1
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Obón-Santacana M, Moratalla-Navarro F, Guinó E, Carreras-Torres R, Díez-Obrero V, Bars-Cortina D, Ibáñez-Sanz G, Rodríguez-Alonso L, Mata A, García-Rodríguez A, Devall M, Casey G, Li L, Moreno V. Diet Impacts on Gene Expression in Healthy Colon Tissue: Insights from the BarcUVa-Seq Study. Nutrients 2024; 16:3131. [PMID: 39339731 PMCID: PMC11434945 DOI: 10.3390/nu16183131] [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: 08/14/2024] [Revised: 09/06/2024] [Accepted: 09/14/2024] [Indexed: 09/30/2024] Open
Abstract
(1) Introduction: The global rise of gastrointestinal diseases, including colorectal cancer and inflammatory bowel diseases, highlights the need to understand their causes. Diet is a common risk factor and a crucial regulator of gene expression, with alterations observed in both conditions. This study aims to elucidate the specific biological mechanisms through which diet influences the risk of bowel diseases. (2) Methods: We analyzed data from 436 participants from the BarcUVa-Seq population-based cross-sectional study utilizing gene expression profiles (RNA-Seq) from frozen colonic mucosal biopsies and dietary information from a semi-quantitative food frequency questionnaire. Dietary variables were evaluated based on two dietary patterns and as individual variables. Differential expression gene (DEG) analysis was performed for each dietary factor using edgeR. Protein-protein interaction (PPI) analysis was conducted with STRINGdb v11 for food groups with more than 10 statistically significant DEGs, followed by Reactome-based enrichment analysis for the resulting networks. (3) Results: Our findings reveal that food intake, specifically the consumption of blue fish, alcohol, and potatoes, significantly influences gene expression in the colon of individuals without tumor pathology, particularly in pathways related to DNA repair, immune system function, and protein glycosylation. (4) Discussion: These results demonstrate how these dietary components may influence human metabolic processes and affect the risk of bowel diseases.
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Affiliation(s)
- Mireia Obón-Santacana
- Unit of Biomarkers and Susceptibility (UBS), Oncology Data Analytics Program (ODAP), Catalan Institute of Oncology (ICO), 08908 L’Hospitalet del Llobregat, Barcelona, Spain
- ONCOBELL Program, Bellvitge Biomedical Research Institute (IDIBELL), 08908 L’Hospitalet de Llobregat, Barcelona, Spain
- Consortium for Biomedical Research in Epidemiology and Public Health (CIBERESP), 28029 Madrid, Spain
| | - Ferran Moratalla-Navarro
- Unit of Biomarkers and Susceptibility (UBS), Oncology Data Analytics Program (ODAP), Catalan Institute of Oncology (ICO), 08908 L’Hospitalet del Llobregat, Barcelona, Spain
- ONCOBELL Program, Bellvitge Biomedical Research Institute (IDIBELL), 08908 L’Hospitalet de Llobregat, Barcelona, Spain
- Consortium for Biomedical Research in Epidemiology and Public Health (CIBERESP), 28029 Madrid, Spain
- Department of Clinical Sciences, Faculty of Medicine, University of Barcelona, 08907 L’Hospitalet de Llobregat, Barcelona, Spain
| | - Elisabet Guinó
- Unit of Biomarkers and Susceptibility (UBS), Oncology Data Analytics Program (ODAP), Catalan Institute of Oncology (ICO), 08908 L’Hospitalet del Llobregat, Barcelona, Spain
- ONCOBELL Program, Bellvitge Biomedical Research Institute (IDIBELL), 08908 L’Hospitalet de Llobregat, Barcelona, Spain
- Consortium for Biomedical Research in Epidemiology and Public Health (CIBERESP), 28029 Madrid, Spain
| | - Robert Carreras-Torres
- Digestive Diseases and Microbiota Group, Department of Gastroenterology, Girona Biomedical Research Institute (IDIBGI), Hospital Universitari de Girona Dr. Josep Trueta, 17190 Salt, Girona, Spain
| | - Virginia Díez-Obrero
- Unit of Biomarkers and Susceptibility (UBS), Oncology Data Analytics Program (ODAP), Catalan Institute of Oncology (ICO), 08908 L’Hospitalet del Llobregat, Barcelona, Spain
- ONCOBELL Program, Bellvitge Biomedical Research Institute (IDIBELL), 08908 L’Hospitalet de Llobregat, Barcelona, Spain
- Department of Clinical Sciences, Faculty of Medicine, University of Barcelona, 08907 L’Hospitalet de Llobregat, Barcelona, Spain
| | - David Bars-Cortina
- Unit of Biomarkers and Susceptibility (UBS), Oncology Data Analytics Program (ODAP), Catalan Institute of Oncology (ICO), 08908 L’Hospitalet del Llobregat, Barcelona, Spain
- ONCOBELL Program, Bellvitge Biomedical Research Institute (IDIBELL), 08908 L’Hospitalet de Llobregat, Barcelona, Spain
| | - Gemma Ibáñez-Sanz
- ONCOBELL Program, Bellvitge Biomedical Research Institute (IDIBELL), 08908 L’Hospitalet de Llobregat, Barcelona, Spain
- Gastroenterology Department, Bellvitge University Hospital, 08907 L’Hospitalet de Llobregat, Barcelona, Spain
| | - Lorena Rodríguez-Alonso
- Gastroenterology Department, Bellvitge University Hospital, 08907 L’Hospitalet de Llobregat, Barcelona, Spain
| | - Alfredo Mata
- Digestive System Service, Moisés Broggi Hospital, 08970 Sant Joan Despí, Spain
| | - Ana García-Rodríguez
- Endoscopy Unit, Digestive System Service, Viladecans Hospital-IDIBELL, 08840 Viladecans, Barcelona, Spain
| | - Matthew Devall
- Department of Family Medicine, University of Virginia, Charlottesville, VA 22903, USA
| | - Graham Casey
- Department of Genome Sciences, University of Virginia, Charlottesville, VA 22903, USA
| | - Li Li
- Department of Family Medicine, University of Virginia, Charlottesville, VA 22903, USA
| | - Victor Moreno
- Unit of Biomarkers and Susceptibility (UBS), Oncology Data Analytics Program (ODAP), Catalan Institute of Oncology (ICO), 08908 L’Hospitalet del Llobregat, Barcelona, Spain
- ONCOBELL Program, Bellvitge Biomedical Research Institute (IDIBELL), 08908 L’Hospitalet de Llobregat, Barcelona, Spain
- Consortium for Biomedical Research in Epidemiology and Public Health (CIBERESP), 28029 Madrid, Spain
- Department of Clinical Sciences, Faculty of Medicine, University of Barcelona, 08907 L’Hospitalet de Llobregat, Barcelona, Spain
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2
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Ning J, Sun Q, Su Z, Tan L, Tang Y, Sayed S, Li H, Xue VW, Liu S, Chen X, Lu D. The CK1δ/ϵ-Tip60 Axis Enhances Wnt/β-Catenin Signaling via Regulating β-Catenin Acetylation in Colon Cancer. Front Oncol 2022; 12:844477. [PMID: 35494070 PMCID: PMC9039669 DOI: 10.3389/fonc.2022.844477] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/28/2021] [Accepted: 03/22/2022] [Indexed: 11/16/2022] Open
Abstract
Casein kinase 1δ/ϵ (CK1δ/ϵ) are well-established positive modulators of the Wnt/β-catenin signaling pathway. However, the molecular mechanisms involved in the regulation of β-catenin transcriptional activity by CK1δ/ϵ remain unclear. In this study, we found that CK1δ/ϵ could enhance β-catenin-mediated transcription through regulating β-catenin acetylation. CK1δ/ϵ interacted with Tip60 and facilitated the recruitment of Tip60 to β-catenin complex, resulting in increasing β-catenin acetylation at K49. Importantly, Tip60 significantly enhanced the SuperTopFlash reporter activity induced by CK1δ/ϵ or/and β-catenin. Furthermore, a CK1δ/CK1ϵ/β-catenin/Tip60 complex was detected in colon cancer cells. Simultaneous knockdown of CK1δ and CK1ϵ significantly attenuated the interaction between β-catenin and Tip60. Notably, inhibition of CK1δ/ϵ or Tip60, with shRNA or small molecular inhibitors downregulated the level of β-catenin acetylation at K49 in colon cancer cells. Finally, combined treatment with CK1 inhibitor SR3029 and Tip60 inhibitor MG149 had more potent inhibitory effect on β-catenin acetylation, the transcription of Wnt target genes and the viability and proliferation in colon cancer cells. Taken together, our results revealed that the transcriptional activity of β-catenin could be modulated by the CK1δ/ϵ-β-catenin-Tip60 axis, which may be a potential therapeutic target for colon cancer.
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Affiliation(s)
- Jiong Ning
- Guangdong Provincial Key Laboratory of Regional Immunity and Diseases, International Cancer Center, Department of Pharmacology, Shenzhen University Health Science Center, Shenzhen, China.,Shenzhen University-Friedrich Schiller Universität Jena Joint PhD Program in Biomedical Sciences, Shenzhen University School of Medicine, Shenzhen, China
| | - Qi Sun
- Guangdong Provincial Key Laboratory of Regional Immunity and Diseases, International Cancer Center, Department of Pharmacology, Shenzhen University Health Science Center, Shenzhen, China
| | - Zijie Su
- Guangdong Provincial Key Laboratory of Regional Immunity and Diseases, International Cancer Center, Department of Pharmacology, Shenzhen University Health Science Center, Shenzhen, China.,Department of Research, The Affiliated Tumor Hospital of Guangxi Medical University, Nanning, China
| | - Lifeng Tan
- Guangdong Provincial Key Laboratory of Regional Immunity and Diseases, International Cancer Center, Department of Pharmacology, Shenzhen University Health Science Center, Shenzhen, China
| | - Yun Tang
- Guangdong Provincial Key Laboratory of Regional Immunity and Diseases, International Cancer Center, Department of Pharmacology, Shenzhen University Health Science Center, Shenzhen, China
| | - Sapna Sayed
- Guangdong Provincial Key Laboratory of Regional Immunity and Diseases, International Cancer Center, Department of Pharmacology, Shenzhen University Health Science Center, Shenzhen, China
| | - Huan Li
- Guangdong Provincial Key Laboratory of Regional Immunity and Diseases, International Cancer Center, Department of Pharmacology, Shenzhen University Health Science Center, Shenzhen, China
| | - Vivian Weiwen Xue
- Guangdong Provincial Key Laboratory of Regional Immunity and Diseases, International Cancer Center, Department of Pharmacology, Shenzhen University Health Science Center, Shenzhen, China
| | - Shanshan Liu
- Guangdong Provincial Key Laboratory of Regional Immunity and Diseases, International Cancer Center, Department of Pharmacology, Shenzhen University Health Science Center, Shenzhen, China
| | - Xianxiong Chen
- Guangdong Provincial Key Laboratory of Regional Immunity and Diseases, International Cancer Center, Department of Pharmacology, Shenzhen University Health Science Center, Shenzhen, China
| | - Desheng Lu
- Guangdong Provincial Key Laboratory of Regional Immunity and Diseases, International Cancer Center, Department of Pharmacology, Shenzhen University Health Science Center, Shenzhen, China.,Shenzhen University-Friedrich Schiller Universität Jena Joint PhD Program in Biomedical Sciences, Shenzhen University School of Medicine, Shenzhen, China
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3
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Banerjee S, Simonetti FL, Detrois KE, Kaphle A, Mitra R, Nagial R, Söding J. Tejaas: reverse regression increases power for detecting trans-eQTLs. Genome Biol 2021; 22:142. [PMID: 33957961 PMCID: PMC8101255 DOI: 10.1186/s13059-021-02361-8] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/09/2020] [Accepted: 04/22/2021] [Indexed: 12/18/2022] Open
Abstract
Trans-acting expression quantitative trait loci (trans-eQTLs) account for ≥70% expression heritability and could therefore facilitate uncovering mechanisms underlying the origination of complex diseases. Identifying trans-eQTLs is challenging because of small effect sizes, tissue specificity, and a severe multiple-testing burden. Tejaas predicts trans-eQTLs by performing L2-regularized “reverse” multiple regression of each SNP on all genes, aggregating evidence from many small trans-effects while being unaffected by the strong expression correlations. Combined with a novel unsupervised k-nearest neighbor method to remove confounders, Tejaas predicts 18851 unique trans-eQTLs across 49 tissues from GTEx. They are enriched in open chromatin, enhancers, and other regulatory regions. Many overlap with disease-associated SNPs, pointing to tissue-specific transcriptional regulation mechanisms.
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Affiliation(s)
- Saikat Banerjee
- Quantitative and Computational Biology, Max-Planck Institute for Biophysical Chemistry, Göttingen, 37077, Germany.
| | - Franco L Simonetti
- Quantitative and Computational Biology, Max-Planck Institute for Biophysical Chemistry, Göttingen, 37077, Germany
| | - Kira E Detrois
- Quantitative and Computational Biology, Max-Planck Institute for Biophysical Chemistry, Göttingen, 37077, Germany.,Georg-August University, Göttingen, 37075, Germany
| | - Anubhav Kaphle
- Quantitative and Computational Biology, Max-Planck Institute for Biophysical Chemistry, Göttingen, 37077, Germany.,Georg-August University, Göttingen, 37075, Germany
| | | | | | - Johannes Söding
- Quantitative and Computational Biology, Max-Planck Institute for Biophysical Chemistry, Göttingen, 37077, Germany. .,Campus-Institut Data Science (CIDAS), University of Göttingen, Göttingen, 37073, Germany. .,Cluster of Excellence "Multiscale Bioimaging" (MBExC), University of Göttingen, Göttingen, 37075, Germany.
