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Shehab-Eldeen S, Essa A, Arafat ES, Sleem AS, Alhosary AA, Darwish E, Essa A, Al-Omair OA, Al-Khoufi EA, Al Abdulqader AK, Nada A. Serum LINC00152 and UCA1 in HCV-Induced Hepatocellular Carcinoma: Clinical Significance and Prognostic Value. Biologics 2023; 17:137-149. [PMID: 37854341 PMCID: PMC10581015 DOI: 10.2147/btt.s433872] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/04/2023] [Accepted: 10/07/2023] [Indexed: 10/20/2023]
Abstract
Background Despite significant advancements in the molecular characterization of hepatocellular carcinoma (HCC), no oncogene addiction has been discovered. Long noncoding RNAs (lncRNAs) have a lot of promise as cancer biomarkers. LINC00152 and UCA1 have shown potential as diagnostic, prognostic, and therapeutic targets for human cancers. Aim To investigate the diagnostic and prognostic potential of serum LINC00152 and UCA1 in hepatocellular carcinoma (HCC). Methods The expression levels of LINC00152 and UCA1 in blood samples from 120 patients (60 with HCC, 60 with liver cirrhosis) and 40 healthy subjects were assessed using real-time qRT-PCR. Results Serum LINC00152 and UCA1 expression were considerably higher in HCC patients compared to patients with liver cirrhosis and the healthy controls (p<0.001 and p<0.001 respectively). And their expressions in the liver cirrhosis group were significantly higher than in healthy controls. Both lncRNAs performed well in the ROC analysis, distinguishing HCC patients from patients with liver cirrhosis. Higher levels of LINC00152 expression were linked to lesions in both lobes of the liver (p=0.02), while higher levels of UCA1 expression were linked to vascular invasion and the late stage (p=0.01, p=0.03 respectively). The multivariate analysis showed that a high level of LINC00152 in the blood was an independent indicator of a bad outcome for HCC patients (HR=2.23, 95% CI= 1.30-5.29, p=0.03). Conclusion Serum LINC00152 and UCA1 expression were upregulated in patients with HCC, suggesting their use as non-invasive biomarkers for HCC. Furthermore, LINC00152 has the potential to serve as a prognostic indicator.
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Affiliation(s)
- Somaia Shehab-Eldeen
- Internal Medicine Department, College of Medicine, King Faisal University, Al-Ahsa, Kingdom of Saudi Arabia
- Tropical Medicine Department, Faculty of Medicine, Menoufia University, Shebin Elkom, Egypt
| | - Abdallah Essa
- Internal Medicine Department, College of Medicine, King Faisal University, Al-Ahsa, Kingdom of Saudi Arabia
- Tropical Medicine Department, Faculty of Medicine, Menoufia University, Shebin Elkom, Egypt
| | - Eman Salah Arafat
- Medical Biochemistry and Molecular Biology Department, Faculty of Medicine, Menoufia University, Shebin Elkom, Egypt
| | - Asmaa Shaaban Sleem
- Medical Microbiology and Immunology Department, Faculty of Medicine, Menoufia University, Shebin Elkom, Egypt
| | | | - Ehab Darwish
- Tropical Medicine Department, Faculty of Medicine, Zagazig University, Zagazig, Egypt
- Gastroenterology and Infectious Diseases Unit, College of Medicine, King Faisal University, Al-Ahsa, Kingdom of Saudi Arabia
| | - Ali Essa
- Medical Student, Faculty of Medicine, Menoufia University, Shebin Elkom, Egypt
| | - Omar Ahmed Al-Omair
- Internal Medicine Department, College of Medicine, King Faisal University, Al-Ahsa, Kingdom of Saudi Arabia
| | - Emad Ali Al-Khoufi
- Internal Medicine Department, College of Medicine, King Faisal University, Al-Ahsa, Kingdom of Saudi Arabia
| | | | - Ali Nada
- Hepatology and Gastroenterology Department, National Liver Institute, Menoufia University, Shebin Elkom, Egypt
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Elghoroury EA, Abdelghaffar EE, Awadallah E, Kamel SA, Kandil D, Hassan EM, Hassan M, Kamel MM, Gomaa MM, Fathalla LA. Detection of exosomal miR-18a and miR-222 levels in Egyptian patients with hepatic cirrhosis and hepatocellular carcinoma. Int J Immunopathol Pharmacol 2022; 36:3946320221097832. [PMID: 35467432 PMCID: PMC9047801 DOI: 10.1177/03946320221097832] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2022] Open
Abstract
