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Gupta MK, Gouda G, Moazzam-Jazi M, Vadde R, Nagaraju GP, El-Rayes BF. CRISPR/Cas9-directed epigenetic editing in colorectal cancer. Biochim Biophys Acta Rev Cancer 2025; 1880:189338. [PMID: 40315964 DOI: 10.1016/j.bbcan.2025.189338] [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: 12/10/2024] [Revised: 03/21/2025] [Accepted: 04/28/2025] [Indexed: 05/04/2025]
Abstract
Colorectal cancer (CRC) remains a leading cause of cancer-related illness and death worldwide, arising from a complex interplay of genetic predisposition, environmental influences, and epigenetic dysregulation. Among these factors, epigenetic modifications-reversible and heritable changes in gene expression-serve as crucial regulators of CRC progression. Understanding these modifications is essential for identifying potential biomarkers for early diagnosis and developing targeted therapeutic strategies. Epigenetic drugs (epidrugs) such as DNA methyltransferase inhibitors (e.g., decitabine) and bromodomain inhibitors (e.g., JQ1) have shown promise in modulating aberrant epigenetic changes in CRC. However, challenges such as drug specificity, delivery, and safety concerns limit their clinical application. Advances in CRISPR-Cas9-based epigenetic editing offer a more precise approach to modifying specific epigenetic markers, presenting a potential breakthrough in CRC treatment. Despite its promise, CRISPR-based epigenome editing may result in unintended genetic modifications, necessitating stringent regulations and safety assessments. Beyond pharmacological interventions, lifestyle factors-including diet and gut microbiome composition-play a significant role in shaping the epigenetic landscape of CRC. Nutritional and microbiome-based interventions have shown potential in preventing CRC development by maintaining intestinal homeostasis and reducing tumor-promoting epigenetic changes. This review provides a comprehensive overview of epigenetic alterations in CRC, exploring their implications for diagnosis, prevention, and treatment. By integrating multi-omics approaches, single-cell technologies, and model organism studies, future research can enhance the specificity and efficacy of epigenetic-based therapies. Shortly, a combination of advanced gene-editing technologies, targeted epidrugs, and lifestyle interventions may pave the way for more effective and personalized CRC treatment strategies.
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Affiliation(s)
- Manoj Kumar Gupta
- Hematology, Hemostasis, Oncology, and Stem Cell Transplantation, Hannover Medical School, Hannover 30625, Germany
| | - Gayatri Gouda
- ICAR-National Rice Research Institute, Cuttack 753 006, Odisha, India
| | - Maryam Moazzam-Jazi
- Cellular and Molecular Endocrine Research Center, Research Institute for Endocrine Sciences, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Ramakrishna Vadde
- Department of Biotechnology and Bioinformatics, Yogi Vemana University, Kadapa 516005, Andhra Pradesh, India
| | - Ganji Purnachandra Nagaraju
- Division of Hematology & Oncology, Heersink School of Medicine, The University of Alabama at Birmingham, Birmingham, AL 35233, USA.
| | - Bassel F El-Rayes
- Division of Hematology & Oncology, Heersink School of Medicine, The University of Alabama at Birmingham, Birmingham, AL 35233, USA.
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Yu T, Zhao J, Li Z, Pan C, Liu J, Zheng K, Wang X, Zhang Y. Research Progress on the Role of Zinc Finger Protein in Colorectal Cancer. Cancer Rep (Hoboken) 2025; 8:e70123. [PMID: 40085529 PMCID: PMC11908617 DOI: 10.1002/cnr2.70123] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/13/2024] [Revised: 12/25/2024] [Accepted: 01/07/2025] [Indexed: 03/16/2025] Open
Abstract
BACKGROUND Colorectal cancer is one of the most prevalent malignancies worldwide, with a tendency of increasing incidence in developed countries, which poses a significant threat to the patients' physical and mental health. RECENT FINDINGS The process of gene transcription affects the important physiological functions of cells, so the normal expression of transcription factors is an important prerequisite for maintaining cellular homeostasis. Changes in the level of zinc finger proteins, the most prevalent transcription factor, may play an important trigger for the development of colorectal cancer. Different zinc finger proteins play different roles in terms of promoting or inhibiting cancer development. CONCLUSION This paper briefly reviews the classification, functional characteristics, and expression changes of zinc finger proteins in colorectal cancer, it focuses on how they regulate gene transcription, influence on common signaling pathways, and their potential for translational studies and clinical applications. The objective is to stimulate new ideas for their study of colorectal cancer while also providing foundational information to guide drug development and treatment strategies for colorectal cancer patients in clinical settings.