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4
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Eslamizadeh S, Zare AA, Talebi A, Tabaeian SP, Eshkiki ZS, Heydari-Zarnagh H, Akbari A. Differential Expression of miR-20a and miR-145 in Colorectal Tumors as Potential Location-specific miRNAs. Microrna 2020; 10:66-73. [PMID: 33349227 DOI: 10.2174/2211536609666201221123604] [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: 06/17/2020] [Revised: 10/16/2020] [Accepted: 11/27/2020] [Indexed: 11/22/2022]
Abstract
BACKGROUND MicroRNAs (miRNAs), as tissue specific regulators of gene transcription, may be served as biomarkers for Colorectal Cancer (CRC). OBJECTIVE This study aimed to investigate the potential role of the cancer-related hsa-miRNAs as biomarkers in Colon Cancer (CC) and Rectal Cancer (RC). METHODS A total of 148 CRC samples (74 rectum and 74 colon) and 74 adjacent normal tissues were collected to examine the differential expression of selected ten hsa-miRNAs using quantitative Reverse Transcriptase PCR (qRT-PCR). RESULTS The significantly elevated levels of miR-21, miR-133b, miR-18a, miR-20a, and miR-135b, and decreased levels of miR-34a, miR-200c, miR-145, and let-7g were detected in colorectal tumors compared to the healthy tissues (P<0.05). Hsa-miR-20a was significantly overexpressed in rectum compared to colon (p =0.028) from a cut-off value of 3.15 with a sensitivity of 66% and a specificity of 60% and an AUC value of 0.962. Also, hsa-miR-145 was significantly overexpressed in colon compared to the rectum (p =0.02) from a cut-off value of 3.9 with a sensitivity of 55% and a specificity of 61% and an AUC value of 0.91. CONCLUSION In conclusion, hsa-miR-20a and hsa-miR-145, as potential tissue-specific biomarkers for distinguishing RC and CC, improve realizing the molecular differences between these local tumors.
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Affiliation(s)
- Sara Eslamizadeh
- Colorectal Research Center, Iran University of Medical Sciences, Tehran, Iran
| | - Ali-Akbar Zare
- Young Researchers and Elites club, Science and Research Branch, Islamic Azad University, Tehran, Iran
| | - Atefeh Talebi
- Colorectal Research Center, Iran University of Medical Sciences, Tehran, Iran
| | | | - Zahra Shokati Eshkiki
- Alimentary Tract Research Center, Imam Khomeini Hospital, Ahvaz Jundishapur University of Medical Sciences, Ahvaz, Iran
| | - Hafez Heydari-Zarnagh
- Cellular and Molecular Research Center, Sabzevar University of Medical Sciences, Sabzevar, Iran
| | - Abolfazl Akbari
- Colorectal Research Center, Iran University of Medical Sciences, Tehran, Iran
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5
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Song J, Yang J, Lin R, Cai X, Zheng L, Chen Y. Molecular heterogeneity of guanine nucleotide binding-protein γ subunit 4 in left- and right-sided colon cancer. Oncol Lett 2020; 20:334. [PMID: 33123245 PMCID: PMC7584031 DOI: 10.3892/ol.2020.12197] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/20/2020] [Accepted: 09/07/2020] [Indexed: 12/20/2022] Open
Abstract
Molecular heterogeneity determines the differences in the pathological features, prognosis and survival after relapse when comparing left-sided colon cancer (LCC) and right-sided colon cancer (RCC). At present, the discrepancy in the underlying molecular events between the two types of colon cancer has not been thoroughly investigated. The present study aimed to explore novel targets to predict the disease stage and prognosis of LCC and RCC. Expression analysis of guanine nucleotide binding-protein γ subunit 4 (GNG4) was performed using the Gene Expression Profiling Interactive Analysis (GEPIA) and Oncomine databases. Survival and association analyses were performed using GEPIA and the colon adenocarcinoma dataset from The Cancer Genome Atlas database. GNG4-positive cells in a tissue microarray were examined using immunohistochemistry. According to the GNG4 expression data from Caucasian patients included in the TCGA dataset, GNG4 was highly expressed and positively associated with pathological stage and overall survival (OS) rates in colon cancer. GNG4 expression was higher in LCC than in RCC. Patients with LCC with high GNG4 expression exhibited higher pathological stage and lower survival rates, whereas this was not observed in patients with RCC. In addition, the clinical tissues used in the microarray showed that GNG4 expression was increased in Chinese patients with LCC compared with that in patients with RCC. Consistently, GNG4 expression was negatively associated with OS in patients with LCC, but not in patients with RCC. However, no association was observed between GNG4 expression and the disease stage of colon cancer in both patients with LCC and RCC. Overall, the molecular heterogeneity of GNG4 in LCC and RCC suggests that GNG4 may be used as a diagnostic and prognostic biomarker in patients with LCC.
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Affiliation(s)
- Jintian Song
- Department of Abdominal Oncology, The Affiliated Cancer Hospital of Fujian Medical University, Fuzhou, Fujian 350014, P.R. China
| | - Jianwei Yang
- Department of Abdominal Oncology, The Affiliated Cancer Hospital of Fujian Medical University, Fuzhou, Fujian 350014, P.R. China
| | - Rongbo Lin
- Department of Abdominal Oncology, The Affiliated Cancer Hospital of Fujian Medical University, Fuzhou, Fujian 350014, P.R. China
| | - Xiongchao Cai
- Department of Abdominal Oncology, The Affiliated Cancer Hospital of Fujian Medical University, Fuzhou, Fujian 350014, P.R. China
| | - Liang Zheng
- Department of Abdominal Oncology, The Affiliated Cancer Hospital of Fujian Medical University, Fuzhou, Fujian 350014, P.R. China
| | - Yigui Chen
- Department of Abdominal Oncology, The Affiliated Cancer Hospital of Fujian Medical University, Fuzhou, Fujian 350014, P.R. China
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6
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Al-Qahtani WS, Al-Olayan E, Albani FG, Suliman RS, Aljarba NH, Al-Humaidhi EM, Almurshedi AS, Domiaty DM, Alduwish MA, Al-Otaibi AM, Elasbali AM, Ahmed HG, Almutlaq BA. Utility of KRAS Gene and Clinicopathological Features in the Assessment of the Risk of Type 2 Diabetes in the Etiology of Colon Cancer. Glob Med Genet 2020; 7:35-40. [PMID: 32939513 PMCID: PMC7490123 DOI: 10.1055/s-0040-1714415] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/01/2023] Open
Abstract
Background Cancer and diabetes have a tremendous impact on health globally. This study aimed to evaluate the KRAS gene in colon cancer tissues obtained from patients with type 2 diabetes mellitus (T2DM). Materials and Methods Data from 315 cases (156 colon diabetics and 159 patients were nondiabetics) were retrospectively retrieved. mRNA from surgically resected colon cancer tumors were also retrieved. Results The expression of KRAS mRNA was significantly higher in patients afflicted with T2DM than nondiabetic patients. The KRAS mRNA levels were significantly amplified from primary to metastatic lesions ( p < 0.001). Conclusion The association between T2DM and colon cancer was well-established in the present study.
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Affiliation(s)
- Wedad Saeed Al-Qahtani
- Department of Forensic Sciences, Naif Arab University for Security Sciences, Riyadh, Saudi Arabia
| | - Ebtesam Al-Olayan
- Department of Zoology, College of Science, King Saud University Riyadh, Riyadh, Saudi Arabia
| | - Fatimah Gh Albani
- Department of Biology, College of Science, Princess Nourah bint Abdulrahman University, Riyadh, Saudi Arabia
| | - Rania Saad Suliman
- Department of Biology, College of Science, Princess Nourah bint Abdulrahman University, Riyadh, Saudi Arabia
| | - Nada Hamad Aljarba
- Department of Biology, College of Science, Princess Nourah bint Abdulrahman University, Riyadh, Saudi Arabia
| | - E M Al-Humaidhi
- Department of Biology, College of Science, Princess Nourah bint Abdulrahman University, Riyadh, Saudi Arabia
| | - Alanood S Almurshedi
- Department of Pharmaceutics, College of Pharmacy, King Saud University, Riyadh, Saudi Arabia
| | | | - Manal Abdullah Alduwish
- Department of Biology, Prince Sattam bin Abdulaziz University, College of Science and Humanities, Alkarj, Saudi Arabia
| | - Aljohara M Al-Otaibi
- Department of Biology, College of Science, Princess Nourah bint Abdulrahman University, Riyadh, Saudi Arabia
| | - Abdelbaset Mohamed Elasbali
- Department of Clinical Laboratory Sciences, College of Applied Medical Sciences, Jouf University, Qurayyat, Saudi Arabia
| | - Hussain Gadelkarim Ahmed
- College of Medicine, University of Hail, Hail, Saudi Arabia.,Molecular Diagnostics and Personalized Therapeutics Unit, University of Ha'il, Hail, Saudi Arabia.,Department of Histopathology and Cytology, CMLS, University of Khartoum, Sudan
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7
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Wang L, Deng K, Gong L, Zhou L, Sayed S, Li H, Sun Q, Su Z, Wang Z, Liu S, Zhu H, Song J, Lu D. Chlorquinaldol targets the β-catenin and T-cell factor 4 complex and exerts anti-colorectal cancer activity. Pharmacol Res 2020; 159:104955. [PMID: 32485279 DOI: 10.1016/j.phrs.2020.104955] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/03/2020] [Revised: 05/06/2020] [Accepted: 05/21/2020] [Indexed: 02/07/2023]
Abstract
Aberrant activation of Wnt signaling plays a critical role in the initiation and progression of colorectal cancer (CRC). Chlorquinaldol (CQD) is a topical antimicrobial agent used to treat skin infections. Little is known about the anticancer activity of CQD and its underlying mechanisms. In this study, CQD was demonstrated to inhibit Wnt/β-catenin signaling through targeting the downstream part of this pathway. The results showed that CQD could inhibit the acetylation of β-catenin and disrupt the interaction of β-catenin with T-cell factor 4 (TCF4), leading to reduced binding of β-catenin to the promoters of Wnt target genes and downregulation of the expression of these target genes. Moreover, treatment with CQD suppressed the proliferation, migration, invasion and stemness of CRC cells. In APCmin/+ mice and CRC cell xenografts, administration of CQD suppressed tumor growth and the expression of Wnt target genes c-Myc and Leucine-rich G protein-coupled receptor-5 (LGR5). These results strongly suggest that CQD may be a promising therapeutic agent in the treatment of CRC.
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Affiliation(s)
- Ling Wang
- Guangdong Key Laboratory for Genome Stability & Disease Prevention, Cancer Research Center, Department of Pharmacology, Shenzhen University Health Science Center, Shenzhen, Guangdong, 518060, China
| | - Ke Deng
- Guangdong Key Laboratory for Genome Stability & Disease Prevention, Cancer Research Center, Department of Pharmacology, Shenzhen University Health Science Center, Shenzhen, Guangdong, 518060, China
| | - Liang Gong
- Guangdong Key Laboratory for Genome Stability & Disease Prevention, Cancer Research Center, Department of Pharmacology, Shenzhen University Health Science Center, Shenzhen, Guangdong, 518060, China
| | - Liang Zhou
- Guangdong Key Laboratory for Genome Stability & Disease Prevention, Cancer Research Center, Department of Pharmacology, Shenzhen University Health Science Center, Shenzhen, Guangdong, 518060, China
| | - Sapna Sayed
- Guangdong Key Laboratory for Genome Stability & Disease Prevention, Cancer Research Center, Department of Pharmacology, Shenzhen University Health Science Center, Shenzhen, Guangdong, 518060, China
| | - Huan Li
- Guangdong Key Laboratory for Genome Stability & Disease Prevention, Cancer Research Center, Department of Pharmacology, Shenzhen University Health Science Center, Shenzhen, Guangdong, 518060, China
| | - Qi Sun
- Guangdong Key Laboratory for Genome Stability & Disease Prevention, Cancer Research Center, Department of Pharmacology, Shenzhen University Health Science Center, Shenzhen, Guangdong, 518060, China
| | - Zijie Su
- Guangdong Key Laboratory for Genome Stability & Disease Prevention, Cancer Research Center, Department of Pharmacology, Shenzhen University Health Science Center, Shenzhen, Guangdong, 518060, China
| | - Zhongyuan Wang
- Guangdong Key Laboratory for Genome Stability & Disease Prevention, Cancer Research Center, Department of Pharmacology, Shenzhen University Health Science Center, Shenzhen, Guangdong, 518060, China
| | - Shanshan Liu
- Guangdong Key Laboratory for Genome Stability & Disease Prevention, Cancer Research Center, Department of Pharmacology, Shenzhen University Health Science Center, Shenzhen, Guangdong, 518060, China
| | - Huifang Zhu
- Guangdong Key Laboratory for Genome Stability & Disease Prevention, Cancer Research Center, Department of Pharmacology, Shenzhen University Health Science Center, Shenzhen, Guangdong, 518060, China
| | - Jiaxing Song
- Guangdong Key Laboratory for Genome Stability & Disease Prevention, Cancer Research Center, Department of Pharmacology, Shenzhen University Health Science Center, Shenzhen, Guangdong, 518060, China.
| | - Desheng Lu
- Guangdong Key Laboratory for Genome Stability & Disease Prevention, Cancer Research Center, Department of Pharmacology, Shenzhen University Health Science Center, Shenzhen, Guangdong, 518060, China.
