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Li Y, Chen G, Zhang K, Cao J, Zhao H, Cong Y, Qiao G. Integrated transcriptome and network analysis identifies EZH2/CCNB1/PPARG as prognostic factors in breast cancer. Front Genet 2023; 13:1117081. [PMID: 36712863 PMCID: PMC9873965 DOI: 10.3389/fgene.2022.1117081] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/06/2022] [Accepted: 12/27/2022] [Indexed: 01/12/2023] Open
Abstract
Breast cancer (BC) has high morbidity, with significant relapse and mortality rates in women worldwide. Therefore, further exploration of its pathogenesis is of great significance. This study selected therapy genes and possible biomarkers to predict BC using bioinformatic methods. To this end, the study examined 21 healthy breasts along with 457 BC tissues in two Gene Expression Omnibus (GEO) datasets and then identified differentially expressed genes (DEGs). Survival-associated DEGs were screened using the Kaplan-Meier curve. Based on Gene Ontology (GO) annotation, survival-associated DEGs were mostly associated with cell division and cellular response to hormone stimulus. The enriched Kyoto Encyclopedia of Gene and Genome (KEGG) pathway was mostly correlated with cell cycle and tyrosine metabolism. Using overlapped survival-associated DEGs, a survival-associated PPI network was constructed. PPI analysis revealed three hub genes (EZH2, CCNB1, and PPARG) by their degree of connection. These hub genes were confirmed using The Cancer Genome Atlas (TCGA)-BRCA dataset and BC tissue samples. Through Gene Set Enrichment Analysis (GSEA), the molecular mechanism of the potential therapy and prognostic genes were evaluated. Thus, hub genes were shown to be associated with KEGG_CELL_CYCLE and VANTVEER_BREAST_CANCER_POOR_PROGNOSIS gene sets. Finally, based on integrated bioinformatics analysis, this study identified three hub genes as possible prognostic biomarkers and therapeutic targets for BC. The results obtained further understanding of the underground molecular mechanisms related to BC occurrence and prognostic outcomes.
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Affiliation(s)
- Yalun Li
- Department of Breast Surgery, The Affiliated Yantai Yuhuangding Hospital of Qingdao University, Yantai, Shandong, China
| | - Gang Chen
- Department of Breast Surgery, The Affiliated Yantai Yuhuangding Hospital of Qingdao University, Yantai, Shandong, China
| | - Kun Zhang
- Department of Breast Surgery, The Affiliated Yantai Yuhuangding Hospital of Qingdao University, Yantai, Shandong, China
| | - Jianqiao Cao
- Department of Breast Surgery, The Affiliated Yantai Yuhuangding Hospital of Qingdao University, Yantai, Shandong, China
| | - Huishan Zhao
- Reproductive Medicine Centre, The Affiliated Yantai Yuhuangding Hospital of Qingdao University, Yantai, Shandong, China
| | - Yizi Cong
- Department of Breast Surgery, The Affiliated Yantai Yuhuangding Hospital of Qingdao University, Yantai, Shandong, China,*Correspondence: Yizi Cong, ; Guangdong Qiao,
| | - Guangdong Qiao
- Department of Breast Surgery, The Affiliated Yantai Yuhuangding Hospital of Qingdao University, Yantai, Shandong, China,*Correspondence: Yizi Cong, ; Guangdong Qiao,
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Multifunctional Alleles: A novel method for the generation of "All-In-One" null and conditional alleles. Methods 2019; 164-165:91-99. [PMID: 31039396 DOI: 10.1016/j.ymeth.2019.04.013] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/02/2019] [Revised: 04/07/2019] [Accepted: 04/22/2019] [Indexed: 11/20/2022] Open
Abstract
The engineering of conditional alleles has evolved from simple floxing of regions of genes to more elaborate methods. Previously, we developed Conditional by Inversion (COIN), an allele design that utilizes an exon-splitting intron and an invertible genetrap-like module (COIN module) to create null alleles upon Cre-mediated inversion. Here we build upon COINs by generating a new Multifunctional Allele (MFA), that utilizes a single gene-targeting step and three site-specific recombination systems, to generate four allelic states: 1. The initial MFA (generated upon targeting) functions as a null with reporter (plus drug selection cassette) allele, wherein the gene of interest is inactivated by both inversion of a critical region of its coding sequence and simultaneous insertion of a reporter gene. MFAs can also be used as 'reverse-conditional' alleles as they are functionally wild type when they are converted to COIN alleles. 2. Null with reporter (minus drug selection cassette), wherein the selection cassette, the inverted critical region, and the COIN module are removed. 3. COIN-based conditional-null via removal of the selection cassette and reporter and simultaneous re-inversion of the critical region of the target. 4. Inverted COIN allele, wherein the COIN allele in turn is reconverted to a null allele by taking advantage of the COIN module's gene trap while simultaneously deleting the critical region.
