Identification of Ferroptosis-Associated Genes in Prostate Cancer by Bioinformatics Analysis

被引:7
作者
Wo, Qijun [1 ]
Liu, Zhenghong [2 ]
Hu, Linyi [1 ]
机构
[1] Zhejiang Prov Peoples Hosp, Affiliated Peoples Hosp, Hangzhou Med Coll, Urol & Nephrol Ctr, Hangzhou, Peoples R China
[2] Zhejiang Chinese Med Univ, Clin Med Coll 2, Hangzhou, Peoples R China
关键词
ferroptosis potential index; prostate cancer; tumor mutation burden; BCR-free survival; drug resistance; DIFFERENTIAL EXPRESSION ANALYSIS; RECURRENCE; PREDICT; PACKAGE;
D O I
10.3389/fgene.2022.852565
中图分类号
Q3 [遗传学];
学科分类号
071007 ; 090102 ;
摘要
Background: In order to reveal the functions of ferroptosis in prostate cancer (PCa), a ferroptosis potential index (FPI) was built. This study researched the influence of ferroptosis on gene mutations, various cellular signaling pathways, biochemical recurrence (BCR), and drug resistance in both FPI-high and FPI-low groups.Methods: RNA-seq, somatic mutation data, and clinical data were obtained from The Cancer Genome Atlas (TCGA). FPI values were calculated. All samples were divided into FPI-high and FPI-low groups. The BCR-free survival rate, tumor mutation burden (TMB) value, cellular signaling pathway, differentially expressed genes (DEGs), and drug resistance in the two FPI groups were identified. Human PCa cells, LNCaP, were treated with ferroptosis inducer erastin or inhibitor ferrostatin-1. The expression of hub genes was detected by qRT-PCR and Western blot.Results: A high FPI level was significantly related to poor BCR-free survival. Also, higher TMB value was found in the FPI-high group, and FPI was shown to be associated with gene mutations. Then, genes in both groups were revealed to be enriched in different pathways. A total of 310 DEGs were identified to be involved in muscle system processes and neuroactive ligand-receptor interactions. A total of 101 genes were found to be related to BCR-free survival, and a protein-protein interaction (PPI) network was constructed. Two sub-modules were identified by MCODE, and eight hub genes were screened out, among which SYT4 had higher expression levels and poorer BCR-free survival in the FPI-high group, while the remaining hub genes had lower expression levels and poorer BCR-free survival. Drug sensitivity was revealed to be different in the two groups by study on the IC50 data of different molecules and ferroptosis regulator gene (FRG) expressions. Finally, erastin increased the expression of SYT4 in LNCaP and decreased the expression of the other four genes (ACTC1, ACTA1, ACTN2, and MYH6), while ferrostatin-1 led to the opposite results. The molecular experimental results were consistent with those of bioinformatics analysis, except TNNI1, TNNC2, and NRAP.Conclusion: The current research depicted the ferroptosis level and FRGs in PCa. Ferroptosis was related to TMB value, BCR-free survival, and drug resistance. This study will be beneficial to further research studies on ferroptosis-related molecular mechanisms.
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页数:12
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共 28 条
  • [1] Actin alpha cardiac muscle 1 gene expression is upregulated in the skeletal muscle of men undergoing androgen deprivation therapy for prostate cancer
    Cheung, Ada S.
    de Rooy, Casey
    Levinger, Itamar
    Rana, Kesha
    Clarke, Michele V.
    How, Jackie M.
    Garnham, Andrew
    McLean, Catriona
    Zajac, Jeffrey D.
    Davey, Rachel A.
    Grossmann, Mathis
    [J]. JOURNAL OF STEROID BIOCHEMISTRY AND MOLECULAR BIOLOGY, 2017, 174 : 56 - 64
  • [2] Ferroptosis: An Iron-Dependent Form of Nonapoptotic Cell Death
    Dixon, Scott J.
    Lemberg, Kathryn M.
    Lamprecht, Michael R.
    Skouta, Rachid
    Zaitsev, Eleina M.
    Gleason, Caroline E.
    Patel, Darpan N.
    Bauer, Andras J.
    Cantley, Alexandra M.
    Yang, Wan Seok
    Morrison, Barclay, III
    Stockwell, Brent R.
    [J]. CELL, 2012, 149 (05) : 1060 - 1072
  • [3] Eling Nils, 2015, Oncoscience, V2, P517
  • [4] How do we fit ferroptosis in the family of regulated cell death?
    Fearnhead, Howard O.
    Vandenabeele, Peter
    Vanden Berghe, Tom
    [J]. CELL DEATH AND DIFFERENTIATION, 2017, 24 (12) : 1991 - 1998
  • [5] Unsolved mysteries: How does lipid peroxidation cause ferroptosis?
    Feng, Huizhong
    Stockwell, Brent R.
    [J]. PLOS BIOLOGY, 2018, 16 (05):
  • [6] Ferroptosis Inducers Are a Novel Therapeutic Approach for Advanced Prostate Cancer
    Ghoochani, Ali
    Hsu, En-Chi
    Aslan, Merve
    Rice, Meghan A.
    Nguyen, Holly M.
    Brooks, James D.
    Corey, Eva
    Paulmurugan, Ramasamy
    Stoyanova, Tanya
    [J]. CANCER RESEARCH, 2021, 81 (06) : 1583 - 1594
  • [7] Risk stratification: a tool to predict the course of active surveillance for localized prostate cancer?
    Herden, Jan
    Heidenreich, Axel
    Weissbach, Lothar
    [J]. BJU INTERNATIONAL, 2017, 120 (02) : 212 - 218
  • [8] Cancer Statistics, 2009
    Jemal, Ahmedin
    Siegel, Rebecca
    Ward, Elizabeth
    Hao, Yongping
    Xu, Jiaquan
    Thun, Michael J.
    [J]. CA-A CANCER JOURNAL FOR CLINICIANS, 2009, 59 (04) : 225 - 249
  • [9] Synaptotagmin-4 promotes dendrite extension and melanogenesis in alpaca melanocytes by regulating Ca2+ influx via TRPM1 channels
    Jia, Qiong
    Hu, Shixiong
    Jiao, Dingxing
    Li, Xiuqing
    Qi, Shuhui
    Fan, Ruiwen
    [J]. CELL BIOCHEMISTRY AND FUNCTION, 2020, 38 (03) : 275 - 282
  • [10] Systematic Analysis of the Aberrances and Functional Implications of Ferroptosis in Cancer
    Liu, Zekun
    Zhao, Qi
    Zuo, Zhi-Xiang
    Yuan, Shu-Qiang
    Yu, Kai
    Zhang, Qingfeng
    Zhang, Xiaolong
    Sheng, Hui
    Ju, Huai-Qiang
    Cheng, Han
    Wang, Feng
    Xu, Rui-Hua
    Liu, Ze-Xian
    [J]. ISCIENCE, 2020, 23 (07)