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8
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Stuckel AJ, Zhang W, Zhang X, Zeng S, Dougherty U, Mustafi R, Zhang Q, Perreand E, Khare T, Joshi T, West-Szymanski DC, Bissonnette M, Khare S. Enhanced CXCR4 Expression Associates with Increased Gene Body 5-Hydroxymethylcytosine Modification but not Decreased Promoter Methylation in Colorectal Cancer. Cancers (Basel) 2020; 12:cancers12030539. [PMID: 32110952 PMCID: PMC7139960 DOI: 10.3390/cancers12030539] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/07/2020] [Revised: 02/19/2020] [Accepted: 02/24/2020] [Indexed: 12/19/2022] Open
Abstract
In colorectal cancer (CRC), upregulation of the C-X-C motif chemokine receptor 4 (CXCR4) is correlated with metastasis and poor prognosis, highlighting the need to further elucidate CXCR4’s regulation in CRC. For the first time, DNA methylation and 5-hydroxymethylcytosine aberrations were investigated to better understand the epigenetic regulation of CXCR4 in CRC. CXCR4 expression levels were measured using qPCR and immunoblotting in normal colon tissues, primary colon cancer tissues and CRC cell lines. Publicly available RNA-seq and methylation data from The Cancer Genome Atlas (TCGA) were extracted from tumors from CRC patients. The DNA methylation status spanning CXCR4 gene was evaluated using combined bisulfite restriction analysis (COBRA). The methylation status in the CXCR4 gene body was analyzed using previously performed nano-hmC-seal data from colon cancers and adjacent normal colonic mucosa. CXCR4 expression levels were significantly increased in tumor stromal cells and in tumor colonocytes, compared to matched cell types from adjacent normal-appearing mucosa. CXCR4 promoter methylation was detected in a minority of colorectal tumors in the TCGA. The CpG island of the CXCR4 promoter showed increased methylation in three of four CRC cell lines. CXCR4 protein expression differences were also notable between microsatellite stable (MSS) and microsatellite instable (MSI) tumor cell lines. While differential methylation was not detected in CXCR4, enrichment of 5-hydroxymethylcytosine (5hmC) in CXCR4 gene bodies in CRC was observed compared to adjacent mucosa.
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Affiliation(s)
- Alexei J. Stuckel
- Department of Medicine, Division of Gastroenterology and Hepatology, University of Missouri, Columbia, MO 65212, USA (Q.Z.); (E.P.); (T.K.)
| | - Wei Zhang
- Department of Preventive Medicine and The Robert H. Lurie Comprehensive Cancer Center, Northwestern University Feinberg School of Medicine, Chicago, IL 60611, USA;
| | - Xu Zhang
- Department of Medicine, University of Illinois, Chicago, IL 60607, USA;
| | - Shuai Zeng
- Bond Life Sciences Center, University of Missouri, Columbia, MO 65201, USA; (S.Z.); (T.J.)
- Department of Electrical Engineering and Computer Science, University of Missouri, Columbia, MO 65201, USA
| | - Urszula Dougherty
- Department of Medicine, Section of Gastroenterology, Hepatology and Nutrition, The University of Chicago, Chicago, IL 60637, USA; (U.D.); (R.M.); (D.C.W.-S.); (M.B.)
| | - Reba Mustafi
- Department of Medicine, Section of Gastroenterology, Hepatology and Nutrition, The University of Chicago, Chicago, IL 60637, USA; (U.D.); (R.M.); (D.C.W.-S.); (M.B.)
| | - Qiong Zhang
- Department of Medicine, Division of Gastroenterology and Hepatology, University of Missouri, Columbia, MO 65212, USA (Q.Z.); (E.P.); (T.K.)
| | - Elsa Perreand
- Department of Medicine, Division of Gastroenterology and Hepatology, University of Missouri, Columbia, MO 65212, USA (Q.Z.); (E.P.); (T.K.)
| | - Tripti Khare
- Department of Medicine, Division of Gastroenterology and Hepatology, University of Missouri, Columbia, MO 65212, USA (Q.Z.); (E.P.); (T.K.)
| | - Trupti Joshi
- Bond Life Sciences Center, University of Missouri, Columbia, MO 65201, USA; (S.Z.); (T.J.)
- Institute for Data Science and Informatics, University of Missouri, Columbia, MO 65211, USA
- Department of Health Management and Informatics, School of Medicine, University of Missouri, Columbia, MO 65212, USA
| | - Diana C. West-Szymanski
- Department of Medicine, Section of Gastroenterology, Hepatology and Nutrition, The University of Chicago, Chicago, IL 60637, USA; (U.D.); (R.M.); (D.C.W.-S.); (M.B.)
| | - Marc Bissonnette
- Department of Medicine, Section of Gastroenterology, Hepatology and Nutrition, The University of Chicago, Chicago, IL 60637, USA; (U.D.); (R.M.); (D.C.W.-S.); (M.B.)
| | - Sharad Khare
- Department of Medicine, Division of Gastroenterology and Hepatology, University of Missouri, Columbia, MO 65212, USA (Q.Z.); (E.P.); (T.K.)
- Harry S. Truman Memorial Veterans’ Hospital, Columbia, MO 65201, USA
- Correspondence:
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Lv Y, Xie B, Bai B, Shan L, Zheng W, Huang X, Zhu H. Weighted gene coexpression analysis indicates that PLAGL2 and POFUT1 are related to the differential features of proximal and distal colorectal cancer. Oncol Rep 2019; 42:2473-2485. [PMID: 31638246 PMCID: PMC6826322 DOI: 10.3892/or.2019.7368] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/18/2019] [Accepted: 08/09/2019] [Indexed: 12/24/2022] Open
Abstract
In the current era of precision medicine, there is a general consensus that the anatomical site is an important factor in the management of colorectal cancer (CRC). To investigate the underlying molecular mechanisms between proximal and distal CRC and to identify the responsible genes, we analyzed the gene expression patterns of colorectal tumors from two microarray datasets, GSE39582 and GSE14333, on the NCBI Gene Expression Omnibus and the RNA‑seq data from TCGA. Weighted coexpression network analysis (WGCNA) was applied to construct a gene coexpression network. The red module in GSE39582 and the dark‑gray module from the TCGA dataset were found to be highly correlated with the anatomical site of CRC. A total of 12 hub genes were found in two datasets, 2 of which PLAG1 like zinc finger 2 (PLAGL2) and protein O‑fucosyltransferase 1 (POFUT1) were common and upregulated in tumor samples in CRC. The module with the highest correlation provided references that will help to characterize the difference between left‑sided and right‑sided CRC. The survival analysis of PLAGL2 and POFUT1 expression revealed differences between proximal and distal CRC. Gene set enrichment analysis based on those two genes provided similar results: GPI anchor biosynthesis and peroxisome and selenoamino acid metabolism. PLAGL2 and POFUT1, which have the highest correlation with tumor location, may serve as biomarkers and therapeutic targets for the precise diagnosis and treatment of CRC in the future.
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Affiliation(s)
- Yiming Lv
- Department of Colorectal Surgery, Sir Run Run Shaw Hospital, School of Medicine, Zhejiang University, Hangzhou, Zhejiang 310016, P.R. China
- Key Laboratory of Biotherapy of Zhejiang Province, Sir Run Run Shaw Hospital, School of Medicine, Zhejiang University, Hangzhou, Zhejiang 310016, P.R. China
| | - Binbin Xie
- Department of Medical Oncology, Sir Run Run Shaw Hospital, School of Medicine, Zhejiang University, Hangzhou, Zhejiang 310016, P.R. China
| | - Bingjun Bai
- Department of Colorectal Surgery, Sir Run Run Shaw Hospital, School of Medicine, Zhejiang University, Hangzhou, Zhejiang 310016, P.R. China
- Key Laboratory of Biotherapy of Zhejiang Province, Sir Run Run Shaw Hospital, School of Medicine, Zhejiang University, Hangzhou, Zhejiang 310016, P.R. China
| | - Lina Shan
- Department of Colorectal Surgery, Sir Run Run Shaw Hospital, School of Medicine, Zhejiang University, Hangzhou, Zhejiang 310016, P.R. China
- Key Laboratory of Biotherapy of Zhejiang Province, Sir Run Run Shaw Hospital, School of Medicine, Zhejiang University, Hangzhou, Zhejiang 310016, P.R. China
| | - Wenqian Zheng
- Department of Colorectal Surgery, Sir Run Run Shaw Hospital, School of Medicine, Zhejiang University, Hangzhou, Zhejiang 310016, P.R. China
- Key Laboratory of Biotherapy of Zhejiang Province, Sir Run Run Shaw Hospital, School of Medicine, Zhejiang University, Hangzhou, Zhejiang 310016, P.R. China
| | - Xuefeng Huang
- Department of Colorectal Surgery, Sir Run Run Shaw Hospital, School of Medicine, Zhejiang University, Hangzhou, Zhejiang 310016, P.R. China
- Key Laboratory of Biotherapy of Zhejiang Province, Sir Run Run Shaw Hospital, School of Medicine, Zhejiang University, Hangzhou, Zhejiang 310016, P.R. China
| | - Hongbo Zhu
- Department of Colorectal Surgery, Sir Run Run Shaw Hospital, School of Medicine, Zhejiang University, Hangzhou, Zhejiang 310016, P.R. China
- Key Laboratory of Biotherapy of Zhejiang Province, Sir Run Run Shaw Hospital, School of Medicine, Zhejiang University, Hangzhou, Zhejiang 310016, P.R. China
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10
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Slattery ML, Mullany LE, Sakoda LC, Wolff RK, Samowitz WS, Herrick JS. Dysregulated genes and miRNAs in the apoptosis pathway in colorectal cancer patients. Apoptosis 2019. [PMID: 29516317 PMCID: PMC5856858 DOI: 10.1007/s10495-018-1451-1] [Citation(s) in RCA: 69] [Impact Index Per Article: 11.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Abstract
Apoptosis is genetically regulated and involves intrinsic and extrinsic pathways. We examined 133 genes within these pathways to identify whether they are expressed differently in colorectal carcinoma (CRC) and normal tissue (N = 217) and if they are associated with similar differential miRNA expression. Gene expression data (RNA-Seq) and miRNA expression data (Agilent Human miRNA Microarray V19.0) were generated. We focused on dysregulated genes with a fold change (FC) of > 1.50 or < 0.67, that were significant after adjustment for multiple comparisons. miRNA:mRNA seed-region matches were determined. Twenty-three genes were significantly downregulated (FC < 0.67) and 18 were significantly upregulated (FC > 1.50). Of these 41 genes, 11 were significantly associated with miRNA differential expression. BIRC5 had the greatest number of miRNA associations (14) and the most miRNAs with a seed-region match (10). Four of these matches, miR-145-5p, miR-150-5p, miR-195-5p, and miR-650, had a negative beta coefficient. CSF2RB was associated with ten total miRNAs (five with a seed-region match, and one miRNA, miR-92a-3p, with a negative beta coefficient). Of the three miRNAs associated with CTSS, miR-20b-5p, and miR-501-3p, had a seed-region match and a negative beta coefficient between miRNA:mRNA pairs. Several miRNAs that were associated with dysregulated gene expression, seed-region matches, and negative beta coefficients also were associated with CRC-specific survival. Our data suggest that miRNAs could influence several apoptosis-related genes. BIRC5, CTSS, and CSF2R all had seed-region matches with miRNAs that would favor apoptosis. Our study identifies several miRNA associated with apoptosis-related genes, that if validated, could be important therapeutic targets.
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Affiliation(s)
- Martha L Slattery
- Department of Medicine, University of Utah, 383 Colorow, Salt Lake City, UT, 84108, USA.
| | - Lila E Mullany
- Department of Medicine, University of Utah, 383 Colorow, Salt Lake City, UT, 84108, USA
| | - Lori C Sakoda
- Division of Research, Kaiser Permanente Northern California, Oakland, CA, USA
| | - Roger K Wolff
- Department of Medicine, University of Utah, 383 Colorow, Salt Lake City, UT, 84108, USA
| | - Wade S Samowitz
- Department of Pathology, University of Utah, Salt Lake City, UT, USA
| | - Jennifer S Herrick
- Department of Medicine, University of Utah, 383 Colorow, Salt Lake City, UT, 84108, USA
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Gorroño-Etxebarria I, Aguirre U, Sanchez S, González N, Escobar A, Zabalza I, Quintana JM, Vivanco MDM, Waxman J, Kypta RM. Wnt-11 as a Potential Prognostic Biomarker and Therapeutic Target in Colorectal Cancer. Cancers (Basel) 2019; 11:E908. [PMID: 31261741 PMCID: PMC6679153 DOI: 10.3390/cancers11070908] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/08/2019] [Revised: 06/20/2019] [Accepted: 06/22/2019] [Indexed: 02/05/2023] Open
Abstract
The expression of the secreted factor Wnt-11 is elevated in several types of cancer, including colorectal cancer, where it promotes cancer cell migration and invasion. Analysis of colorectal cancer gene expression databases associated WNT11 mRNA expression with increased likelihood of metastasis in a subset of patients. WNT11 expression was correlated with the expression of the Wnt receptors FZD6, RYK, and PTK7, and the combined expression of WNT11, FZD6 and RYK or PTK7 was associated with an increased risk of 5-year mortality rates. Immunohistochemical analysis of Wnt-11 in a cohort of 357 colorectal cancer patients found significantly higher Wnt-11 levels in tumors, compared with benign tissue. Elevated Wnt-11 levels occurred more frequently in rectal tumors than in colonic tumors and in tumors from women than men. In univariate analysis, increased Wnt-11 expression was also associated with tumor invasion and increased 5-year mortality. High Wnt-11 levels were not associated with high levels of nuclear β-catenin, suggesting Wnt-11 is not simply an indicator for activation of β-catenin-dependent signaling. Expression of Wnt-11 in colorectal cancer cell lines expressing low endogenous Wnt-11 inhibited β-catenin/Tcf activity and increased ATF2-dependent transcriptional activity. WNT11 gene silencing and antibody-mediated inhibition of Wnt-11 in colorectal cancer cell lines expressing high Wnt-11 reduced their capacity for invasion. Together, these observations suggest that Wnt-11 could be a potential target for the treatment of patients with invasive colorectal cancer.