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Affiliation(s)
- Tang Yu
- The Third Affiliated Hospital of Kunming Medical UniversityKunming Medical UniversityKunmingChina
- Chongqing Nanchuan District People's HospitalChongqing Medical UniversityChongqingChina
| | - Jiumei Zhao
- Chongqing Nanchuan District People's HospitalChongqing Medical UniversityChongqingChina
| | - Ziwei Li
- Department of Gynecology and Obstetrics, Chongqing Health Center for Women and ChildrenWomen and Children's Hospital of Chongqing Medical UniversityChongqingChina
| | - Chenglong Pan
- The Third Affiliated Hospital of Kunming Medical UniversityKunming Medical UniversityKunmingChina
| | - Jialing Liu
- The Third Affiliated Hospital of Kunming Medical UniversityKunming Medical UniversityKunmingChina
| | - Kepu Zheng
- The Third Affiliated Hospital of Kunming Medical UniversityKunming Medical UniversityKunmingChina
| | - Xiaohao Wang
- Department of Infectious Diseases, Key Laboratory of Molecular Biology for Infectious Diseases (Ministry of Education), Institute for Viral Hepatitis, The Second Affiliated HospitalChongqing Medical UniversityChongqingChina
| | - Yan Zhang
- Department of Infectious Diseases, Key Laboratory of Molecular Biology for Infectious Diseases (Ministry of Education), Institute for Viral Hepatitis, The Second Affiliated HospitalChongqing Medical UniversityChongqingChina
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Wang Q, Ma C, Mao H, Wang J. Epigenome editing by a CRISPR-Cas9-based acetyltransferase activates the ZNF334 gene to inhibit the growth of colorectal cancer. Int J Biol Macromol 2024; 277:134580. [PMID: 39122070 DOI: 10.1016/j.ijbiomac.2024.134580] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2024] [Revised: 07/19/2024] [Accepted: 08/06/2024] [Indexed: 08/12/2024]
Abstract
Although therapeutic targets for colorectal cancer (CRC) treatment have been developed, the treatment outcomes are not ideal and survival rates for CRC patients remain low. It is critical to identify a specific target and develop an effective CRC treatment system. The ZNF334 gene is a newly identified member of Zinc-finger proteins (ZNFs), which is essential for key biological processes associated with tumorigenesis. Abnormal epigenetic reprogramming of the ZNF334 gene promoter region decreases its expression in CRC and further induces the occurrence of CRC. Here, we clarified that P300 in CRC can regulate the H3K9/27 ac in the ZNF334 promoter. Furthermore, histone acetylation of the ZNF334 promoter region was increased by dCas9-P300 to normalize the deficiency of ZNF334 expression, thereby inhibiting the growth of CRC. Collectively, our findings enable a facile way to affect gene expression using CRISPR/Cas9-based epigenome editing and further determine the causal link between histone acetylation and gene activation, providing a promising gene therapy strategy for the CRC treatment.
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Affiliation(s)
- Qin Wang
- School of Pharmacy, Southwest Minzu University, Chengdu, Sichuan 610225, China; BMI Center for Biomass Materials and Nanointerfaces, College of Biomass Science and Engineering, Sichuan University, Chengdu, Sichuan 610065, China.
| | - Chen Ma
- School of Pharmacy, Southwest Minzu University, Chengdu, Sichuan 610225, China
| | - Huixian Mao
- School of Pharmacy, Southwest Minzu University, Chengdu, Sichuan 610225, China
| | - Jin Wang
- Chengdu Women's and Children's Central Hospital, School of Medicine, University of Electronic Science and Technology of China, Chengdu, Sichuan 611731, China.
