The diagnostic significance of the ZNF gene family in pancreatic cancer: a bioinformatics and experimental study

Background: Pancreatic adenocarcinoma (PAAD) is among the most devastating of all cancers with a poor survival rate. Therefore, we established a zinc finger (ZNF) protein-based prognostic prediction model for PAAD patients. Methods: The RNA–seq data for PAAD were downloaded from The Cancer Genome Atlas (TCGA) and the Gene Expression Omnibus (GEO) databases. Differentially expressed ZNF protein genes (DE-ZNFs) in PAAD and normal control tissues were screened using the “lemma” package in R. An optimal risk model and an independent prognostic value were established by univariate and multivariate Cox regression analyses. Survival analyses were performed to assess the prognostic ability of the model. Results: We constructed a ZNF family genes-related risk score model that is based on the 10 DE-ZNFs (ZNF185, PRKCI, RTP4, SERTAD2, DEF8, ZMAT1, SP110, U2AF1L4, CXXC1, and RMND5B). The risk score was found to be a significant independent prognostic factor for PAAD patients. Seven significantly differentially expressed immune cells were identified between the high- and low-risk patients. Then, based on the prognostic genes, we constructed a ceRNA regulatory network that includes 5 prognostic genes, 7 miRNAs and 35 lncRNAs. Expression analysis showed ZNF185, PRKCI and RTP4 were significantly upregulated, while ZMAT1 and CXXC1 were significantly downregulated in the PAAD samples in all TCGA - PAAD, GSE28735 and GSE15471 datasets. Moreover, the upregulation of RTP4, SERTAD2, and SP110 were verified by the cell experiments. Conclusion: We established and validated a novel, Zinc finger protein family - related prognostic risk model for patients with PAAD, that has the potential to inform patient management.

[1]  Song Liu,et al.  Identification of susceptibility modules and hub genes of osteoarthritis by WGCNA analysis , 2022, Frontiers in Genetics.

[2]  Z. Qiu,et al.  Deubiquitinase UCHL5 stabilizes ELK3 to potentiate cancer stemness and tumor progression in pancreatic adenocarcinoma (PAAD). , 2022, Experimental cell research.

[3]  Zhen-bo Feng,et al.  Downregulation of zinc finger protein 71 expression in oral squamous cell carcinoma tissues and its underlying molecular mechanism. , 2022, Pathology, research and practice.

[4]  Zhendong Jin,et al.  Establishing and validating an ADCP-related prognostic signature in pancreatic ductal adenocarcinoma , 2022, Aging.

[5]  Zhenchong Li,et al.  ZMAT1 acts as a tumor suppressor in pancreatic ductal adenocarcinoma by inducing SIRT3/p53 signaling pathway , 2022, Journal of experimental & clinical cancer research : CR.

[6]  Zilong Wu,et al.  REV1 promotes lung tumorigenesis by activating the Rad18/SERTAD2 axis , 2022, Cell Death & Disease.

[7]  A. Fields,et al.  Prkci Regulates Autophagy and Pancreatic Tumorigenesis in Mice , 2022, Cancers.

[8]  Didi Chen,et al.  Immunological Classification of Pancreatic Carcinomas to Identify Immune Index and Provide a Strategy for Patient Stratification , 2022, Frontiers in Immunology.

[9]  Zhiwei Xi,et al.  Histone methylation in pancreatic cancer and its clinical implications , 2021, World journal of gastroenterology.

[10]  Gang Yang,et al.  The role of autophagy in pancreatic cancer progression. , 2021, Biochimica et biophysica acta. Reviews on cancer.

[11]  Shao-bin Ni,et al.  Integrated Analysis of the Roles of RNA Binding Proteins and Their Prognostic Value in Clear Cell Renal Cell Carcinoma , 2021, Journal of healthcare engineering.

[12]  C. Hwang,et al.  Epigenetic Alterations in Pancreatic Cancer Metastasis , 2021, Biomolecules.

[13]  P. Singh,et al.  Hypoxia-Driven Oncometabolite L-2HG Maintains Stemness-Differentiation Balance and Facilitates Immune Evasion in Pancreatic Cancer , 2021, Cancer Research.

[14]  Yan Wang,et al.  Construction of an RNA-Binding Protein-Related Prognostic Model for Pancreatic Adenocarcinoma Based on TCGA and GTEx Databases , 2021, Frontiers in Genetics.

[15]  Lei Sun,et al.  Correlation of zinc finger protein 2, a prognostic biomarker, with immune infiltrates in liver cancer , 2021, Bioscience reports.

[16]  Shu-Chun Lin,et al.  Establishment of a p53 Null Murine Oral Carcinoma Cell Line and the Identification of Genetic Alterations Associated with This Carcinoma , 2020, International journal of molecular sciences.

[17]  M. Dimopoulos,et al.  The Genomic Profile of Pregnancy-Associated Breast Cancer: A Systematic Review , 2020, Frontiers in Oncology.

[18]  Shuxing Zhang,et al.  Methylation of HSP70 Orchestrates Its Binding to and Stabilization of BCL2 mRNA and Renders Pancreatic Cancer Cells Resistant to Therapeutics , 2020, Cancer Research.