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Affiliation(s)
| | - Urko Aguirre
- Research Unit, Galdakao-Usansolo Hospital, 48960 Galdakao, Spain
- Kronikgune Institute, Health Services Research on Chronic Patients Network (REDISSEC), 48902 Bilbao, Spain
| | - Saray Sanchez
- Cancer Heterogeneity Lab, CIC bioGUNE, 48160 Derio, Spain
| | - Nerea González
- Research Unit, Galdakao-Usansolo Hospital, 48960 Galdakao, Spain
- Kronikgune Institute, Health Services Research on Chronic Patients Network (REDISSEC), 48902 Bilbao, Spain
| | - Antonio Escobar
- Kronikgune Institute, Health Services Research on Chronic Patients Network (REDISSEC), 48902 Bilbao, Spain
- Research Unit, Basurto University Hospital, Osakidetza, 48013 Bilbao, Spain
| | - Ignacio Zabalza
- Department of Pathology, Galdakao-Usansolo Hospital and Biocruces-Bizkaia Institute, 48960 Galdakao, Spain
| | - José Maria Quintana
- Research Unit, Galdakao-Usansolo Hospital, 48960 Galdakao, Spain
- Kronikgune Institute, Health Services Research on Chronic Patients Network (REDISSEC), 48902 Bilbao, Spain
| | | | - Jonathan Waxman
- Department of Surgery and Cancer, Imperial College London, W12 0NN London, UK
| | - Robert M Kypta
- Cancer Heterogeneity Lab, CIC bioGUNE, 48160 Derio, Spain.
- Department of Surgery and Cancer, Imperial College London, W12 0NN London, UK.
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Stevens JR, Herrick JS, Wolff RK, Slattery ML. Power in pairs: assessing the statistical value of paired samples in tests for differential expression. BMC Genomics 2018; 19:953. [PMID: 30572829 PMCID: PMC6302489 DOI: 10.1186/s12864-018-5236-2] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/21/2018] [Accepted: 11/09/2018] [Indexed: 12/19/2022] Open
Abstract
Background When genomics researchers design a high-throughput study to test for differential expression, some biological systems and research questions provide opportunities to use paired samples from subjects, and researchers can plan for a certain proportion of subjects to have paired samples. We consider the effect of this paired samples proportion on the statistical power of the study, using characteristics of both count (RNA-Seq) and continuous (microarray) expression data from a colorectal cancer study. Results We demonstrate that a higher proportion of subjects with paired samples yields higher statistical power, for various total numbers of samples, and for various strengths of subject-level confounding factors. In the design scenarios considered, the statistical power in a fully-paired design is substantially (and in many cases several times) greater than in an unpaired design. Conclusions For the many biological systems and research questions where paired samples are feasible and relevant, substantial statistical power gains can be achieved at the study design stage when genomics researchers plan on using paired samples from the largest possible proportion of subjects. Any cost savings in a study design with unpaired samples are likely accompanied by underpowered and possibly biased results. Electronic supplementary material The online version of this article (10.1186/s12864-018-5236-2) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- John R Stevens
- Department of Mathematics and Statistics, Utah State University, Logan, UT, USA.
| | - Jennifer S Herrick
- Division of Epidemiology, Department of Internal Medicine, University of Utah, Salt Lake City, UT, USA
| | - Roger K Wolff
- Division of Epidemiology, Department of Internal Medicine, University of Utah, Salt Lake City, UT, USA
| | - Martha L Slattery
- Division of Epidemiology, Department of Internal Medicine, University of Utah, Salt Lake City, UT, USA
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Lu JB, Li RY. Gene expression profiling in digestive tract tumors: From basic research to clinical practice. Shijie Huaren Xiaohua Zazhi 2018; 26:1966-1978. [DOI: 10.11569/wcjd.v26.i34.1966] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/06/2023] Open
Abstract
Gene expression profiling is a new method that can be used to study the whole genome function. It is also a comprehensive research technique combining life science with information science. Gene expression profiles have not only been thoroughly and fundamentally studied in digestive tract tumors with regard to gene function, pathogenesis, gene network regulation, and biological characteristics, but also been applied to clinical diagnosis, differential diagnosis, molecular typing, targeted therapy, and other aspects. However, it is still necessary to fully mine and utilize the huge amount of data generated continuously in this process, effectively standardize the construction and management of the existing gene expression database, gradually realize data sharing, and strengthen the quality control of gene expression profiling technology in order to make the gene expression profiling technology become more stable and rapid in the future research.
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Affiliation(s)
- Jian-Bo Lu
- Department of Pathology, The First Affiliated Hospital of Kunming Medical University, kunming 650032, Yunnan Province, China
| | - Ru-Yi Li
- Department of Pathology, The Second Affiliated Hospital of Kunming Medical University, kunming 650032, Yunnan Province, China
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14
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Mullany LE, Herrick JS, Sakoda LC, Samowitz W, Stevens JR, Wolff RK, Slattery ML. MicroRNA-messenger RNA interactions involving JAK-STAT signaling genes in colorectal cancer. Genes Cancer 2018; 9:232-246. [PMID: 30603058 PMCID: PMC6305104 DOI: 10.18632/genesandcancer.177] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/27/2022] Open
Abstract
JAK-STAT signaling influences many downstream processes that, unchecked, contribute to carcinogenesis and metastasis. MicroRNAs (miRNAs) are hypothesized as a mechanism to prevent uncontrolled growth from continuous JAK-STAT activation. We investigated differential expression between paired carcinoma and normal colorectal mucosa of messenger RNAs (mRNAs) and miRNAs using RNA-Seq and Agilent Human miRNA Microarray V19.0 data, respectively, using a negative binomial mixed effects model to test 122 JAK-STAT-signaling genes in 217 colorectal cancer (CRC) cases. Overall, 42 mRNAs were differentially expressed with a fold change of >1.50 or <0.67, remaining significant with a false discovery rate of < 0.05; four were dysregulated in microsatellite stable (MSS) tumors, eight were for microsatellite unstable (MSI)-specific tumors. Of these 54 mRNAs, 17 were associated with differential expression of 46 miRNAs, comprising 116 interactions: 16 were significant overall, one for MSS tumors only. Twenty of the 29 interactions with negative beta coefficients involved miRNA seed sequence matches with mRNAs, supporting miRNA-mediated mRNA repression; 17 of these mRNAs encode for receptor molecules. Receptor molecule degradation is an established JAK-STAT signaling control mechanism; our results suggest that miRNAs facilitate this process. Interactions involving positive beta coefficients may illustrate downstream effects of disrupted STAT activity, and subsequent miRNA upregulation.
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Affiliation(s)
- Lila E Mullany
- Department of Medicine, University of Utah, 383 Colorow, Salt Lake City, Utah
| | - Jennifer S Herrick
- Department of Medicine, University of Utah, 383 Colorow, Salt Lake City, Utah
| | - Lori C Sakoda
- Division of Research, Kaiser Permanente Northern California, Oakland, California
| | - Wade Samowitz
- Department of Pathology, University of Utah, Salt Lake City, Utah
| | - John R Stevens
- Department of Mathematics and Statistics, Utah State University, Logan, Utah
| | - Roger K Wolff
- Department of Medicine, University of Utah, 383 Colorow, Salt Lake City, Utah
| | - Martha L Slattery
- Department of Medicine, University of Utah, 383 Colorow, Salt Lake City, Utah
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15
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Pellatt AJ, Mullany LE, Herrick JS, Sakoda LC, Wolff RK, Samowitz WS, Slattery ML. The TGFβ-signaling pathway and colorectal cancer: associations between dysregulated genes and miRNAs. J Transl Med 2018; 16:191. [PMID: 29986714 PMCID: PMC6038278 DOI: 10.1186/s12967-018-1566-8] [Citation(s) in RCA: 29] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/22/2018] [Accepted: 06/29/2018] [Indexed: 12/19/2022] Open
Abstract
Background The TGFβ-signaling pathway plays an important role in the pathogenesis of colorectal cancer (CRC). Loss of function of several genes within this pathway, such as bone morphogenetic proteins (BMPs) have been seen as key events in CRC progression. Methods In this study we comprehensively evaluate differential gene expression (RNASeq) of 81 genes in the TGFβ-signaling pathway and evaluate how dysregulated genes are associated with miRNA expression (Agilent Human miRNA Microarray V19.0). We utilize paired carcinoma and normal tissue from 217 CRC cases. We evaluate the associations between differentially expressed genes and miRNAs and sex, age, disease stage, and survival months. Results Thirteen genes were significantly downregulated and 14 were significantly upregulated after considering fold change (FC) of > 1.50 or < 0.67 and multiple comparison adjustment. Bone morphogenetic protein genes BMP5, BMP6, and BMP2 and growth differentiation factor GDF7 were downregulated. BMP4, BMP7, INHBA (Inhibin beta A), TGFBR1, TGFB2, TGIF1, TGIF2, and TFDP1 were upregulated. In general, genes with the greatest dysregulation, such as BMP5 (FC 0.17, BMP6 (FC 0.25), BMP2 (FC 0.32), CDKN2B (FC 0.32), MYC (FC 3.70), BMP7 (FC 4.17), and INHBA (FC 9.34) showed dysregulation in the majority of the population (84.3, 77.4, 81.1, 80.2, 82.0, 51.2, and 75.1% respectively). Four genes, TGFBR2, ID4, ID1, and PITX2, were un-associated or slightly upregulated in microsatellite-stable (MSS) tumors while downregulated in microsatellite-unstable (MSI) tumors. Eight dysregulated genes were associated with miRNA differential expression. E2F5 and THBS1 were associated with one or two miRNAs; RBL1, TGFBR1, TGIF2, and INHBA were associated with seven or more miRNAs with multiple seed-region matches. Evaluation of the joint effects of mRNA:miRNA identified interactions that were stronger in more advanced disease stages and varied by survival months. Conclusion These data support an interaction between miRNAs and genes in the TGFβ-signaling pathway in association with CRC risk. These interactions are associated with unique clinical characteristics that may provide targets for further investigations. Electronic supplementary material The online version of this article (10.1186/s12967-018-1566-8) contains supplementary material, which is available to authorized users.
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Affiliation(s)
| | - Lila E Mullany
- Department of Medicine, University of Utah, 383 Colorow, Salt Lake City, UT, 84108, USA
| | - Jennifer S Herrick
- Department of Medicine, University of Utah, 383 Colorow, Salt Lake City, UT, 84108, USA
| | - Lori C Sakoda
- Division of Research, Kaiser Permanente Northern California, Oakland, CA, USA
| | - Roger K Wolff
- Department of Medicine, University of Utah, 383 Colorow, Salt Lake City, UT, 84108, USA
| | - Wade S Samowitz
- Department of Pathology, University of Utah, Salt Lake City, UT, USA
| | - Martha L Slattery
- Department of Medicine, University of Utah, 383 Colorow, Salt Lake City, UT, 84108, USA.
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Slattery ML, Mullany LE, Wolff RK, Sakoda LC, Samowitz WS, Herrick JS. The p53-signaling pathway and colorectal cancer: Interactions between downstream p53 target genes and miRNAs. Genomics 2018; 111:762-771. [PMID: 29860032 DOI: 10.1016/j.ygeno.2018.05.006] [Citation(s) in RCA: 57] [Impact Index Per Article: 8.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/22/2018] [Revised: 05/04/2018] [Accepted: 05/07/2018] [Indexed: 12/12/2022]
Abstract
INTRODUCTION We examined expression of genes in the p53-signaling pathway. We determine if genes that have significantly different expression in carcinoma tissue compared to normal mucosa also have significantly differentially expressed miRNAs. We utilize a sample of 217 CRC cases. METHODS We focused on fold change (FC) > 1.50 or <0.67 for genes and miRNAs, that were statistically significant after adjustment for multiple comparisons. We evaluated the linear association between the differential expression of miRNA and mRNA. miRNA:mRNA seed-region matches also were determined. RESULTS Eleven dysregulated genes were associated with 37 dysregulated miRNAs; all were down-stream from the TP53 gene. MiR-150-5p (HR = 0.82) and miR-196b-5p (HR 0.73) significantly reduced the likelihood of dying from CRC when miRNA expression increased in rectal tumors. CONCLUSIONS Our data suggest that activation of p53 from cellular stress, could target downstream genes that in turn could influence cell cycle arrest, apoptosis, and angiogenesis through mRNA:miRNA interactions.
