Skip to main content

ORIGINAL RESEARCH article

Front. Mol. Biosci.

Sec. Metabolomics

Volume 11 - 2024 | doi: 10.3389/fmolb.2024.1460186

Integrated transcriptomic and metabolomic analysis reveals the effects of EMMPRIN on nucleotide metabolism and 1C metabolism in AS mouse BMDMs

Provisionally accepted
Yun Zhang Yun Zhang 1*Diyuan Zhang Diyuan Zhang 2*Zulong Xie Zulong Xie 3Tianli Xia Tianli Xia 3*Lili Zou Lili Zou 3*Zhuo Zeng Zhuo Zeng 1*Lingying Wang Lingying Wang 1*Guozhu Chen Guozhu Chen 3*Xing Liang Xing Liang 3*
  • 1 First Clinical Medical College, Chongqing Medical University, Chongqing, Chongqing, China
  • 2 Secend Clinical Medical College, Chongqing Medical University, Chongqing, China
  • 3 Second Affiliated Hospital, Chongqing Medical University, Chongqing, China

The final, formatted version of the article will be published soon.

    Background: Extracellular matrix metalloproteinase inducer (EMMPRIN) has been considered as a key promoting factor in atherosclerosis (AS). Some studies have shown that regulating EMMPRIN expression in bone marrow-derived macrophages (BMDMs) of ApoE-/- mice can affect plaque stability, but the mechanism was not clear. Methods: AS model mice were built from high-fat-feeding ApoE-/- mice, and were divided into siE group and CON group. The BMDMs and aortas from AS mice were harvested following in vivo treatment with either EMMPRIN siRNA (siEMMPRIN) or saline. Transcriptomic and metabolomic profiles were analyzed using RNA-sequencing and LC-MS/MS, respectively. The efficacy of siEMMPRIN was assessed through quantitative real-time PCR and western blotting. Immunofluorescence staining was employed to measure EMMPRIN expression within aortic atherosclerotic plaques. Cell proliferation was monitored using the Cell Counting Kit-8, while flow cytometry was utilized to analyze cell cycle. Additionally, seahorse analysis and oil red O staining were conducted to verify glucose and lipid metabolism, respectively. Results: A total of 3282 differentially expressed metabolites and 16138 differentially expressed genes were identified. The nucleotide metabolism and one-carbon (1C) metabolism were identified as major altered pathways at both the transcriptional and metabolic levels. Metabolomic results identified increased levels of glycine, serine, betaine and SAM to SAH ratio and decreased levels of DMG and SAH in 1C metabolism, accompanied by the accumulation of nucleotides, bases and ribose in nucleotide metabolism.Transcriptomics results shown that Dnmt, Gnmt, Mthfd2, Dhfr were down-regulated, while Bhmt and Mthfr were up-regulated in 1C metabolism. And numerous genes involved in de novo nucleotide synthesis, pentose phosphate pathway and dNTP production were significantly inhibited, which may be associated with decreased BMDMs proliferation and cell cycle arrest in the G0/G1 phase. Multi-omics results also showed changes in glucose and lipid metabolism. Seahorse assay confirmed reduced glycolysis and oxidative phosphorylation levels and Oil Red O staining confirmed the decrease of lipid droplets in siE group. Conclusion: The integrated metabolomic and transcriptomic analysis suggested that nucleotide metabolism and 1C metabolism may be major metabolic pathways affected by siEMMPIN in AS mouse BMDMs. Our study contributes to a better understanding of the role of EMMPRIN in AS development.

    Keywords: EMMPRIN, Atherosclerosis, metabolomic, transcriptomic, BMDMs, nucleotide metabolism, One-carbon metabolism

    Received: 05 Jul 2024; Accepted: 27 Dec 2024.

    Copyright: © 2024 Zhang, Zhang, Xie, Xia, Zou, Zeng, Wang, Chen and Liang. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.

    * Correspondence:
    Yun Zhang, First Clinical Medical College, Chongqing Medical University, Chongqing, Chongqing, China
    Diyuan Zhang, Secend Clinical Medical College, Chongqing Medical University, Chongqing, China
    Tianli Xia, Second Affiliated Hospital, Chongqing Medical University, Chongqing, China
    Lili Zou, Second Affiliated Hospital, Chongqing Medical University, Chongqing, China
    Zhuo Zeng, First Clinical Medical College, Chongqing Medical University, Chongqing, Chongqing, China
    Lingying Wang, First Clinical Medical College, Chongqing Medical University, Chongqing, Chongqing, China
    Guozhu Chen, Second Affiliated Hospital, Chongqing Medical University, Chongqing, China
    Xing Liang, Second Affiliated Hospital, Chongqing Medical University, Chongqing, China

    Disclaimer: All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article or claim that may be made by its manufacturer is not guaranteed or endorsed by the publisher.

    Research integrity at Frontiers

    Man ultramarathon runner in the mountains he trains at sunset

    94% of researchers rate our articles as excellent or good

    Learn more about the work of our research integrity team to safeguard the quality of each article we publish.


    Find out more