A Novel Four Mitochondrial Respiration-Related Signature for Predicting Biochemical Recurrence of Prostate Cancer

被引:1
作者
Xia, Zhongyou [1 ,2 ]
Liu, Haolin [3 ]
Fan, Shicheng [1 ,2 ]
Tu, Hongtao [1 ,2 ]
Jiang, Yongming [4 ]
Wang, Hai [1 ,2 ]
Gu, Peng [1 ,2 ]
Liu, Xiaodong [1 ,2 ]
机构
[1] Kunming Med Univ, Dept Urol, Affiliated Hosp 1, Kunming 650032, Peoples R China
[2] Kunming Med Univ, Yunnan Prov Clin Res Ctr Chron Kidney Dis, Affiliated Hosp 1, Kunming 650032, Peoples R China
[3] Sichuan Univ, West China Hosp, Inst Urol, Dept Urol, Chengdu 610041, Peoples R China
[4] Kunming Med Univ, Dept Urol, Affiliated Hosp 2, Kunming 650101, Peoples R China
基金
中国国家自然科学基金;
关键词
biochemical recurrence; prostate cancer; mitochondrial respiratory related gene; prognosis; GSEA; APOLIPOPROTEIN-E POLYMORPHISM; RADICAL PROSTATECTOMY; CELL-PROLIFERATION; SURVIVAL; EXPRESSION; PROTEIN; BREAST; IMMUNOTHERAPY; CHOLESTEROL; PROGRESSION;
D O I
10.3390/jcm12020654
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
The biochemical recurrence (BCR) of patients with prostate cancer (PCa) after radical prostatectomy is high, and mitochondrial respiration is reported to be associated with the metabolism in PCa development. This study aimed to establish a mitochondrial respiratory gene-based risk model to predict the BCR of PCa. RNA sequencing data of PCa were downloaded from The Cancer Genome Atlas (TCGA) and Gene Expression Omnibus (GEO) databases, and mitochondrial respiratory-related genes (MRGs) were sourced via GeneCards. The differentially expressed mitochondrial respiratory and BCR-related genes (DE-MR-BCRGs) were acquired through overlapping BCR-related differentially expressed genes (BCR-DEGs) and differentially expressed MRGs (DE-MRGs) between PCa samples and controls. Further, univariate Cox, least absolute shrinkage and selection operator (LASSO), and multivariate Cox analyses were performed to construct a DE-MRGs-based risk model. Then, a nomogram was established by analyzing the independent prognostic factor of five clinical features and risk scores. Moreover, Gene Set Enrichment Analysis (GSEA), tumor microenvironment, and drug susceptibility analyses were employed between high- and low-risk groups of PCa patients with BCR. Finally, qRT-PCR was utilized to validate the expression of prognostic genes. We identified 11 DE-MR-BCRGs by overlapping 132 DE-MRGs and 13 BCR-DEGs and constructed a risk model consisting of 4 genes (APOE, DNAH8, EME2, and KIF5A). Furthermore, we established an accurate nomogram, including a risk score and a Gleason score, for the BCR prediction of PCa patients. The GSEA result suggested the risk model was related to the PPAR signaling pathway, the cholesterol catabolic process, the organic hydroxy compound biosynthetic process, the small molecule catabolic process, and the steroid catabolic process. Simultaneously, we found six immune cell types relevant to the risk model: resting memory CD4+ T cells, monocytes, resting mast cells, activated memory CD4+ T cells, regulatory T cells (Tregs), and macrophages M2. Moreover, the risk model could affect the IC50 of 12 cancer drugs, including Lapatinib, Bicalutamide, and Embelin. Finally, qRT-PCR showed that APOE, EME2, and DNAH8 were highly expressed in PCa, while KIF5A was downregulated in PCa. Collectively, a mitochondrial respiratory gene-based nomogram including four genes and one clinical feature was established for BCR prediction in patients with PCa, which could provide novel strategies for further studies.
引用
收藏
页数:21
相关论文
共 80 条
[1]   Testosterone replacement therapy reduces biochemical recurrence after radical prostatectomy [J].