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Affiliation(s)
- Martha L Slattery
- Department of Medicine, University of Utah, 383 Colorow, Salt Lake City, UT, United States.
| | - Lila E Mullany
- Department of Medicine, University of Utah, 383 Colorow, Salt Lake City, UT, United States
| | - Roger K Wolff
- Department of Medicine, University of Utah, 383 Colorow, Salt Lake City, UT, United States
| | - Lori C Sakoda
- Division of Research, Kaiser Permanente Northern California, Oakland, CA, United States
| | - Wade S Samowitz
- Department of Pathology, University of Utah, Salt Lake City, UT, United States
| | - Jennifer S Herrick
- Department of Medicine, University of Utah, 383 Colorow, Salt Lake City, UT, United States
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17
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Feng C, Zhang L, Sun Y, Li X, Zhan L, Lou Y, Wang Y, Liu L, Zhang Y. GDPD5, a target of miR-195-5p, is associated with metastasis and chemoresistance in colorectal cancer. Biomed Pharmacother 2018; 101:945-952. [DOI: 10.1016/j.biopha.2018.03.028] [Citation(s) in RCA: 38] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/31/2017] [Revised: 03/06/2018] [Accepted: 03/06/2018] [Indexed: 12/12/2022] Open
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Slattery ML, Mullany LE, Sakoda LC, Wolff RK, Samowitz WS, Herrick JS. The MAPK-Signaling Pathway in Colorectal Cancer: Dysregulated Genes and Their Association With MicroRNAs. Cancer Inform 2018; 17:1176935118766522. [PMID: 29636593 PMCID: PMC5888819 DOI: 10.1177/1176935118766522] [Citation(s) in RCA: 38] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/04/2017] [Indexed: 12/11/2022] Open
Abstract
Mitogen-activated protein kinase (MAPK) pathways regulate many cellular functions including cell proliferation and apoptosis. We examined associations of differential gene and microRNA (miRNA) expression between carcinoma and paired normal mucosa for 241 genes in the KEGG-identified MAPK-signaling pathway among 217 colorectal cancer (CRC) cases. Gene expression data (RNA-Seq) and miRNA expression data (Agilent Human miRNA Microarray V19.0; Agilent Technologies Inc., Santa Clara, CA, USA) were analyzed. We first identified genes most strongly associated with CRC using a fold change (FC) of >1.50 or <0.67) that were statistically significant after adjustment for multiple comparisons. We then determined miRNAs associated with dysregulated genes and through miRNA:mRNA (messenger RNA) seed region matches discerned genes with a greater likelihood of having a direct biological association. Ninety-nine genes had a meaningful FC for all CRC, microsatellite unstable–specific tumors, or microsatellite stable–specific tumors. Thirteen dysregulated genes were associated with miRNAs, totaling 68 miRNA:mRNA associations. Thirteen of the miRNA:mRNA associations had seed region matches where the differential expression between the miRNA and mRNA was inversely related suggesting a direct association as a result of their binding. Several direct associations, upstream of ERK1/ERK2, JNK, and p38, were found for PDGFRA with 7 miRNAs; RASGRP3 and PRKCB with miR-203a; and TGFBR1 with miR-6071 and miR-2117. Other associations between miRNAs and mRNAs are most likely indirect, resulting from feedback and feed forward loops. Our results suggest that miRNAs may alter MAPK signaling through direct binding with key genes in this pathway. We encourage others to validate results in targeted CRC experiments that can help solidify important therapeutic targets.
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Affiliation(s)
| | - Lila E Mullany
- School of Medicine, University of Utah, Salt Lake City, UT, USA
| | - Lori C Sakoda
- Division of Research, Kaiser Permanente Northern California, Oakland, CA, USA
| | - Roger K Wolff
- School of Medicine, University of Utah, Salt Lake City, UT, USA
| | - Wade S Samowitz
- Department of Pathology, University of Utah, Salt Lake City, UT, USA
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Mullany LE, Herrick JS, Sakoda LC, Samowitz W, Stevens JR, Wolff RK, Slattery ML. miRNA involvement in cell cycle regulation in colorectal cancer cases. Genes Cancer 2018; 9:53-65. [PMID: 29725503 PMCID: PMC5931252 DOI: 10.18632/genesandcancer.167] [Citation(s) in RCA: 25] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022] Open
Abstract
Uncontrolled cell replication is a key component of carcinogenesis. MicroRNAs (miRNAs) regulate genes involved in checkpoints, DNA repair, and genes encoding for key proteins regulating the cell cycle. We investigated how miRNAs and mRNAs in colorectal cancer subjects interact to regulate the cell cycle. Using RNA-Seq data from 217 individuals, we analyzed differential expression (carcinoma minus normal mucosa) of 123 genes within the cell cycle pathway with differential miRNA expression, adjusting for age and sex. Multiple comparison adjustments for gene/miRNA associations were made at the gene level using an FDR <0.05. Differentially expressed miRNAs and mRNAs were tested for associations with colorectal cancer survival. MRNA and miRNA sequences were compared to identify seed region matches to support biological interpretation of the observed associations. Sixty-seven mRNAs were dysregulated with a fold change (FC) <0.67 or >1.50. Thirty-two mRNAs were associated with 48 miRNAs; 102 of 290 total associations had identified seed matches; of these, ten had negative beta coefficients. Hsa-miR-15a-5p and hsa-miR-20b-5p were associated with colorectal cancer survival with an FDR <0.05 (HR 0.86 95% CI 0.79, 0.94; HR 0.83 95% CI 0.75, 0.91 respectively). Our findings suggest that miRNAs impact mRNA translation at multiple levels within the cell cycle.
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Affiliation(s)
- Lila E Mullany
- Division of Epidemiology, University of Utah, Salt Lake City, Ut, USA
| | | | - Lori C Sakoda
- Division of Research, Kaiser Permanente Northern California, CA, USA
| | - Wade Samowitz
- Department of Pathology, University of Utah, Salt Lake City, Ut, USA
| | - John R Stevens
- Department of Mathematics and Statistics, Utah State University, Logan, Ut, USA
| | - Roger K Wolff
- Division of Epidemiology, University of Utah, Salt Lake City, Ut, USA
| | - Martha L Slattery
- Division of Epidemiology, University of Utah, Salt Lake City, Ut, USA
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Mullany LE, Herrick JS, Wolff RK, Stevens JR, Samowitz W, Slattery ML. MicroRNA-transcription factor interactions and their combined effect on target gene expression in colon cancer cases. Genes Chromosomes Cancer 2017; 57:192-202. [PMID: 29226599 PMCID: PMC5807123 DOI: 10.1002/gcc.22520] [Citation(s) in RCA: 34] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/25/2017] [Revised: 12/05/2017] [Accepted: 12/06/2017] [Indexed: 12/11/2022] Open
Abstract
Transcription factors (TFs) and microRNAs (miRNAs) regulate gene expression: TFs by influencing messenger RNA (mRNA) transcription and miRNAs by influencing mRNA translation and transcript degradation. Additionally, miRNAs and TFs alter each other's expression, making it difficult to ascertain the effect either one has on target gene (TG) expression. In this investigation, we use a two‐way interaction model with the TF and miRNA as independent variables to investigate whether miRNAs and TFs work together to influence TG expression levels in colon cancer subjects. We used known TF binding sites and validated miRNA targets to determine potential miRNA‐TF‐TG interactions, restricting interactions to those with a TF previously associated with altered risk of colorectal cancer death. We analyzed interactions using normal colonic mucosa expression as well as differential expression, which is measured as colonic carcinoma expression minus normal colonic mucosa expression. We analyzed 3518 miRNA‐TF‐TG triplets using normal mucosa expression and 617 triplets using differential expression. Normal colonic RNA‐Seq data were available for 168 individuals; of these, 159 also had carcinoma RNA‐Seq data. Thirteen unique miRNA‐TF‐TG interactions, comprising six miRNAs, four TFs, and 11 TGs, were statistically significant after adjustment for multiple comparisons in normal colonic mucosa, and 14 unique miRNA‐TF‐TG interactions, comprising two miRNAs, two TFs, and 13 TGs, were found for carcinoma‐normal differential expression. Our results show that TG expression is influenced by both miRNAs as well as TFs, and the influence of one regulator impacts the effect of the other on the shared TG expression.
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Affiliation(s)
- Lila E Mullany
- Department of Internal Medicine, University of Utah, Salt Lake City, Utah.,Division of Epidemiology, University of Utah, Salt Lake City, Utah
| | - Jennifer S Herrick
- Department of Internal Medicine, University of Utah, Salt Lake City, Utah.,Division of Epidemiology, University of Utah, Salt Lake City, Utah
| | - Roger K Wolff
- Department of Internal Medicine, University of Utah, Salt Lake City, Utah.,Division of Epidemiology, University of Utah, Salt Lake City, Utah
| | - John R Stevens
- Department of Mathematics and Statistics, Utah State University, Logan, Utah
| | - Wade Samowitz
- Department of Pathology, University of Utah School, Salt Lake City, Utah
| | - Martha L Slattery
- Department of Internal Medicine, University of Utah, Salt Lake City, Utah.,Division of Epidemiology, University of Utah, Salt Lake City, Utah
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Slattery ML, Mullany LE, Sakoda LC, Samowitz WS, Wolff RK, Stevens JR, Herrick JS. Expression of Wnt-signaling pathway genes and their associations with miRNAs in colorectal cancer. Oncotarget 2017; 9:6075-6085. [PMID: 29464056 PMCID: PMC5814196 DOI: 10.18632/oncotarget.23636] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/19/2017] [Accepted: 12/08/2017] [Indexed: 01/01/2023] Open
Abstract
The Wnt-signaling pathway functions in regulating cell growth and thus is involved in the carcinogenic process of several cancers, including colorectal cancer. We tested the hypothesis that multiple genes in this signaling pathway are dysregulated and that miRNAs are associated with these dysregulated genes. We used data from 217 colorectal cancer (CRC) cases to evaluate differences in Wnt-signaling pathway gene expression between paired CRC and normal mucosa and identify miRNAs that are associated with these genes. Gene expression data from RNA-Seq and miRNA expression data from Agilent Human miRNA Microarray V19.0 were analyzed. We focused on genes most strongly associated with CRC (fold change (FC) of >1.5 or <0.67) and that were statistically significant after adjustment for multiple comparisons. Of the 138 Wnt-signaling pathway genes examined, 27 were significantly down-regulated (FC<0.67) and 32 genes were significantly up-regulated (FC>1.50) after adjusting for multiple comparisons. Thirteen of the 66 Wnt-signaling genes that were differentially expressed in CRC tumors were associated with differential expression of miRNAs. A total of 93 miRNA:mRNA associations were detected for these 13 genes. Of these 93 associations, 36 miRNA seed-region matches were observed, suggesting that miRNAs have both direct and indirect effects on Wnt-signaling pathway genes. In summary, our data supports the hypothesis that the Wnt-signaling pathway is dysregulated in CRC and suggest that miRNAs may importantly influence that dysregulation.
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Affiliation(s)
- Martha L Slattery
- Department of Medicine, University of Utah, Salt Lake City, Utah, USA
| | - Lila E Mullany
- Department of Medicine, University of Utah, Salt Lake City, Utah, USA
| | - Lori C Sakoda
- Division of Research, Kaiser Permanente Northern California, Oakland, California, USA
| | - Wade S Samowitz
- Department of Pathology, University of Utah, Salt Lake City, Utah, USA
| | - Roger K Wolff
- Department of Medicine, University of Utah, Salt Lake City, Utah, USA
| | - John R Stevens
- Department of Mathematics and Statistics, Utah State University, Logan, Utah, USA
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The NF-κB signalling pathway in colorectal cancer: associations between dysregulated gene and miRNA expression. J Cancer Res Clin Oncol 2017; 144:269-283. [PMID: 29188362 PMCID: PMC5794831 DOI: 10.1007/s00432-017-2548-6] [Citation(s) in RCA: 65] [Impact Index Per Article: 8.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/10/2017] [Accepted: 11/20/2017] [Indexed: 12/23/2022]
Abstract
BACKGROUND The nuclear factor-kappa B (NF-κB) signalling pathway is a regulator of immune response and inflammation that has been implicated in the carcinogenic process. We examined differentially expressed genes in this pathway and miRNAs to determine associations with colorectal cancer (CRC). METHODS We used data from 217 CRC cases to evaluate differences in NF-κB signalling pathway gene expression between paired carcinoma and normal mucosa and identify miRNAs that are associated with these genes. Gene expression data from RNA-Seq and miRNA expression data from Agilent Human miRNA Microarray V19.0 were analysed. We evaluated genes most strongly associated and differentially expressed (fold change (FC) of > 1.5 or < 0.67) that were statistically significant after adjustment for multiple comparisons. RESULTS Of the 92 genes evaluated, 22 were significantly downregulated and nine genes were significantly upregulated in all tumours. Two additional genes (CD14 and CSNK2A1) were dysregulated in MSS tumours and two genes (CARD11 and VCAM1) were downregulated and six genes were upregulated (LYN, TICAM2, ICAM1, IL1B, CCL4 and PTGS2) in MSI tumours. Sixteen of the 21 dysregulated genes were associated with 40 miRNAs. There were 76 miRNA:mRNA associations of which 38 had seed-region matches. Genes were associated with multiple miRNAs, with TNFSRF11A (RANK) being associated with 15 miRNAs. Likewise several miRNAs were associated with multiple genes (miR-150-5p with eight genes, miR-195-5p with four genes, miR-203a with five genes, miR-20b-5p with four genes, miR-650 with six genes and miR-92a-3p with five genes). CONCLUSIONS Focusing on the genes and their associated miRNAs within the entire signalling pathway provides a comprehensive understanding of this complex pathway as it relates to CRC and offers insight into potential therapeutic agents.
