Neural Regeneration Research ›› 2023, Vol. 18 ›› Issue (3): 626-633.doi: 10.4103/1673-5374.350209

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Bioinformatics analysis of ferroptosis in spinal cord injury

Jin-Ze Li1, #, Bao-You Fan1, #, Tao Sun1, #, Xiao-Xiong Wang2, 3, Jun-Jin Li1, Jian-Ping Zhang1, Guang-Jin Gu1, Wen-Yuan Shen1, De-Rong Liu1, Zhi-Jian Wei1, 2, 3, *, Shi-Qing Feng1, 2, 3, *   

  1. 1International Cooperation Base of Spinal Cord Injury, Tianjin Key Laboratory of Spine and Spinal Cord Injury, Department of Orthopedics, Tianjin Medical University General Hospital, Tianjin, China; 2Department of Orthopedics, Qilu Hospital of Shandong University, Jinan, Shandong Province, China; 3Shandong University Centre for Orthopedics, Advanced Medical Research Institute, Cheeloo College of Medicine, Shandong University, Jinan, Shandong Province, China
  • Online:2023-03-15 Published:2022-08-28
  • Contact: Zhi-Jian Wei, PhD, MD, weizhijian2002@126.com; Shi-Qing Feng, PhD, MD, sqfeng@tmu.edu.cn.
  • Supported by:
    The study was supported by National Key Research and Development Project of Stem Cell and Transformation Research, No. 2019YFA0112100 and Tianjin Key Research and Development Plan, Key Projects for Science and Technology Support, No. 19YFZCSY00660 (both to SQF).

Abstract: Ferroptosis plays a key role in aggravating the progression of spinal cord injury (SCI), but the specific mechanism remains unknown. In this study, we constructed a rat model of T10 SCI using a modified Allen method. We identified 48, 44, and 27 ferroptosis genes that were differentially expressed at 1, 3, and 7 days after SCI induction. Compared with the sham group and other SCI subgroups, the subgroup at 1 day after SCI showed increased expression of the ferroptosis marker acyl-CoA synthetase long-chain family member 4 and the oxidative stress marker malondialdehyde in the injured spinal cord while glutathione in the injured spinal cord was lower. These findings with our bioinformatics results suggested that 1 day after SCI was the important period of ferroptosis progression. Bioinformatics analysis identified the following top ten hub ferroptosis genes in the subgroup at 1 day after SCI: STAT3, JUN, TLR4, ATF3, HMOX1, MAPK1, MAPK9, PTGS2, VEGFA, and RELA. Real-time polymerase chain reaction on rat spinal cord tissue confirmed that STAT3, JUN, TLR4, ATF3, HMOX1, PTGS2, and RELA mRNA levels were up-regulated and VEGFA, MAPK1 and MAPK9 mRNA levels were down-regulated. Ten potential compounds were predicted using the DSigDB database as potential drugs or molecules targeting ferroptosis to repair SCI. We also constructed a ferroptosis-related mRNA-miRNA-lncRNA network in SCI that included 66 lncRNAs, 10 miRNAs, and 12 genes. Our results help further the understanding of the mechanism underlying ferroptosis in SCI.

Key words: bioinformatics, drug, ferroptosis, Gene Ontology enrichment analysis, gene-miRNA network, Kyoto Encyclopedia of Genes and Genomes pathway, mRNA-miRNA-lncRNA network, progression, spinal cord injury