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Zhou D, Tan L, Li J, Liu T, Hu Y, Li Y, Kawamoto S, Liu C, Guo S, Wang A. Identification of Homologous Recombination Events in Mouse Embryonic Stem Cells Using Southern Blotting and Polymerase Chain Reaction. J Vis Exp 2018. [PMID: 30531726 DOI: 10.3791/58467] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/26/2023] Open
Abstract
Relative to the issues of off-target effects and the difficulty of inserting a long DNA fragment in the application of designer nucleases for genome editing, embryonic stem (ES) cell-based gene-targeting technology does not have these shortcomings and is widely used to modify animal/mouse genome ranging from large deletions/insertions to single nucleotide substitutions. Notably, identifying the relatively few homologous recombination (HR) events necessary to obtain desired ES clones is a key step, which demands accurate and reliable methods. Southern blotting and/or conventional PCR are often utilized for this purpose. Here, we describe the detailed procedures of using those two methods to identify HR events that occurred in mouse ES cells in which the endogenous Myh9 gene is intended to be disrupted and replaced by cDNAs encoding other nonmuscle myosin heavy chain IIs (NMHC IIs). The whole procedure of Southern blotting includes the construction of targeting vector(s), electroporation, drug selection, the expansion and storage of ES cells/clones, the preparation, digestion, and blotting of genomic DNA (gDNA), the hybridization and washing of probe(s), and a final step of autoradiography on the X-ray films. PCR can be performed directly with prepared and diluted gDNA. To obtain ideal results, the probes and restriction enzyme (RE) cutting sites for Southern blotting and the primers for PCR should be carefully planned. Though the execution of Southern blotting is time-consuming and labor-intensive and PCR results have false positives, the correct identification by Southern blotting and the rapid screening by PCR allow the sole or combined application of these methods described in this paper to be widely used and consulted by most labs in the identification of genotypes of ES cells and genetically modified animals.
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Affiliation(s)
- Dan Zhou
- Lab of Animal Models and Functional Genomics (LAMFG), The Key Laboratory of Animal Vaccine & Protein Engineering, College of Veterinary Medicine, Hunan Agricultural University (HUNAU); Department of Pathology, Georgetown University Medical School
| | - Lei Tan
- Lab of Animal Models and Functional Genomics (LAMFG), The Key Laboratory of Animal Vaccine & Protein Engineering, College of Veterinary Medicine, Hunan Agricultural University (HUNAU)
| | - Jian Li
- College of Food Science and Technology, Hunan Agricultural University (HUNAU)
| | - Tanbin Liu
- Lab of Animal Models and Functional Genomics (LAMFG), The Key Laboratory of Animal Vaccine & Protein Engineering, College of Veterinary Medicine, Hunan Agricultural University (HUNAU)
| | - Yi Hu
- Lab of Animal Models and Functional Genomics (LAMFG), The Key Laboratory of Animal Vaccine & Protein Engineering, College of Veterinary Medicine, Hunan Agricultural University (HUNAU)
| | - Yalan Li
- Lab of Animal Models and Functional Genomics (LAMFG), The Key Laboratory of Animal Vaccine & Protein Engineering, College of Veterinary Medicine, Hunan Agricultural University (HUNAU)
| | - Sachiyo Kawamoto
- Lab of Molecular Cardiology (LMC), National Heart, Lung, and Blood Institute (NHLBI)/National Institutes of Health (NIH)
| | - Chengyu Liu
- Transgenic Core, National Heart, Lung, and Blood Institute (NHLBI)/National Institutes of Health (NIH)
| | - Shiyin Guo
- College of Food Science and Technology, Hunan Agricultural University (HUNAU);
| | - Aibing Wang
- Lab of Animal Models and Functional Genomics (LAMFG), The Key Laboratory of Animal Vaccine & Protein Engineering, College of Veterinary Medicine, Hunan Agricultural University (HUNAU);