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Li Q, Zhou X, Xiao J, Gong Y, Gong X, Shao B, Wang J, Zhao L, Xiong Q, Wu Y, Tang J, Yang Q, Tang J, Xiang T. Role of ZNF334 in cervical cancer: implications for EMT reversal and tumor suppression. Med Oncol 2024; 41:191. [PMID: 38954116 DOI: 10.1007/s12032-024-02433-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/27/2024] [Accepted: 06/17/2024] [Indexed: 07/04/2024]
Abstract
Zinc-finger proteins are involved in many biological processes. However, the role of Zinc-finger protein 334 (ZNF334) in cervical cancer remains unidentified. This study showed that promoter methylation of ZNF334 was responsible for its reduced expression. ZNF334 suppressed malignant biological behaviors in cervical cancer. Notably, ZNF334 reversed the EMT process both in vitro and in vivo. RNA-seq coupled with bioinformatics analysis caught P3H3 which is upregulated by ZNF334. Dual-luciferase reporter and Chromatin immunoprecipitation assays illustrated that ZNF334 directly regulate P3H3. Knockdown of P3H3 attenuated the reversal of EMT induced by ZNF334. Additionally, ZNF334 overexpression sensitized cervical cancer cells to the cytotoxic effects of paclitaxel, cyclosporine and sunitinib. In conclusions, this study illustrated that DNA methylation-based silencing ZNF334 played a vital role in cervical cancer, by regulating P3H3 in turn affects EMT. ZNF334 has the potential to become a novel diagnostic biomarker and a potential treatment target for cervical cancer.
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Affiliation(s)
- Qian Li
- Department of Gynecology, The First Affiliated Hospital of Chongqing Medical University, Chongqing, 400016, China
- Chongqing Key Laboratory of Translational Research for Cancer Metastasis and Individualized Treatment, Chongqing University Cancer Hospital, Chongqing, 400030, China
| | - Xiangyi Zhou
- Department of Gynecology, The First Affiliated Hospital of Chongqing Medical University, Chongqing, 400016, China
| | - Jiayi Xiao
- West China School of Medicine, Sichuan University, Chengdu Sichuan, 610065, China
| | - Yijia Gong
- Department of Gynecology, The First Affiliated Hospital of Chongqing Medical University, Chongqing, 400016, China
| | - Xue Gong
- Department of Obstetrics and Gynaecology, Faculty of Medicine, The Chinese University of Hong Kong, Hong Kong SAR, China
| | - Bianfei Shao
- Department of Gynecology, The First Affiliated Hospital of Chongqing Medical University, Chongqing, 400016, China
| | - Jianhua Wang
- Department of Gynecology, The First Affiliated Hospital of Chongqing Medical University, Chongqing, 400016, China
| | - Lijuan Zhao
- Department of Gynecology, The First Affiliated Hospital of Chongqing Medical University, Chongqing, 400016, China
| | - Qi Xiong
- Department of Gynecology, The First Affiliated Hospital of Chongqing Medical University, Chongqing, 400016, China
| | - Yue Wu
- Department of Gynecology, The First Affiliated Hospital of Chongqing Medical University, Chongqing, 400016, China
| | - Jun Tang
- Department of Gynecology, The First Affiliated Hospital of Chongqing Medical University, Chongqing, 400016, China
| | - Qiyu Yang
- Department of Gynecology, The First Affiliated Hospital of Chongqing Medical University, Chongqing, 400016, China
| | - Junying Tang
- Department of Gynecology, The First Affiliated Hospital of Chongqing Medical University, Chongqing, 400016, China.
| | - Tingxiu Xiang
- Department of Gynecology, The First Affiliated Hospital of Chongqing Medical University, Chongqing, 400016, China.
- Chongqing Key Laboratory of Translational Research for Cancer Metastasis and Individualized Treatment, Chongqing University Cancer Hospital, Chongqing, 400030, China.
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Khashei Varnamkhasti K, Moghanibashi M, Naeimi S. Implications of ZNF334 gene in lymph node metastasis of lung SCC: potential bypassing of cellular senescence. J Transl Med 2024; 22:372. [PMID: 38637790 PMCID: PMC11025273 DOI: 10.1186/s12967-024-05115-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/01/2023] [Accepted: 03/20/2024] [Indexed: 04/20/2024] Open
Abstract
BACKGROUND The primary goal of this work is to identify biomarkers associated with lung squamous cell carcinoma and assess their potential for early detection of lymph node metastasis. METHODS This study investigated gene expression in lymph node metastasis of lung squamous cell carcinoma using data from the Cancer Genome Atlas and R software. Protein-protein interaction networks, hub genes, and enriched pathways were analyzed. ZNF334 and TINAGL1, two less explored genes, were further examined through in vitro, ex vivo, and in vivo experiments to validate the findings from bioinformatics analyses. The role of ZNF334 and TINAGL1 in senescence induction was assessed after H2O2 and UV induced senescence phenotype determined using β-galactosidase activity and cell cycle status assay. RESULTS We identified a total of 611 up- and 339 down-regulated lung squamous cell carcinoma lymph node metastasis-associated genes (FDR < 0.05). Pathway enrichment analysis highlighted the central respiratory pathway within mitochondria for the subnet genes and the nuclear DNA-directed RNA polymerases for the hub genes. Significantly down regulation of ZNF334 gene was associated with malignancy lymph node progression and senescence induction has significantly altered ZNF334 expression (with consistency in bioinformatics, in vitro, ex vivo, and in vivo results). Deregulation of TINAGL1 expression with inconsistency in bioinformatics, in vitro (different types of lung squamous cancer cell lines), ex vivo, and in vivo results, was also associated with malignancy lymph node progression and altered in senescence phenotype. CONCLUSIONS ZNF334 is a highly generalizable gene to lymph node metastasis of lung squamous cell carcinoma and its expression alter certainly under senescence conditions.