[19]  Charles R. Thomas,et al.  Multidisciplinary standards of care and recent progress in pancreatic ductal adenocarcinoma , 2020, CA: a cancer journal for clinicians.

[20]  J. Valle,et al.  Pancreatic cancer , 2020, The Lancet.

[21]  W. Lou,et al.  HEATR1 Deficiency Promotes Chemoresistance via Upregulating ZNF185 and Downregulating SMAD4 in Pancreatic Cancer , 2020, Journal of oncology.

[22]  Jasjit K. Banwait,et al.  A 15-Gene Immune, Stromal, and Proliferation Gene Signature that Significantly Associates with Poor Survival in Patients with Pancreatic Ductal Adenocarcinoma , 2020, Clinical Cancer Research.

[23]  M. Pook,et al.  Target prediction and validation of microRNAs expressed from FSHR and aromatase genes in human ovarian granulosa cells , 2020, Scientific Reports.

[24]  V. Coppola,et al.  The CTLH Complex in Cancer Cell Plasticity , 2019, Journal of oncology.

[25]  Jeffrey E. Lee,et al.  Functional annotation of melanoma risk loci identifies novel susceptibility genes. , 2019, Carcinogenesis.

[26]  N. Xu,et al.  Identification of key DNA methylation-driven genes in prostate adenocarcinoma: an integrative analysis of TCGA methylation data , 2019, Journal of Translational Medicine.

[27]  P. Kuppen,et al.  ITGA5 inhibition in pancreatic stellate cells attenuates desmoplasia and potentiates efficacy of chemotherapy in pancreatic cancer , 2019, Science Advances.

[28]  Joshua E. Elias,et al.  METTL13 Methylation of eEF1A Increases Translational Output to Promote Tumorigenesis , 2019, Cell.

[29]  B. Liu,et al.  ZNF259 promotes breast cancer cells invasion and migration via ERK/GSK3β/snail signaling , 2018, Cancer management and research.

[30]  Murad Alahdal,et al.  1-Methyl-D-tryptophan Reduces Tumor CD133+ cells, Wnt/β-catenin and NF-κβp65 while Enhances Lymphocytes NF-κβ2, STAT3, and STAT4 Pathways in Murine Pancreatic Adenocarcinoma , 2018, Scientific Reports.

[31]  A. Whittemore,et al.  Susceptibility Loci-Associated Cutaneous Squamous Cell Carcinoma Invasiveness. , 2017, The Journal of investigative dermatology.

[32]  Wei Zhou,et al.  Overexpression of G protein-coupled receptor GPR87 promotes pancreatic cancer aggressiveness and activates NF-κB signaling pathway , 2017, Molecular Cancer.

[33]  N. Mishra,et al.  Genome-wide DNA methylation analysis reveals molecular subtypes of pancreatic cancer , 2017, Oncotarget.

[34]  E. Aandahl,et al.  Regulatory T cells that co-express RORγt and FOXP3 are pro-inflammatory and immunosuppressive and expand in human pancreatic cancer , 2016, Oncoimmunology.

[35]  P. Trempat,et al.  Targeted oncolytic herpes simplex virus type 1 eradicates experimental pancreatic tumors. , 2015, Human gene therapy.

[36]  Matthew E. Ritchie,et al.  limma powers differential expression analyses for RNA-sequencing and microarray studies , 2015, Nucleic acids research.

[37]  Q. Tao,et al.  Zinc-Finger Protein 545 Inhibits Cell Proliferation as a Tumor Suppressor through Inducing Apoptosis and is Disrupted by Promoter Methylation in Breast Cancer , 2014, PloS one.

[38]  P. Bonnet,et al.  Specific inhibition of DNMT1/CFP1 reduces cancer phenotypes and enhances chemotherapy effectiveness. , 2014, Epigenomics.

[39]  F. Cianchi,et al.  Ex vivo analysis of pancreatic cancer-infiltrating T lymphocytes reveals that ENO-specific Tregs accumulate in tumor tissue and inhibit Th1/Th17 effector cell functions , 2013, Cancer Immunology, Immunotherapy.

[40]  Benjamin Haibe-Kains,et al.  Rac-specific guanine nucleotide exchange factor DOCK1 is a critical regulator of HER2-mediated breast cancer metastasis , 2013, Proceedings of the National Academy of Sciences.

[41]  Guangchuang Yu,et al.  clusterProfiler: an R package for comparing biological themes among gene clusters. , 2012, Omics : a journal of integrative biology.

[42]  M. Larsson,et al.  Semi Mature Blood Dendritic Cells Exist in Patients with Ductal Pancreatic Adenocarcinoma Owing to Inflammatory Factors Released from the Tumor , 2010, PloS one.

[43]  Yoshihiro Yamanishi,et al.  KEGG for linking genomes to life and the environment , 2007, Nucleic Acids Res..

[44]  Ash A. Alizadeh,et al.  Profiling Tumor Infiltrating Immune Cells with CIBERSORT. , 2018, Methods in molecular biology.

[45]  The UniProt Consortium UniProt: the universal protein knowledgebase , 2016, Nucleic Acids Res..

[46]  Cathy H. Wu,et al.  UniProt: the Universal Protein knowledgebase , 2004, Nucleic Acids Res..