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Doherty JE, Woodard LE, Bear AS, Foster AE, Wilson MH. An adaptable system for improving transposon-based gene expression in vivo via transient transgene repression. FASEB J 2013; 27:3753-62. [PMID: 23752206 DOI: 10.1096/fj.13-232090] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/27/2022]
Abstract
Transposons permit permanent cellular genome engineering in vivo. However, transgene expression falls rapidly postdelivery due to a variety of mechanisms, including immune responses. We hypothesized that delaying initial transgene expression would improve long-term transgene expression by using an engineered piggyBac transposon system that can regulate expression. We found that a 2-part nonviral Tet-KRAB inducible expression system repressed expression of a luciferase reporter in vitro. However, we also observed nonspecific promoter-independent repression. Thus, to achieve temporary transgene repression after gene delivery in vivo, we utilized a nonintegrating version of the repressor plasmid while the gene of interest was delivered in an integrating piggyBac transposon vector. When we delivered the luciferase transposon and repressor to immunocompetent mice by hydrodynamic injection, initial luciferase expression was repressed by 2 orders of magnitude. When luciferase expression was followed long term in vivo, we found that expression was increased >200-fold compared to mice that received only the luciferase transposon and piggyBac transposase. We found that repression of early transgene expression could prevent the priming of luciferase-specific T cells in vivo. Therefore, transient transgene repression postgene delivery is an effective strategy for inhibiting the antitransgene immune response and improving long-term expression in vivo without using immunosuppression.
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Affiliation(s)
- Joseph E Doherty
- Medical Scientist Training Program, Baylor College of Medicine, Houston, Texas 77030, USA
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Limón-Pacheco JH, Mejía-Toiber J, Gonzalez-Gallardo A, Giordano M. Evaluation of plasmid permanence in transfected cells after transplantation into the rat brain. J Neurosci Methods 2012; 209:235-40. [PMID: 22732213 DOI: 10.1016/j.jneumeth.2012.06.013] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/27/2012] [Revised: 05/24/2012] [Accepted: 06/14/2012] [Indexed: 11/25/2022]
Abstract
Plasmid retention after long-term transplantation has been one of the major technical limitations for transplantation studies. This study describes the use of a modified protocol of Hirt and a SYBR Green-based quantitative real-time PCR (qPCR) to recover and quantify a vector containing a specific transgene in transfected cells after brain transplantation. We compared various methods for sample processing and recovery of extrachromosomal DNA suitable for qPCR. The modified protocol of Hirt was the most reliable for optimal plasmid recovery from transplanted tissue with minimal loss of plasmid DNA compared to a commercial kit or TRIzol(®) protocols. The PCR protocol for plasmid and transgene detection included the design of two highly specific primer sets to detect the sequence for the human glutamate decarboxylase 1 (hGAD(67)) transgene by SYBR Green-based qPCR, and to confirm the presence of vector pREP10 hGAD(67) by end-point PCR. We used a standard curve constructed from serial dilutions of pure plasmid pREP10 hGAD(67) as reference in qPCR experiments to determine the number of plasmid copies recovered from cultured cells and tissue samples after Hirt extraction. Then, plasmid permanence was evaluated in transplanted tissues after different time intervals, and plasmid loss in the tissue of interest was found to be time dependent. In this study we describe an easy, highly specific, low-cost, and reliable method for plasmid recovery and quantification of a transgene of interest in long-term brain transplantation studies; use of this method may be extended to other transplantation models.