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Affiliation(s)
| | - Mehdi Moghanibashi
- Department of Genetics, Faculty of Medicine, Kazerun Branch, Islamic Azad University, Kazerun, Iran.
| | - Sirous Naeimi
- Department of Genetics, Faculty of Basic Sciences, Kazerun Branch, Islamic Azad University, Kazerun, Iran
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Mohapatra P, Madhulika S, Behera S, Singh P, Sa P, Prasad P, Swain RK, Sahoo SK. Nimbolide-based nanomedicine inhibits breast cancer stem-like cells by epigenetic reprogramming of DNMTs-SFRP1-Wnt/β-catenin signaling axis. MOLECULAR THERAPY. NUCLEIC ACIDS 2023; 34:102031. [PMID: 37771911 PMCID: PMC10523002 DOI: 10.1016/j.omtn.2023.102031] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 02/11/2023] [Accepted: 09/06/2023] [Indexed: 09/30/2023]
Abstract
Triple-negative breast cancer (TNBC) harbors a high percentage of breast cancer stem-like cells (BCSCs) that significantly contribute to poor prognosis, metastasis, and relapse of the disease. Thus, targeting BCSCs could be a promising approach to combat TNBC. In this context, we investigated nimbolide (Nim), a limonoid triterpenoid that has potent anticancer properties, but poor pharmacokinetics and low bioavailability limit its therapeutic application. So, to enhance the therapeutic potential of Nim, Nim-encapsulated poly(lactic-co-glycolic acid) (PLGA) nanoparticles (Nim NPs) were formulated and the anticancer stem cell (CSC) effects evaluated in vitro and in vivo. In vitro studies suggested that Nim NPs significantly inhibited several inherent characteristics of BCSCs, such as stemness, self-renewability, chemoresistance, epithelial-to-mesenchymal transition (EMT), and migration in comparison to native Nim. Next, the mechanism behind the anti-CSC effect of Nim was explored. Mechanistically, we found that Nim epigenetically restores tumor suppressor gene secreted frizzled-related protein 1 (SFRP1) expression by downregulating DNA methyltransferases (DNMTs), leading to Wnt/β-catenin signaling inhibition. Further, in vivo results demonstrated that Nim NPs showed enhanced anti-tumor and anti-metastatic effects compared to native Nim in two preclinical models without any systemic toxicity. Overall, these findings provide proof of concept that Nim-based phytonanomedicine can inhibit BCSCs by epigenetic reprogramming of the DNMTs-SFRP1-Wnt/β-catenin signaling axis.
