducted, uncovering potential molecular mechanisms underlying TNBC. Notably, three pathways-tyrosine metabolism, phenylalanine metabolism, and glycolysis/gluconeogenesis-were enriched, providing insight into the energy metabolism disorders in TNBC. Within these pathways, two DMs (4-hydroxyphenylacetaldehyde and oxaloacetic acid) and six DEGs (MAOA, ADH1B, ADH1C, AOC3, TAT, and PCK1) were identified as key components. In summary, this study highlights metabolic biomarkers that could potentially be used for the diagnosis and screening of TNBC. The comprehensive analysis of metabolomics and transcriptomics data offers a validated and in-depth understanding of TNBC metabolism.
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页数:17
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共 51 条
[1]  
Alshehri Bader, 2024, Saudi Journal of Biological Sciences, V31, P103896, DOI 10.1016/j.sjbs.2023.103896
[2]   Metabolite Profiling Reveals the Glutathione Biosynthetic Pathway as a Therapeutic Target in Triple-Negative Breast Cancer [J].
Beatty, Alexander ;
Fink, Lauren S. ;
Singh, Tanu ;
Strigun, Alexander ;
Peter, Erik ;
Ferrer, Christina M. ;
Nicolas, Emmanuelle ;
Cai, Kathy Q. ;
Moran, Timothy P. ;
Reginato, Mauricio J. ;
Rennefahrt, Ulrike ;
Peterson, Jeffrey R. .
MOLECULAR CANCER THERAPEUTICS, 2018, 17 (01) :264-275
[3]   Nur77 suppresses hepatocellular carcinoma via switching glucose metabolism toward gluconeogenesis through attenuating phosphoenolpyruvate carboxykinase sumoylation [J].
Bian, Xue-li ;
Chen, Hang-zi ;
Yang, Peng-bo ;
Li, Ying-ping ;
Zhang, Fen-na ;
Zhang, Jia-yuan ;
Wang, Wei-jia ;
Zhao, Wen-xiu ;
Zhang, Sheng ;
Chen, Qi-tao ;
Zheng, Yu ;
Sun, Xiao-yu ;
Wang, Xiao-min ;
Chien, Kun-Yi ;
Wu, Qiao .
NATURE COMMUNICATIONS, 2017, 8
[4]   Integrated bioinformatic analysis of potential biomarkers of poor prognosis in triple-negative breast cancer [J].
Bissanum, Rassanee ;
Kamolphiwong, Rawikant ;
Navakanitworakul, Raphatphorn ;
Kanokwiroon, Kanyanatt .
TRANSLATIONAL CANCER RESEARCH, 2022, 11 (09) :3039-+
[5]   UALCAN: A Portal for Facilitating Tumor Subgroup Gene Expression and Survival Analyses [J].
Chandrashekar, Darshan S. ;
Bashel, Bhuwan ;
Balasubramanya, Sai Akshaya Hodigere ;
Creighton, Chad J. ;
Ponce-Rodriguez, Israel ;
Chakravarthi, Balabhadrapatruni V. S. K. ;
Varambally, Sooryanarayana .
NEOPLASIA, 2017, 19 (08) :649-658
[6]   Increased Vascular Adhesion Protein 1 (VAP-1) Levels Are Associated with Alternative M2 Macrophage Activation and Poor Prognosis for Human Gliomas [J].
Chang, Shu-Jyuan ;
Tu, Hung-Pin ;
Lai, Yen-Chang Clark ;
Luo, Chi-Wen ;
Nejo, Takahide ;
Tanaka, Shota ;
Chai, Chee-Yin ;
Kwan, Aij-Lie .
DIAGNOSTICS, 2020, 10 (05)
[7]   Identification, prioritization, and evaluation of glycoproteins for aggressive prostate cancer using quantitative glycoproteomics and antibody-based assays on tissue specimens [J].
Chen, Jing ;
Xi, Jiefeng ;
Tian, Yuan ;
Bova, George Steven ;
Zhang, Hui .
PROTEOMICS, 2013, 13 (15) :2268-2277
[8]   A comprehensive analysis of metabolomics and transcriptomics in non-small cell lung cancer [J].
Chen Ruiying ;
Li Zeyun ;
Yuan Yongliang ;
Zhu Zijia ;
Zhang Ji ;
Tian Xin ;
Zhang Xiaojian .
PLOS ONE, 2020, 15 (05)
[9]   Progesterone receptor-B enhances estrogen responsiveness of breast cancer cells via scaffolding PELP1-and estrogen receptor-containing transcription complexes [J].
Daniel, A. R. ;
Gaviglio, A. L. ;
Knutson, T. P. ;
Ostrander, J. H. ;
D'Assoro, A. B. ;
Ravindranathan, P. ;
Peng, Y. ;
Raj, G. V. ;
Yee, D. ;
Lange, C. A. .
ONCOGENE, 2015, 34 (04) :506-515
[10]   Receptor Tyrosine Kinases and Their Signaling Pathways as Therapeutic Targets of Curcumin in Cancer [J].
Dev, Sareshma Sudhesh ;
Abidin, Syafiq Asnawi Zainal ;
Farghadani, Reyhaneh ;
Othman, Iekhsan ;
Naidu, Rakesh .
FRONTIERS IN PHARMACOLOGY, 2021, 12