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Slattery ML, Mullany LE, Sakoda LC, Wolff RK, Stevens JR, Samowitz WS, Herrick JS. The PI3K/AKT signaling pathway: Associations of miRNAs with dysregulated gene expression in colorectal cancer. Mol Carcinog 2017; 57:243-261. [PMID: 29068474 PMCID: PMC5760356 DOI: 10.1002/mc.22752] [Citation(s) in RCA: 73] [Impact Index Per Article: 9.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/15/2017] [Revised: 10/03/2017] [Accepted: 10/23/2017] [Indexed: 01/04/2023]
Abstract
The PI3K/AKT‐signaling pathway is one of the most frequently activated signal‐transduction pathways in cancer. We examined how dysregulated gene expression is associated with miRNA expression in this pathway in colorectal cancer (CRC). We used data from 217 CRC cases to evaluate differential pathway gene expression between paired carcinoma and normal mucosa and identify miRNAs that are associated with these genes. Gene expression data from RNA‐Seq and miRNA expression data from Agilent Human miRNA Microarray V19.0 were analyzed. We focused on genes most associated with CRC (fold change (FC) of >1.5 or <0.67) that were statistically significant after adjustment for multiple comparisons. Of the 304 genes evaluated, 76 had a FC of <0.67, and 57 had a FC of >1.50; 47 of these genes were associated with miRNA differential expression. There were 145 mRNA:miRNA seed‐region matches of which 26 were inversely associated suggesting a greater likelihood of a direct association. Most miRNA:mRNA associations were with factors that stimulated the pathway. For instance, both IL6R and PDGFRA had inverse seed‐region matches with seven miRNAs, suggesting that these miRNAs have a direct effect on these genes and may be key elements in activation of the pathway. Other miRNA:mRNA associations with similar impact on the pathway were miR‐203a with ITGA4, miR‐6071 with ITGAV, and miR‐375 with THBS2, all genes involved in extracellular matrix function that activate PI3Ks. Gene expression in the PI3K/Akt‐signaling pathway is dysregulated in CRC. MiRNAs were associated with many of these dysregulated genes either directly or in an indirect manner.
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Affiliation(s)
- Martha L Slattery
- Department of Medicine, University of Utah, Colorow, Salt Lake City, Utah
| | - Lila E Mullany
- Department of Medicine, University of Utah, Colorow, Salt Lake City, Utah
| | - Lori C Sakoda
- Division of Research, Kaiser Permanente Northern California, Oakland, California
| | - Roger K Wolff
- Department of Medicine, University of Utah, Colorow, Salt Lake City, Utah
| | - John R Stevens
- Department of Mathematics and Statistics, Utah State University, Logan, Utah
| | - Wade S Samowitz
- Department of Pathology, University of Utah, Salt Lake City, Utah
| | - Jennifer S Herrick
- Department of Medicine, University of Utah, Colorow, Salt Lake City, Utah
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Slattery ML, Pellatt AJ, Lee FY, Herrick JS, Samowitz WS, Stevens JR, Wolff RK, Mullany LE. Infrequently expressed miRNAs influence survival after diagnosis with colorectal cancer. Oncotarget 2017; 8:83845-83859. [PMID: 29137387 PMCID: PMC5663559 DOI: 10.18632/oncotarget.19863] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/16/2017] [Accepted: 07/25/2017] [Indexed: 12/24/2022] Open
Abstract
Half of miRNAs expressed in colorectal tissue are expressed < 50% of the population. Many infrequently expressed miRNAs have low levels of expression. We hypothesize that less frequently expressed miRNAs, when expressed at higher levels, influence both disease stage and survival after diagnosis with colorectal cancer (CRC); low levels of expression may be background noise. We examine 304 infrequently expressed miRNAs in 1893 population-based cases of CRC with paired carcinoma and normal mucosa miRNA profiles. We evaluate miRNAs with disease stage and survival after adjusting for age, study center, sex, MSI status, and AJCC stage. These miRNAs were further evaluated with RNA-Seq data to identify miRNA::mRNA associations that may provide insight into the functionality of miRNAs. Eleven miRNAs were associated with advanced disease stage among colon cancer patients (Q value = 0.10). Eight infrequently expressed miRNAs influenced survival if highly expressed in overall CRC. Of these, five increased likelihood of dying if they were highly expressed, i.e. miR-124-3p, miR-143-5p, miR-145-3p, miR31-5p, and miR-99b-5p, while three were associated with better survival if highly expressed, i.e. miR-362-5p, miR-374a-5p, and miR-590-5p. Thirteen miRNAs infrequently expressed in colon-specific carcinoma tissue were associated with CRC survival if highly expressed. Evaluation of miRNAs::mRNA associations showed that mRNA expression influenced by infrequently expressed miRNA contributed to networks and pathways shown to influence disease progression and prognosis. Our large study enabled us to examine the implications of infrequently expressed miRNAs after removal of background noise. These results require replication in other studies. Confirmation of our findings in other studies could lead to important markers for prognosis.
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Affiliation(s)
- Martha L Slattery
- Department of Medicine, University of Utah, Salt Lake City, Utah, USA
| | | | | | | | - Wade S Samowitz
- Department of Pathology, University of Utah, Salt Lake City, Utah, USA
| | - John R Stevens
- Department of Mathematics and Statistics, Utah State University, Logan, Utah, USA
| | - Roger K Wolff
- Department of Medicine, University of Utah, Salt Lake City, Utah, USA
| | - Lila E Mullany
- Department of Medicine, University of Utah, Salt Lake City, Utah, USA
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Mullany LE, Herrick JS, Wolff RK, Stevens JR, Samowitz W, Slattery ML. Transcription factor-microRNA associations and their impact on colorectal cancer survival. Mol Carcinog 2017; 56:2512-2526. [PMID: 28667784 PMCID: PMC5633497 DOI: 10.1002/mc.22698] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/09/2017] [Revised: 06/06/2017] [Accepted: 06/29/2017] [Indexed: 01/16/2023]
Abstract
MicroRNAs (miRNAs) and Transcription Factors (TFs) both influence messenger RNA (mRNA) expression, disrupting biological pathways involved in carcinogenesis and prognosis. As many miRNAs target multiple mRNAs, thus influencing a multitude of biological pathways, deciphering which miRNAs are important for cancer development and survival is difficult. In this study, we (i) determine associations between TF and survival (N = 168 colon cancer cases); (ii) identify miRNAs associated with TFs related to survival; and (iii) determine if factors derived from TF-specific miRNA principal component analysis (PCA) influence survival. Cox Proportional hazard models were run for each PCA factor to determine Hazard Ratios (HR) and 95% Confidence Intervals (CI) adjusting for age, center, and AJCC stage. Thirty TFs improved survival when differential expression increased; 27 of these were associated significantly with normal colonic mucosa expression of 65 unique miRNAs when an FDR q-value of <0.05 was applied. Five factors, comprising 21 miRNAs, altered survival in rectal cancer subjects; four of these five factors improved survival and one factor reduced survival. One factor comprising four miRNAs reduced survival in colon cancer subjects. In summary, our data suggest that expression of TFs and their related miRNAs influence survival after diagnosis with colorectal cancer.
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Affiliation(s)
- Lila E Mullany
- Department of Internal Medicine, University of Utah, Salt Lake City, Utah
| | - Jennifer S Herrick
- Department of Internal Medicine, University of Utah, Salt Lake City, Utah
| | - Roger K Wolff
- Department of Internal Medicine, University of Utah, Salt Lake City, Utah
| | - John R Stevens
- Department of Mathematics and Statistics, Utah State University, Logan, Utah
| | - Wade Samowitz
- Department of Pathology, University of Utah School, Salt Lake City, Utah
| | - Martha L Slattery
- Department of Internal Medicine, University of Utah, Salt Lake City, Utah
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26
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Slattery ML, Lee FY, Pellatt AJ, Mullany LE, Stevens JR, Samowitz WS, Wolff RK, Herrick JS. Infrequently expressed miRNAs in colorectal cancer tissue and tumor molecular phenotype. Mod Pathol 2017; 30:1152-1169. [PMID: 28548123 PMCID: PMC5537006 DOI: 10.1038/modpathol.2017.38] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/13/2017] [Revised: 03/23/2017] [Accepted: 03/23/2017] [Indexed: 12/16/2022]
Abstract
We have previously shown that commonly expressed miRNAs influenced tumor molecular phenotype in colorectal cancer. We hypothesize that infrequently expressed miRNAs, when showing higher levels of expression, help to define tumor molecular phenotype. In this study, we examine 304 miRNAs expressed in at least 30 individuals, but in <50% of the population and with a mean level of expression above 1.0 relative florescent unit. We examine associations in 1893 individuals who have the tumor molecular phenotype data as well as miRNA expression levels for both carcinoma and normal colorectal tissue. We compare miRNAs uniquely associated with tumor molecular phenotype to the RNAseq data to identify genes associated with these miRNAs. This information is used to further identify unique pathways associated with tumor molecular phenotypes of TP53-mutated, KRAS-mutated, CpG island methylator phenotype and microsatellite instability tumors. Thirty-seven miRNAs were uniquely associated with TP53-mutated tumors; 30 of these miRNAs had higher level of expression in TP53-mutated tumors, while seven had lower levels of expression. Of the 34 miRNAs associated with CpG island methylator phenotype-high tumors, 16 were more likely to have a CpG island methylator phenotype-high tumor and 19 were less likely to be CpG island methylator phenotype-high. For microsatellite instability, 13 of the 22 infrequently expressed miRNAs were significantly less likely to be expressed in microsatellite unstable tumors. KRAS-mutated tumors were not associated with any miRNAs after adjustment for multiple comparisons. Of the dysregulated miRNAs, 17 were more likely to be TP53-mutated tumors while simultaneously being less likely to be CpG island methylator phenotype-high and/or microsatellite instability tumors. Genes regulated by these miRNAs were involved in numerous functions and pathways that influence cancer risk and progression. In summary, some infrequently expressed miRNAs, when expressed at higher levels, appear to have significant biological meaning in terms of tumor molecular phenotype and gene expression profiles.
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Affiliation(s)
- Martha L Slattery
- Department of Medicine, University of Utah, Salt Lake City, UT, USA,Department of Medicine, University of Utah, 383 Colorow, Salt Lake City, UT 84108, USA. E-mail:
| | | | | | - Lila E Mullany
- Department of Medicine, University of Utah, Salt Lake City, UT, USA
| | - John R Stevens
- Department of Mathematics and Statistics, Utah State University, Logan, UT, USA
| | - Wade S Samowitz
- Department of Pathology, University of Utah, Salt Lake City, UT, USA
| | - Roger K Wolff
- Department of Medicine, University of Utah, Salt Lake City, UT, USA
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27
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Slattery ML, Herrick JS, Mullany LE, Samowitz WS, Sevens JR, Sakoda L, Wolff RK. The co-regulatory networks of tumor suppressor genes, oncogenes, and miRNAs in colorectal cancer. Genes Chromosomes Cancer 2017; 56:769-787. [PMID: 28675510 PMCID: PMC5597468 DOI: 10.1002/gcc.22481] [Citation(s) in RCA: 62] [Impact Index Per Article: 7.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/06/2017] [Revised: 06/30/2017] [Accepted: 07/01/2017] [Indexed: 12/14/2022] Open
Abstract
Tumor suppressor genes (TSGs) and oncogenes (OG) are involved in carcinogenesis. MiRNAs also contribute to cellular pathways leading to cancer. We use data from 217 colorectal cancer (CRC) cases to evaluate differences in TSGs and OGs expression between paired CRC and normal mucosa and evaluate how TSGs and OGs are associated with miRNAs. Gene expression data from RNA-Seq and miRNA expression data from Agilent Human miRNA Microarray V19.0 were used. We focus on genes most strongly associated with CRC (fold change (FC) of ≥1.5 or ≤0.67) that were statistically significant after adjustment for multiple comparisons. Of the 74 TSGs evaluated, 22 were associated with carcinoma/normal mucosa differential expression. Ten TSGs were up-regulated (FAM123B, RB1, TP53, RUNX1, MSH2, BRCA1, BRCA2, SOX9, NPM1, and RNF43); six TSGs were down-regulated (PAX5, IZKF1, GATA3, PRDM1, TET2, and CYLD); four were associated with MSI tumors (MLH1, PTCH1, and CEBPA down-regulated and MSH6 up-regulated); and two were associated with MSS tumors (PHF6 and ASXL1 up-regulated). Thirteen of these TSGs were associated with 44 miRNAs. Twenty-seven of the 59 OGs evaluated were dysregulated: 14 down-regulated (KLF4, BCL2, SSETBP1, FGFR2, TSHR, MPL, KIT, PDGFRA, GNA11, GATA2, FGFR3, AR, CSF1R, and JAK3), seven up-regulated (DNMT1, EZH2, PTPN11, SKP2, CCND1, MET, and MYC); three down-regulated for MSI (FLT3, CARD11, and ALK); two up-regulated for MSI (IDH2 and HRAS); and one up-regulated with MSS tumors (CTNNB1). These findings suggest possible co-regulatory function between TSGs, OGs, and miRNAs, involving both direct and indirect associations that operate through feedback and feedforward loops.