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Affiliation(s)
- Priyanka Mohapatra
- Institute of Life Sciences, Nalco Square, Bhubaneswar 751023, Odisha, India
- Regional Centre for Biotechnology, Faridabad 121001, Haryana, India
| | - Swati Madhulika
- Institute of Life Sciences, Nalco Square, Bhubaneswar 751023, Odisha, India
- Regional Centre for Biotechnology, Faridabad 121001, Haryana, India
| | - Somalisa Behera
- Institute of Life Sciences, Nalco Square, Bhubaneswar 751023, Odisha, India
| | - Priya Singh
- Institute of Life Sciences, Nalco Square, Bhubaneswar 751023, Odisha, India
- Regional Centre for Biotechnology, Faridabad 121001, Haryana, India
| | - Pratikshya Sa
- Institute of Life Sciences, Nalco Square, Bhubaneswar 751023, Odisha, India
- Regional Centre for Biotechnology, Faridabad 121001, Haryana, India
| | - Punit Prasad
- Institute of Life Sciences, Nalco Square, Bhubaneswar 751023, Odisha, India
| | - Rajeeb Kumar Swain
- Institute of Life Sciences, Nalco Square, Bhubaneswar 751023, Odisha, India
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Wu F, He J, Deng Q, Chen J, Peng M, Xiao J, Zeng Y, Yi L, Li Z, Tian R, Jiang Z. Neuroglobin inhibits pancreatic cancer proliferation and metastasis by targeting the GNAI1/EGFR/AKT/ERK signaling axis. Biochem Biophys Res Commun 2023; 664:108-116. [PMID: 37141638 DOI: 10.1016/j.bbrc.2023.04.080] [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: 03/16/2023] [Revised: 04/11/2023] [Accepted: 04/23/2023] [Indexed: 05/06/2023]
Abstract
Pancreatic cancer is an extremely aggressive malignancy with a very disappointing prognosis. Neuroglobin (NGB), a member of the globin family, has been demonstrated to have a significant role in a variety of tumor forms. The possible role of NGB as a tumor suppressor gene in pancreatic cancer was investigated in this work. Information from the public dataset TCGA combined with GTEx was used to analyze the finding that NGB was commonly downregulated in pancreatic cancer cell lines and tissues, correlating with patient age and prognosis. The expression of NGB in pancreatic cancer was investigated via RT-PCR, qRT-PCR, and Western blot experiments. In-vitro and in-vivo assays, NGB elicited cell cycle arrest in the S phase and apoptosis, hindered migration and invasion, reversed the EMT process, and suppressed cell proliferation and development. The mechanism of action of NGB was predicted via bioinformatics analysis and validated using Western blot and co-IP experiments revealed that NGB inhibited the EGFR/AKT/ERK pathway by binding to and reducing expression of GNAI1 and p-EGFR. In addition, pancreatic cancer cells overexpressing NGB showed increased drug sensitivity to gefitinib (EGFR-TKI). In conclusion, NGB inhibits pancreatic cancer progression by specifically targeting the GNAI1/EGFR/AKT/ERK signaling axis.
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Affiliation(s)
- Fan Wu
- Department of Gastroenterology, The First Affiliated Hospital of Chongqing Medical University, Chongqing, 400016, China
| | - Jin He
- Department of Gastroenterology, The First Affiliated Hospital of Chongqing Medical University, Chongqing, 400016, China
| | - Qianxi Deng
- Department of Gastroenterology, The First Affiliated Hospital of Chongqing Medical University, Chongqing, 400016, China
| | - Jun Chen
- Department of Gastroenterology, The First Affiliated Hospital of Chongqing Medical University, Chongqing, 400016, China
| | - Mingyu Peng
- Department of Respiratory & Critical Care Medicine, The First Affiliated Hospital of Chongqing Medical University, Chongqing, 400016, China
| | - Jiayi Xiao
- West China School of Medicine and West China Hospital, Sichuan University, #37 Guoxue Alley, Wuhou District, Chengdu, Sichuan Province, PR China
| | - Yiwei Zeng
- CHINA MEDICAL UNIVERSITY, No.77 Puhe Road, Shenyang North New Area, Shenyang, Liaoning Province, PR China
| | - Lin Yi
- CHONGQING MEDICAL UNIVERSITY, 1 Yixueyuan Road, Yuzhong District, Chongqing, 400016, PR China
| | - Zhuoqing Li
- Chongqing Key Laboratory of Translational Research for Cancer Metastasis and Individualized Treatment, Chongqing University Cancer Hospital, Chongqing, 400030, China
| | - Rui Tian
- Chongqing Key Laboratory of Translational Research for Cancer Metastasis and Individualized Treatment, Chongqing University Cancer Hospital, Chongqing, 400030, China
| | - Zheng Jiang
- Department of Gastroenterology, The First Affiliated Hospital of Chongqing Medical University, Chongqing, 400016, China.