Ahlering, Thomas E. ;
Huynh, Linda My ;
Towe, Maxwell ;
See, Kaelyn ;
Tran, Joshua ;
Osann, Kathryn ;
el Khatib, Farouk M. ;
Yafi, Faysal A. .
BJU INTERNATIONAL, 2020, 126 (01) :91-96
[2]   Defining prostate specific antigen progression after radical prostatectomy: What is the most appropriate cut point? [J].
Amling, CL ;
Bergstralh, EJ ;
Blute, ML ;
Slezak, JM ;
Zincke, H .
JOURNAL OF UROLOGY, 2001, 165 (04) :1146-1151
[3]   The natural history of metastatic progression in men with prostate-specific antigen recurrence after radical prostatectomy: long-term follow-up [J].
Antonarakis, Emmanuel S. ;
Feng, Zhaoyong ;
Trock, Bruce J. ;
Humphreys, Elizabeth B. ;
Carducci, Michael A. ;
Partin, Alan W. ;
Walsh, Patrick C. ;
Eisenberger, Mario A. .
BJU INTERNATIONAL, 2012, 109 (01) :32-39
[4]   Apolipoprotein E Induces Antiinflammatory Phenotype in Macrophages [J].
Baitsch, Daniel ;
Bock, Hans H. ;
Engel, Thomas ;
Telgmann, Ralph ;
Mueller-Tidow, Carsten ;
Varga, Georg ;
Bot, Martine ;
Herz, Joachim ;
Robenek, Horst ;
von Eckardstein, Arnold ;
Nofer, Jerzy-Roch .
ARTERIOSCLEROSIS THROMBOSIS AND VASCULAR BIOLOGY, 2011, 31 (05) :1160-U577
[5]   Long-Term Risk of Clinical Progression After Biochemical Recurrence Following Radical Prostatectomy: The Impact of Time from Surgery to Recurrence [J].
Boorjian, Stephen A. ;
Thompson, R. Houston ;
Tollefson, Matthew K. ;
Rangel, Laureano J. ;
Bergstralh, Eric J. ;
Blute, Michael L. ;
Karnes, R. Jeffrey .
EUROPEAN UROLOGY, 2011, 59 (06) :893-899
[6]   Changing profiles of cancer burden worldwide and in China: a secondary analysis of the global cancer statistics 2020 [J].
Cao, Wei ;
Chen, Hong-Da ;
Yu, Yi-Wen ;
Li, Ni ;
Chen, Wan-Qing .
CHINESE MEDICAL JOURNAL, 2021, 134 (07) :783-791
[7]   Targeting mitochondrial respiration for the treatment of acute myeloid leukemia [J].
Carter, Jenna L. ;
Hege, Katie ;
Kalpage, Hasini A. ;
Edwards, Holly ;
Huttemann, Maik ;
Taub, Jeffrey W. ;
Ge, Yubin .
BIOCHEMICAL PHARMACOLOGY, 2020, 182
[8]  
Chekulayev Vladimir, 2015, Biochem Biophys Rep, V4, P111, DOI 10.1016/j.bbrep.2015.08.020
[9]   Targeting Mitochondrial OXPHOS and Their Regulatory Signals in Prostate Cancers [J].
Chen, Chia-Lin ;
Lin, Ching-Yu ;
Kung, Hsing-Jien .
INTERNATIONAL JOURNAL OF MOLECULAR SCIENCES, 2021, 22 (24)
[10]   Mitochondrial Respiration Correlates with Prognostic Markers in Chronic Lymphocytic Leukemia and Is Normalized by Ibrutinib Treatment [J].
Chowdhury, Subir Roy ;
Bouchard, Eric D. J. ;
Saleh, Ryan ;
Nugent, Zoann ;
Peltier, Cheryl ;
Mejia, Edgard ;
Hou, Sen ;
McFall, Carly ;
Squires, Mandy ;
Hewitt, Donna ;
Davidson, Linda ;
Shen, Garry X. ;
Johnston, James B. ;
Doucette, Christine ;
Hatch, Grant M. ;
Fernyhough, Paul ;
Marshall, Aaron ;
Gibson, Spencer B. ;
Dawe, David E. ;
Banerji, Versha .
CANCERS, 2020, 12 (03)