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Affiliation(s)
| | | | - Lila E Mullany
- Department of Medicine, University of Utah, Salt Lake City, Utah
| | - Wade S Samowitz
- Department of Pathology, University of Utah, Salt Lake City, Utah
| | - John R Sevens
- Department of Mathematics and Statistics, Utah State University, Logan, Utah
| | - Lori Sakoda
- Kaiser Permanente Medical Research Program, Oakland, California
| | - Roger K Wolff
- Department of Medicine, University of Utah, Salt Lake City, Utah
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Slattery ML, Herrick JS, Stevens JR, Wolff RK, Mullany LE. An Assessment of Database-Validated microRNA Target Genes in Normal Colonic Mucosa: Implications for Pathway Analysis. Cancer Inform 2017; 16:1176935117716405. [PMID: 28690395 PMCID: PMC5484592 DOI: 10.1177/1176935117716405] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/02/2017] [Accepted: 05/28/2017] [Indexed: 01/06/2023] Open
Abstract
BACKGROUND Determination of functional pathways regulated by microRNAs (miRNAs), while an essential step in developing therapeutics, is challenging. Some miRNAs have been studied extensively; others have limited information. In this study, we focus on 254 miRNAs previously identified as being associated with colorectal cancer and their database-identified validated target genes. METHODS We use RNA-Seq data to evaluate messenger RNA (mRNA) expression for 157 subjects who also had miRNA expression data. In the replication phase of the study, we replicated associations between 254 miRNAs associated with colorectal cancer and mRNA expression of database-identified target genes in normal colonic mucosa. In the discovery phase of the study, we evaluated expression of 18 miR-NAs (those with 20 or fewer database-identified target genes along with miR-21-5p, miR-215-5p, and miR-124-3p which have more than 500 database-identified target genes) with expression of 17 434 mRNAs to identify new targets in colon tissue. Seed region matches between miRNA and newly identified targeted mRNA were used to help determine direct miRNA-mRNA associations. RESULTS From the replication of the 121 miRNAs that had at least 1 database-identified target gene using mRNA expression methods, 97.9% were expressed in normal colonic mucosa. Of the 8622 target miRNA-mRNA associations identified in the database, 2658 (30.2%) were associated with gene expression in normal colonic mucosa after adjusting for multiple comparisons. Of the 133 miRNAs with database-identified target genes by non-mRNA expression methods, 97.2% were expressed in normal colonic mucosa. After adjustment for multiple comparisons, 2416 miRNA-mRNA associations remained significant (19.8%). Results from the discovery phase based on detailed examination of 18 miRNAs identified more than 80 000 miRNA-mRNA associations that had not previously linked to the miRNA. Of these miRNA-mRNA associations, 15.6% and 14.8% had seed matches for CRCh38 and CRCh37, respectively. CONCLUSIONS Our data suggest that miRNA target gene databases are incomplete; pathways derived from these databases have similar deficiencies. Although we know a lot about several miRNAs, little is known about other miRNAs in terms of their targeted genes. We encourage others to use their data to continue to further identify and validate miRNA-targeted genes.
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Affiliation(s)
- Martha L Slattery
- Department of Internal Medicine, The University of Utah, Salt Lake City, UT, USA
| | - Jennifer S Herrick
- Department of Internal Medicine, The University of Utah, Salt Lake City, UT, USA
| | - John R Stevens
- Department of Mathematics & Statistics, Utah State University, Logan, UT, USA
| | - Roger K Wolff
- Department of Internal Medicine, The University of Utah, Salt Lake City, UT, USA
| | - Lila E Mullany
- Department of Internal Medicine, The University of Utah, Salt Lake City, UT, USA
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Mullany LE, Herrick JS, Wolff RK, Stevens JR, Slattery ML. Alterations in microRNA expression associated with alcohol consumption in rectal cancer subjects. Cancer Causes Control 2017; 28:545-555. [PMID: 28303484 PMCID: PMC5400787 DOI: 10.1007/s10552-017-0882-2] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/22/2016] [Accepted: 03/09/2017] [Indexed: 12/24/2022]
Abstract
Purpose Alcohol consumption has been purported to influence many diseases. MicroRNAs (miRNAs) may be influenced by compounds found in alcohol. In this investigation, we test the hypothesis that total alcohol, beer, wine, and hard liquor influence miRNA expression. Methods We studied 1447 colorectal (CR) cancer cases with normal CR mucosa and carcinoma miRNA expression data along with alcohol consumption data. We analyzed long-term and long-term and current (LTC) alcohol use for beer, liquor, and wine with miRNA expression between paired carcinoma and normal colon and rectal tissues, adjusting for multiple comparisons using the positive false discovery rate q-value. MiRNAs associated significantly with alcohol were examined with all-cause mortality (ACM). MiRNAs associated significantly with ACM were examined with RNA-Seq data. Results Expression of 84 miRNAs was associated significantly with LTC wine use in normal rectal mucosa. Higher expression of two of these miRNAs significantly worsened ACM: hsa-miR-210 (Hazard Ratio [HR] 1.12, 95% CI (1.03, 1.21), p-value = 0.004), and hsa-miR-92a-1-5p (HR 1.20, 95% CI (1.04, 1.38), p-value = 0.013). These miRNAs were downregulated across levels of LTC wine consumption. Conclusions Our results suggest that wine influences miRNA expression in rectal cancer, supporting the hypothesis that components in alcohol influence miRNA expression. Electronic supplementary material The online version of this article (doi:10.1007/s10552-017-0882-2) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Lila E Mullany
- Department of Internal Medicine, University of Utah, 383 Colorow Bldg., Salt Lake City, UT, 84108, USA.
| | - Jennifer S Herrick
- Department of Internal Medicine, University of Utah, 383 Colorow Bldg., Salt Lake City, UT, 84108, USA
| | - Roger K Wolff
- Department of Internal Medicine, University of Utah, 383 Colorow Bldg., Salt Lake City, UT, 84108, USA
| | - John R Stevens
- Department of Mathematics and Statistics, Utah State University, 3900 Old Main Hill, Logan, UT, 84322, USA
| | - Martha L Slattery
- Department of Internal Medicine, University of Utah, 383 Colorow Bldg., Salt Lake City, UT, 84108, USA
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Mullany LE, Herrick JS, Wolff RK, Slattery ML. Single nucleotide polymorphisms within MicroRNAs, MicroRNA targets, and MicroRNA biogenesis genes and their impact on colorectal cancer survival. Genes Chromosomes Cancer 2017; 56:285-295. [PMID: 27859935 DOI: 10.1002/gcc.22434] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/10/2016] [Accepted: 11/15/2016] [Indexed: 12/21/2022] Open
Abstract
We have shown that single nucleotide polymorphisms (SNPs) in microRNA (miRNA) genes, miRNA target genes, and miRNA biogenesis genes minimally contribute to colon cancer risk. It is possible that these SNPs alter survival. We analyzed 565 SNPs in or adjacent to microRNAs, target genes, or biogenesis genes, using 1,115 cases and 1,173 controls; 837 cases had survival information. We tested SNPs for associations with colorectal cancer (CRC) survival using a Cox proportional hazard model adjusting for age, study center, gender, AJCC disease stage, and MSI tumor status. Multiple comparison adjustments were made using the step-down Bonferroni correction. SNPs associated with survival (Praw < 0.05) also were assessed with messenger RNA (mRNA). Seven of the 565 SNPs analyzed were associated significantly with CRC survival after adjustment for multiple comparisons. Six of these increased risk of dying, and one, rs12140 (ADAMTS1) decreased risk of dying from CRC (HRR = 0.44, 95% CI (0.24, 0.83; PHolm = 0.011). Six SNPs altered colon cancer risk and five were associated with altered mRNA expression across genotypes. One SNP, rs2059691 (PRKRA), was associated with increased mRNA expression and worse survival, and one SNP, rs6598964 (LIN28A), decreased risk of developing colon cancer [OR = 0.77 95% CI (0.61, 0.98)] and increased risk of dying from CRC (HRR = 2.26 95% CI (1.52, 3.36). PHolm = 0.003). The few SNPs associated with CRC survival, colon cancer risk, or with mRNA expression, resided in genes that influence metastasis and angiogenesis. © 2017 Wiley Periodicals, Inc.
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Affiliation(s)
- Lila E Mullany
- Department of Internal Medicine, School of Medicine, University of Utah, Salt Lake City, UT
| | - Jennifer S Herrick
- Department of Internal Medicine, School of Medicine, University of Utah, Salt Lake City, UT
| | - Roger K Wolff
- Department of Internal Medicine, School of Medicine, University of Utah, Salt Lake City, UT
| | - Martha L Slattery
- Department of Internal Medicine, School of Medicine, University of Utah, Salt Lake City, UT
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Yang Q, Hou C, Huang D, Zhuang C, Jiang W, Geng Z, Wang X, Hu L. miR-455-5p functions as a potential oncogene by targeting galectin-9 in colon cancer. Oncol Lett 2017; 13:1958-1964. [PMID: 28454350 DOI: 10.3892/ol.2017.5608] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/10/2015] [Accepted: 11/03/2016] [Indexed: 01/31/2023] Open
Abstract
Although there is evidence that galectin-9 is a critical factor in health and disease, the upstream regulatory microRNA (miRNA or miR) of the protein remains poorly defined. miR-455-5p is characterized as a tumor-associated miRNA in cancer research. However, the actual role of miR-455-5p with respect to inhibiting or promoting tumorigenesis in colon cancer is unclear. The present study aimed to investigate the expression, role and target regulation association of galectin-9 and miR-455-5p in colon cancer. Western blot analysis and reverse transcription-quantitative polymerase chain reaction were used for the detection of the expression levels of galectin-9 and miRNAs. Cell Counting kit-8 test was used for the evaluation of cell proliferation, while flow cytometry was used for cell apoptosis analysis. A potential interaction between galectin-9 and miR-455-5p was predicted by target prediction programs and confirmed by luciferase assay and transfection with miRNA mimics. The present study revealed that elevated expression of galectin-9 and miR-455-5p in colon cancer was associated with HT29 cell proliferation and apoptosis. Furthermore, the present study demonstrated that miR-455-5p reduced galectin-9 expression by directly targeting its 3'-untranslated region. These data suggest that miR-455-5p functions as a potential oncogene in colon cancer by targeting galectin-9.
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Affiliation(s)
- Qianqian Yang
- Department of Clinical Laboratory, Union Hospital, Tongji Medical Collage, Huazhong University of Science and Technology, Wuhan, Hubei 430022, P.R. China
| | - Chen Hou
- Department of Blood Transfusion, Xinhua Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai 200092, P.R. China
| | - Da Huang
- Department of Clinical Laboratory, Union Hospital, Tongji Medical Collage, Huazhong University of Science and Technology, Wuhan, Hubei 430022, P.R. China
| | - Chunbo Zhuang
- Department of Clinical Laboratory, Union Hospital, Tongji Medical Collage, Huazhong University of Science and Technology, Wuhan, Hubei 430022, P.R. China
| | - Weichao Jiang
- Department of Clinical Laboratory, Union Hospital, Tongji Medical Collage, Huazhong University of Science and Technology, Wuhan, Hubei 430022, P.R. China
| | - Zhi Geng
- Department of Clinical Laboratory, Union Hospital, Tongji Medical Collage, Huazhong University of Science and Technology, Wuhan, Hubei 430022, P.R. China
| | - Xiaobei Wang
- Department of Clinical Laboratory, Union Hospital, Tongji Medical Collage, Huazhong University of Science and Technology, Wuhan, Hubei 430022, P.R. China
| | - Lihua Hu
- Department of Clinical Laboratory, Union Hospital, Tongji Medical Collage, Huazhong University of Science and Technology, Wuhan, Hubei 430022, P.R. China
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Riffo-Campos ÁL, Castillo J, Vallet-Sánchez A, Ayala G, Cervantes A, López-Rodas G, Franco L. In silico RNA-seq and experimental analyses reveal the differential expression and splicing of EPDR1 and ZNF518B genes in relation to KRAS mutations in colorectal cancer cells. Oncol Rep 2016; 36:3627-3634. [PMID: 27805251 DOI: 10.3892/or.2016.5210] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/03/2016] [Accepted: 06/11/2016] [Indexed: 11/05/2022] Open
Abstract
Several drugs used for the treatment of colorectal cancer (CRC) are targeted at the epidermal growth factor receptor, but mutations in genes of the RAS family cause resistance to these drugs. Thus, extensive research is being carried out to counterbalance this resistance. The G13D mutation of KRAS is common in humans, and we previously reported that this mutation results in the epigenetic modification of hnRNP proteins, involved in RNA splicing. As aberrant splicing often results in oncogenicity, the present study aimed to identify the genes which show altered splicing patterns in connection with the G13D KRAS mutation. To accomplish this, we first carried out an in silico analysis of RNA-seq databases and found that the distribution of alternative splicing isoforms of genes RPL13, HSP90B1, ENO1, EPDR1 and ZNF518B was altered in human CRC cell lines carrying the G13D KRAS mutation when compared to cell lines carrying wild-type KRAS. The in silico results were experimentally validated by quantitative real‑time PCR. Expression of the genes EPDR1 and ZNF518B was negligible in the Caco2, RKO and SW48 cell lines, which possess wild-type KRAS, while the HCT116, DLD1 and D-Mut1 cell lines, harbouring the G13D mutation, expressed these genes. Moreover, in both genes, the ratio of isoforms was significantly different between the parental DLD1 (+/G13D) and D-Mut1 cells, in which the wild-type allele had been knocked out. DWT7m cells also expressed both genes. These cells, derived from DLD1, have spontaneously acquired a G12D mutation in their single KRAS allele in 20% of the population. The present data suggest a relationship between KRAS mutations, particularly G13D, and the expression of the EPDR1 and ZNF518B genes and expression of their isoforms and provide enhanced understanding of the molecular mechanisms involved in the resistance of CRC cells to anti‑EGF receptor therapies.