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Affiliation(s)
- Jorge H Limón-Pacheco
- Departamento de Neurobiología Conductual y Cognitiva, Instituto de Neurobiología, Universidad Nacional Autónoma de México, Blvd. Juriquilla 3001, Querétaro, Qro. 76230, Mexico
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Wefers B, Wurst W, Kühn R. Design and Generation of Gene-Targeting Vectors. CURRENT PROTOCOLS IN MOUSE BIOLOGY 2011; 1:199-211. [PMID: 26068993 DOI: 10.1002/9780470942390.mo100179] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
This unit provides an overview of the major types of mutant alleles that can be generated by gene targeting in ES cells. It presents the growing public resources of premade gene targeting vectors, modified ES cells, and mutant mice. General guidelines for the design of targeting vectors are followed by protocols for the construction of vectors to generate knockout (KO), conditional KO, and subtle mutant alleles. Curr. Protoc. Mouse Biol. 1:199-211. © 2011 by John Wiley & Sons, Inc.
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Affiliation(s)
- Benedikt Wefers
- German Research Center for Environmental Health, Munich, Germany
| | - Wolfgang Wurst
- German Research Center for Environmental Health, Munich, Germany.,Technical University Munich, Munich, Germany.,Max-Planck-Institute of Psychiatry, Munich, Germany.,Deutsches Zentrum für Neurodegenerative Erkrankungen e.V. (DZNE), Munich, Germany
| | - Ralf Kühn
- German Research Center for Environmental Health, Munich, Germany.,Technical University Munich, Munich, Germany
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Frendewey D, Chernomorsky R, Esau L, Om J, Xue Y, Murphy AJ, Yancopoulos GD, Valenzuela DM. The loss-of-allele assay for ES cell screening and mouse genotyping. Methods Enzymol 2010; 476:295-307. [PMID: 20691873 DOI: 10.1016/s0076-6879(10)76017-1] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/31/2023]
Abstract
Targeting vectors used to create directed mutations in mouse embryonic stem (ES) cells consist, in their simplest form, of a gene for drug selection flanked by mouse genomic sequences, the so-called homology arms that promote site-directed homologous recombination between the vector and the target gene. The VelociGene method for the creation of targeted mutations in ES cells employs targeting vectors, called BACVecs, that are based on bacterial artificial chromosomes. Compared with conventional short targeting vectors, BacVecs provide two major advantages: (1) their much larger homology arms promote high targeting efficiencies without the need for isogenicity or negative selection strategies; and (2) they enable deletions and insertions of up to 100kb in a single targeting event, making possible gene-ablating definitive null alleles and other large-scale genomic modifications. Because of their large arm sizes, however, BACVecs do not permit screening by conventional assays, such as long-range PCR or Southern blotting, that link the inserted targeting vector to the targeted locus. To exploit the advantages of BACVecs for gene targeting, we inverted the conventional screening logic in developing the loss-of-allele (LOA) assay, which quantifies the number of copies of the native locus to which the mutation was directed. In a correctly targeted ES cell clone, the LOA assay detects one of the two native alleles (for genes not on the X or Y chromosome), the other allele being disrupted by the targeted modification. We apply the same principle in reverse as a gain-of-allele assay to quantify the copy number of the inserted targeting vector. The LOA assay reveals a correctly targeted clone as having lost one copy of the native target gene and gained one copy of the drug resistance gene or other inserted marker. The combination of these quantitative assays makes LOA genotyping unequivocal and amenable to automated scoring. We use the quantitative polymerase chain reaction (qPCR) as our method of allele quantification, but any method that can reliably distinguish the difference between one and two copies of the target gene can be used to develop an LOA assay. We have designed qPCR LOA assays for deletions, insertions, point mutations, domain swaps, conditional, and humanized alleles and have used the insert assays to quantify the copy number of random insertion BAC transgenics. Because of its quantitative precision, specificity, and compatibility with high throughput robotic operations, the LOA assay eliminates bottlenecks in ES cell screening and mouse genotyping and facilitates maximal speed and throughput for knockout mouse production.