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Yang B, Tang H, Wang N, Gu J, Wang Q. Targeted DNA demethylation of the ZNF334 promoter inhibits colorectal cancer growth. Cell Death Dis 2023; 14:210. [PMID: 36966142 PMCID: PMC10039945 DOI: 10.1038/s41419-023-05743-x] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/14/2022] [Revised: 03/11/2023] [Accepted: 03/15/2023] [Indexed: 03/27/2023]
Abstract
Colorectal cancer (CRC) is a leading cause of cancer deaths worldwide. Aberrant regulation of DNA methylation in promoters of tumor suppressor genes or proto-oncogenes is one of the fundamental processes driving the initiation and progression of CRC. Zinc-finger proteins (ZNFs) are one of the most abundant groups of proteins and function in many important biological processes related to tumorigenesis. Herein, we detected abnormal hypermethylation of the ZNF334 gene in CRC tissues compared with normal tissues, and this modification downregulated the expression of ZNF334. Furthermore, ten-eleven translocation 1 (TET1) was identified to be involved in regulating the methylation level of ZNF334. Next, a dCas9-multiGCN4/scFv-TET1CD-sgZNF334-targeted demethylation system was constructed to reverse the expression of ZNF334 through sgRNA targeting the ZNF334 promoter. Both in vitro and in vivo experiments demonstrated the targeted demethylation system upregulated ZNF334 expression and inhibited CRC growth. Collectively, targeted DNA demethylation of the ZNF334 promoter sheds light on the precise treatment of CRC.
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Affiliation(s)
- Bin Yang
- School of Pharmacy, Southwest Minzu University, Chengdu, 610225, Sichuan, China
| | - Haiyu Tang
- School of Pharmacy, Southwest Minzu University, Chengdu, 610225, Sichuan, China
| | - Nan Wang
- School of Pharmacy, Southwest Minzu University, Chengdu, 610225, Sichuan, China
| | - Jian Gu
- School of Pharmacy, Southwest Minzu University, Chengdu, 610225, Sichuan, China
| | - Qin Wang
- School of Pharmacy, Southwest Minzu University, Chengdu, 610225, Sichuan, China.
- BMI Center for Biomass Materials and Nanointerfaces, College of Biomass Science and Engineering, Sichuan University, Chengdu, 610065, Sichuan, China.
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Shutta KH, Weighill D, Burkholz R, Guebila M, DeMeo DL, Zacharias HU, Quackenbush J, Altenbuchinger M. DRAGON: Determining Regulatory Associations using Graphical models on multi-Omic Networks. Nucleic Acids Res 2022; 51:e15. [PMID: 36533448 PMCID: PMC9943674 DOI: 10.1093/nar/gkac1157] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/19/2022] [Revised: 11/08/2022] [Accepted: 11/23/2022] [Indexed: 12/23/2022] Open
Abstract
The increasing quantity of multi-omic data, such as methylomic and transcriptomic profiles collected on the same specimen or even on the same cell, provides a unique opportunity to explore the complex interactions that define cell phenotype and govern cellular responses to perturbations. We propose a network approach based on Gaussian Graphical Models (GGMs) that facilitates the joint analysis of paired omics data. This method, called DRAGON (Determining Regulatory Associations using Graphical models on multi-Omic Networks), calibrates its parameters to achieve an optimal trade-off between the network's complexity and estimation accuracy, while explicitly accounting for the characteristics of each of the assessed omics 'layers.' In simulation studies, we show that DRAGON adapts to edge density and feature size differences between omics layers, improving model inference and edge recovery compared to state-of-the-art methods. We further demonstrate in an analysis of joint transcriptome - methylome data from TCGA breast cancer specimens that DRAGON can identify key molecular mechanisms such as gene regulation via promoter methylation. In particular, we identify Transcription Factor AP-2 Beta (TFAP2B) as a potential multi-omic biomarker for basal-type breast cancer. DRAGON is available as open-source code in Python through the Network Zoo package (netZooPy v0.8; netzoo.github.io).
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Affiliation(s)
| | | | - Rebekka Burkholz
- CISPA Helmholtz Center for Information Security, Saarbrücken, Germany
| | - Marouen Ben Guebila
- Department of Biostatistics, Harvard T.H. Chan School of Public Health, Boston, MA, USA
| | - Dawn L DeMeo
- Channing Division of Network Medicine, Brigham and Women’s Hospital, and Department of Medicine, Harvard Medical School, Boston, MA, USA
| | - Helena U Zacharias
- Department of Internal Medicine I, University Medical Center Schleswig-Holstein, Campus Kiel, Kiel, Germany,Institute of Clinical Molecular Biology, Kiel University and University Medical Center Schleswig-Holstein, Campus Kiel, Kiel, Germany,Peter L. Reichertz Institute for Medical Informatics of TU Braunschweig and Hannover Medical School, Hannover, Germany
| | | | - Michael Altenbuchinger
- To whom correspondence should be addressed. Tel: +49 551 39 61788; Fax: +49 551 39 61783;
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