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Affiliation(s)
- Ángela L Riffo-Campos
- Department of Biochemistry and Molecular Biology, University of Valencia, Valencia, Spain
| | | | - Azahara Vallet-Sánchez
- Department of Biochemistry and Molecular Biology, University of Valencia, Valencia, Spain
| | - Guillermo Ayala
- Department of Statistics and Operational Research, University of Valencia, Burjassot, Valencia, Spain
| | | | - Gerardo López-Rodas
- Department of Biochemistry and Molecular Biology, University of Valencia, Valencia, Spain
| | - Luis Franco
- Department of Biochemistry and Molecular Biology, University of Valencia, Valencia, Spain
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Slattery ML, Herrick JS, Pellatt AJ, Wolff RK, Mullany LE. Telomere Length, TERT, and miRNA Expression. PLoS One 2016; 11:e0162077. [PMID: 27627813 PMCID: PMC5023115 DOI: 10.1371/journal.pone.0162077] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/23/2015] [Accepted: 08/17/2016] [Indexed: 11/19/2022] Open
Abstract
It has been proposed that miRNAs are involved in the control of telomeres. We test that hypothesis by examining the association between miRNAs and telomere length (TL). Additionally, we evaluate if genetic variation in telomerase reverse transcriptase (TERT) is associated with miRNA expression levels. We use data from a population-based study of colorectal cancer (CRC), where we have previously shown associations between TL and TERT and CRC, to test associations between TL and miRNA expression and TERT and miRNA expression. To gain insight into functions of miRNAs associated with TERT we tested linear associations between miRNAs and their targeted gene mRNAs. An Agilent platform that contained information on over 2000 miRNAs was used. TL was measured using a multiplexed quantitative PCR (qPCR). RNAseq was used to assess gene expression. Our sample consisted of 1152 individuals with SNP data and miRNA expression data; 363 individuals with both TL and miRNA; and 148 individuals with miRNA and mRNA data. Thirty-three miRNAs were directly associated with TL after adjusting for age and sex (false discovery rate (FDR) of 0.05). TERT rs2736118 was associated with differences in miRNA expression between carcinoma and normal colonic mucosa for 75 miRNAs (FDR <0.05). Genes regulated by these miRNAs, as indicated by mRNA/miRNA associations, were associated with major signaling pathways beyond their TL-related functions, including PTEN, and PI3K/AKT signaling. Our data support a direct association between miRNAs and TL; differences in miRNA expression levels by TERT genotype were observed. Based on miRNA and targeted mRNA associations our data suggest that TERT is involved in non-TL-related functions by acting through altered miRNA expression.
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Affiliation(s)
- Martha L. Slattery
- Department of Medicine, University of Utah, 383 Colorow, Salt Lake City, Utah 84108, United States of America
- * E-mail:
| | - Jennifer S. Herrick
- Department of Medicine, University of Utah, 383 Colorow, Salt Lake City, Utah 84108, United States of America
| | - Andrew J. Pellatt
- Department of Medicine, University of Utah, 383 Colorow, Salt Lake City, Utah 84108, United States of America
| | - Roger K. Wolff
- Department of Medicine, University of Utah, 383 Colorow, Salt Lake City, Utah 84108, United States of America
| | - Lila E. Mullany
- Department of Medicine, University of Utah, 383 Colorow, Salt Lake City, Utah 84108, United States of America
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Yang Q, Kong XX, Ding KF. Differences in prognosis and molecular biological features between left- and right-sided colon cancer. Shijie Huaren Xiaohua Zazhi 2016; 24:3556-3563. [DOI: 10.11569/wcjd.v24.i24.3556] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/06/2023] Open
Abstract
Apart from differences in epidemiologic, pathologic and symptomatic features, the natural prognosis, therapeutic prognosis, as well as survival after relapse also show great differences between left- and right-sided colon cancer. Those differences in prognosis are noticed to be dependent on tumor stage and also thought to be due to the variant genetic background and molecular biological features. In this review, we summarize the differences in prognosis and molecular biological features between left- and right-sided colon cancer, and discuss the possible connections between clinical and molecular differences. Taking into account the impact that location and differentially expressed molecules may have on prognosis, clinicians could have a more accurate estimate on the prognosis of colon cancer patients.
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Mullany LE, Herrick JS, Wolff RK, Slattery ML. MicroRNA Seed Region Length Impact on Target Messenger RNA Expression and Survival in Colorectal Cancer. PLoS One 2016; 11:e0154177. [PMID: 27123865 PMCID: PMC4849741 DOI: 10.1371/journal.pone.0154177] [Citation(s) in RCA: 46] [Impact Index Per Article: 5.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/25/2016] [Accepted: 04/08/2016] [Indexed: 12/26/2022] Open
Abstract
microRNAs (miRNA) repress messenger RNAs post-transcriptionally through binding to the 3’ UTR of the mRNA with the miRNA seed region. It has been purported that longer seed regions have a greater efficacy on mRNA repression. We tested this hypothesis by evaluating differential expression of miRNAs involved in regulating the immune response, an important mechanism in colorectal cancer (CRC), by seed length category. We subsequently evaluated differential expression of these miRNAs’ targets in colonic tissue and the impact of these miRNAs on CRC survival. We determined sequence complementarity between each miRNA seed region and the 3’ UTR of each experimentally verified mRNA target gene. We classified miRNAs into groups based on seed regions matching perfectly to a mRNA UTR with six bases beginning at position two, seven bases beginning at position one, seven bases beginning at position two, or eight bases beginning at position one. We analyzed these groups in terms of miRNA differential expression between carcinoma and normal colorectal mucosa, differential colonic target mRNA expression, and risk of dying from CRC. After correction for multiple comparisons, the proportion of the miRNAs that were associated with differential mRNA expression was 0% for the 6-mer, 13.64% for the 7α-mer group, 12.82% for the 7β-mer group, and 8.70% for the 8-mer group. The proportion of miRNAs associated with survival was 20% for the 6-mer group, 27.27% for the 7α-mer group, 10.23% for the 7β-mer group, and 21.74% for the 8-mer group. We did not see a linear relationship between seed length and miRNA expression dysregulation, mRNA expression, or survival. Our findings do not support the hypothesis the seed region length alone influences mRNA repression.
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Affiliation(s)
- Lila E. Mullany
- Department of Medicine, Division of Epidemiology, University of Utah, Salt Lake City, Utah, United States of America
- * E-mail:
| | - Jennifer S. Herrick
- Department of Medicine, Division of Epidemiology, University of Utah, Salt Lake City, Utah, United States of America
| | - Roger K. Wolff
- Department of Medicine, Division of Epidemiology, University of Utah, Salt Lake City, Utah, United States of America
| | - Martha L. Slattery
- Department of Medicine, Division of Epidemiology, University of Utah, Salt Lake City, Utah, United States of America
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Mullany LE, Herrick JS, Wolff RK, Buas MF, Slattery ML. Impact of polymorphisms in microRNA biogenesis genes on colon cancer risk and microRNA expression levels: a population-based, case-control study. BMC Med Genomics 2016; 9:21. [PMID: 27107574 PMCID: PMC4841949 DOI: 10.1186/s12920-016-0181-x] [Citation(s) in RCA: 29] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/03/2015] [Accepted: 04/10/2016] [Indexed: 12/21/2022] Open
Abstract
Background MicroRNAs (miRNAs) have been implicated in the incidence and progression of cancer. It has been proposed that single nucleotide polymorphisms (SNPs) influence cancer risk due to their position within genes involved in miRNA synthesis and regulation. Methods Genes directly and indirectly involved in miRNA biogenesis were identified from the literature. We then identified SNPs within these regions. Using genome-wide association study data we evaluated associations between biogenesis-related SNPs with colon cancer risk and their corresponding mRNA expression in normal colonic mucosa and carcinoma and difference in expression between the two tissues. SNPs that were associated with either altered colon cancer risk or with mRNA expression were evaluated for associations with altered miRNA expression. Results Eleven SNPs were associated (P < 0.05) with colon cancer risk, and two of these variants remained significant after correction for multiple comparisons (PHolm < 0.05): rs1967327 (PRKRA) (ORdom = 0.78, 95 % CI 0.66–0.92) and rs4548444 (MAPKAP2) (ORrec = 1.67, 95 % CI 1.12–2.48). Of these two SNPs, rs4548444 (MAPKAP2), was associated with significantly altered miRNA expression levels in normal colonic mucosa, with nine miRNAs upregulated among individuals homozygous rare (GG) for rs4548444. One SNP associated with cancer prior to adjustment for multiple comparisons, rs11089328 (DGCR8), was associated with altered levels of hsa-miR-645 in differential tissue under the dominant model. Three SNPs, rs2740349 (GEMIN4) in carcinoma tissue, and rs235768 (BMP2) and rs2059691 (PRKRA) in normal mucosa, were significantly associated with altered mRNA expression levels across genotypes after multiple comparison adjustment. Rs2740349 (GEMIN4) and rs235768 (BMP2) were significantly associated with the upregulation of six and nine individual miRNAs in normal colonic mucosa, respectively. Conclusion Our data suggest that few of the SNPs in biogenesis genes we evaluated alter levels of mRNA transcription or colon cancer risk. As only one SNP both alters colon cancer risk and miRNA expression it is likely that SNPs influencing cancer do not do so through miRNAs. Because the significant SNPs were associated with downregulated mRNAs and upregulated miRNAs, and because each SNP was associated with unique miRNAs, it is possible that other mechanisms influence mature miRNA levels.
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Affiliation(s)
- Lila E Mullany
- Department of Internal Medicine, University of Utah, School of Medicine, Salt Lake City, UT, USA.
| | - Jennifer S Herrick
- Department of Internal Medicine, University of Utah, School of Medicine, Salt Lake City, UT, USA
| | - Roger K Wolff
- Department of Internal Medicine, University of Utah, School of Medicine, Salt Lake City, UT, USA
| | - Matthew F Buas
- Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, WA, USA
| | - Martha L Slattery
- Department of Internal Medicine, University of Utah, School of Medicine, Salt Lake City, UT, USA
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Slattery ML, Herrick JS, Pellatt DF, Stevens JR, Mullany LE, Wolff E, Hoffman MD, Samowitz WS, Wolff RK. MicroRNA profiles in colorectal carcinomas, adenomas and normal colonic mucosa: variations in miRNA expression and disease progression. Carcinogenesis 2016; 37:245-261. [PMID: 26740022 PMCID: PMC4766359 DOI: 10.1093/carcin/bgv249] [Citation(s) in RCA: 97] [Impact Index Per Article: 10.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/09/2015] [Accepted: 12/11/2015] [Indexed: 12/14/2022] Open
Abstract
Roughly 27% of miRNAs are commonly expressed in colonic tissue; of these, over 86% are dysregulated between carcinoma and normal tissue when applying a false discovery rate of 0.05. MiRNA expression from normal to adenoma to carcinoma varied by miRNA and its frequency of expression in the population. MiRNAs are small, non-protein-coding RNA molecules that regulate gene expression either by post-transcriptionally suppressing mRNA translation or by mRNA degradation. We examine differentially expressed miRNAs in colorectal carcinomas, adenomas and normal colonic mucosa. Data come from population-based studies of colorectal cancer conducted in Utah and the Kaiser Permanente Medical Care Program. A total of 1893 carcinoma/normal-paired samples and 290 adenoma tissue samples were run on the Agilent Human miRNA Microarray V19.0 which contained 2006 miRNAs. We tested for significant differences in miRNA expression between paired carcinoma/adenoma/normal colonic tissue samples. Fewer than 600 miRNAs were expressed in >80% of people for colonic tissue; of these 86.5% were statistically differentially expressed between carcinoma and normal colonic mucosa using a false discovery rate of 0.05. Roughly half of these differentially expressed miRNAs showed a progression in levels of expression from normal to adenoma to carcinoma tissue. Other miRNAs appeared to be altered at the normal to adenoma stage, while others were only altered at the adenoma to carcinoma stage or only at the normal to carcinoma stage. Evaluation of the Agilent platform showed a high degree of repeatability (r = 0.98) and reasonable agreement with the NanoString platform. Our data suggest that miRNAs are highly dysregulated in colorectal tissue among individuals with colorectal cancer; the pattern of disruption varies by miRNA as tissue progresses from normal to adenoma to carcinoma.
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Affiliation(s)
| | | | | | - John R Stevens
- 1Department of Mathematics and Statistics , Utah State University , 3900 Old Main Hill, Logan , UT 84322-3900,USAand
| | | | | | | | - Wade S Samowitz
- 2Department of Pathology , University of Utah School , Salt Lake City, UT 84108,USA
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