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Affiliation(s)
- David Frendewey
- VelociGene Division, Regeneron Pharmaceuticals, Inc., Tarrytown, New York, USA
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Lee HJ, Kim E, Kim JS. Targeted chromosomal deletions in human cells using zinc finger nucleases. Genome Res 2009; 20:81-9. [PMID: 19952142 DOI: 10.1101/gr.099747.109] [Citation(s) in RCA: 213] [Impact Index Per Article: 14.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
Abstract
We present a novel approach for generating targeted deletions of genomic segments in human and other eukaryotic cells using engineered zinc finger nucleases (ZFNs). We found that ZFNs designed to target two different sites in a human chromosome could introduce two concurrent DNA double-strand breaks (DSBs) in the chromosome and give rise to targeted deletions of the genomic segment between the two sites. Using this method in human cells, we were able to delete predetermined genomic DNA segments in the range of several-hundred base pairs (bp) to 15 mega-bp at frequencies of 10(-3) to 10(-1). These high frequencies allowed us to isolate clonal populations of cells, in which the target chromosomal segments were deleted, by limiting dilution. Sequence analysis revealed that many of the deletion junctions contained small insertions or deletions and microhomologies, indicative of DNA repair via nonhomologous end-joining. Unlike other genome engineering tools such as recombinases and meganucleases, ZFNs do not require preinsertion of target sites into the genome and allow precise manipulation of endogenous genomic scripts in animal and plant cells. Thus, ZFN-induced genomic deletions should be broadly useful as a novel method in biomedical research, biotechnology, and gene therapy.
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Affiliation(s)
- Hyung Joo Lee
- Department of Chemistry, Seoul National University, Seoul, South Korea
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Liu Z, Obenauf AC, Speicher MR, Kopan R. Rapid identification of homologous recombinants and determination of gene copy number with reference/query pyrosequencing (RQPS). Genome Res 2009; 19:2081-9. [PMID: 19797679 DOI: 10.1101/gr.093856.109] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
Abstract
Manipulating the mouse genome is a widespread technology with important applications in many biological fields ranging from cancer research to developmental biology. Likewise, correlations between copy number variations (CNVs) and human diseases are emerging. We have developed the reference-query pyrosequencing (RQPS) method, which is based on quantitative pyrosequencing and uniquely designed probes containing single nucleotide variations (SNVs), to offer a simple and affordable genotyping solution capable of identifying homologous recombinants independent of the homology arm size, determining the micro-amplification status of endogenous human loci, and quantifying virus/transgene copy number in experimental or commercial species. In addition, we also present a simple pyrosequencing-based protocol that could be used for the enrichment of homologous recombinant embryonic stem (ES) cells.
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Affiliation(s)
- Zhenyi Liu
- Department of Developmental Biology, Washington University School of Medicine, St. Louis, Missouri 63110, USA
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Zaibak F, Kozlovski J, Vadolas J, Sarsero JP, Williamson R, Howden SE. Integration of functional bacterial artificial chromosomes into human cord blood-derived multipotent stem cells. Gene Ther 2009; 16:404-14. [PMID: 19177134 DOI: 10.1038/gt.2008.187] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/15/2008] [Revised: 12/15/2008] [Accepted: 12/15/2008] [Indexed: 01/14/2023]
Abstract
Stem cells from a patient with a genetic disease could be used for cell therapy if it were possible to insert a functional copy of the defective gene. In this study, we investigate the transfection and subsequent integration of large genomic fragments into human cord blood-derived multipotent stem cells. We describe for the first time the creation of clonal stem cells carrying a human bacterial artificial chromosome (BAC) containing the Friedreich ataxia locus with an enhanced green fluorescent protein (EGFP) reporter gene fused to exon 5a of the frataxin (FXN) gene. Integration of the BAC into the host cell genome was confirmed by PCR, Southern blot and fluorescent in situ hybridization analysis. Reverse transcription-PCR and flow cytometry confirmed expression of FXN-EGFP. Correct mitochondrial localization of the protein was confirmed using fluorescent microscopy. The transfected stem cells also retained the ability to differentiate into cells from all three germline layers, as demonstrated by the capacity to form neuron-specific beta-tubulin-expressing cells, Alizarin Red S-positive bone-like cells, and epithelial-like cells expressing surfactant protein C. This is the first study to demonstrate that cord blood-derived multipotent stem cells may be useful targets for gene therapy applications using large genomic loci.
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Affiliation(s)
- F Zaibak
- Department of Paediatrics, The University of Melbourne, Royal Children's Hospital, Parkville, Victoria, Australia.
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