BACKGROUND Hepatocellular carcinoma (HCC) is known to be the second leading cause of cancer-related mortality worldwide. For improving the prognosis as well as reducing the rate of mortality, early diagnosis of HCC is a must. AIMS This study was conducted to assess the ability of the serum expression of exosomal miR-18a and miR-222 to differentiate and diagnose patients with HCC, patients with liver cirrhosis, and healthy controls. METHODS This study included 51 patients with liver cirrhosis, 51 patients with HCC on top of hepatitis C virus (HCV) infection, and 50 healthy controls. RESULTS miR-18a and miR-222 were assessed using reverse transcription-polymerase chain reaction. MiR-18a and miR-222 levels were significantly higher in the liver cirrhosis and HCC groups than the control group (p ˂ 0.001). However, no statistically significant difference was found between patients with HCC and liver cirrhosis (p = 0.4 for miR-18a and p = 0.1 for miR-222). ROC curve analyses to evaluate the diagnostic performances of the two miRNAs as important noninvasive diagnostic markers revealed a best cutoff value of 2 for miR-18a to differentiate between liver cirrhosis, HCC, and healthy controls. And for mir-222, a cutoff value of 1.7 and 1.9 showed the highest specificity for discrimination between liver cirrhosis, HCC, and healthy controls, respectively. Moreover, logistic regression model revealed that miR-18a expression was independent predictive factor in HCC patients (p = 0.004), while miR-222 expression was independent predictive factor in liver cirrhosis patients (p < 0.001). CONCLUSION miR-18a and miR-222 were significantly discriminative markers between patients with liver cirrhosis and HCC and healthy individuals. Therefore, they have a prognostic rather than a diagnostic value. Moreover, miR-18a and miR-222 could be useful in identifying liver injuries, including fibrosis and cirrhosis.
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Affiliation(s)
- Eman A Elghoroury
- Clinical and Chemical Pathology Department, 68787National Research Centre, Dokki, Cairo, Egypt
| | - Esmat E Abdelghaffar
- Clinical and Chemical Pathology Department, 68787National Research Centre, Dokki, Cairo, Egypt
| | - Eman Awadallah
- Clinical and Chemical Pathology Department, 68787National Research Centre, Dokki, Cairo, Egypt
| | - Solaf A Kamel
- Clinical and Chemical Pathology Department, 68787National Research Centre, Dokki, Cairo, Egypt
| | - Dina Kandil
- Clinical and Chemical Pathology Department, 68787National Research Centre, Dokki, Cairo, Egypt
| | - Eman M Hassan
- Clinical and Chemical Pathology Department, 68787National Research Centre, Dokki, Cairo, Egypt
| | - Mirhane Hassan
- Clinical and Chemical Pathology Department, 68787National Research Centre, Dokki, Cairo, Egypt
| | - Mahmoud M Kamel
- Clinical and Chemical Pathology Department, 68804National Cancer Institute, Cairo University, Cairo, Egypt
| | - Mohammed M Gomaa
- Department of Diagnostic and Interventional Radiology, 68804National Cancer Institute, Cairo University, Cairo, Egypt
| | - Lamiaa A Fathalla
- Clinical and Chemical Pathology Department, 68804National Cancer Institute, Cairo University, Cairo, Egypt
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Wang L, Sheng J, Zhang H, Xie B, Xiang L, Liu D, Zhang X, Zhang P, Liu J. The Association between Long Noncoding RNA over Expression and Poor Prognosis of Liver Cancer: A Meta-Analysis. JOURNAL OF HEALTHCARE ENGINEERING 2021; 2021:1395131. [PMID: 35419184 DOI: 10.1016/j.envexpbot.2017.03.002] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/10/2021] [Revised: 10/19/2021] [Accepted: 10/26/2021] [Indexed: 05/24/2023]
Abstract
BACKGROUND Long noncoding RNA (lncRNA) is considered to be a mediator of carcinogenesis, which may be associated with liver cancer survival. However, the relationship remains inconclusive. Meta-analysis was conducted to analytically review the association between the lncRNA expression level and clinicopathological characteristics and prognostic value of hepatic carcinoma. MATERIALS AND METHODS Four databases including Embase, PubMed, Web of Science, and the Cochrane Library were searched to collect studies about the relation between lncRNA overexpression and prognosis of liver cancer, dating from the earliest records of these databases to March 2021. Two researchers independently screened the data and literature to perform a stringent evaluation of the quality of material involved in the study. Meta-analysis was performed by Stata 16.0 software on 42 case-control studies with 6293 samples. RESULTS The outcomes of meta-analysis are presented as follows: lncRNA overexpression patients had later TNM stage (OR = 0.36, 95% CI (0.31, 0.41), P < 0.001), lower histological grade (OR = 0.56, 95%CI (0.49, 0.65), P < 0.001), more vascular invasion (OR = 2.02, 95% CI (1.74, 2.35), P < 0.001), bigger tumor size (OR = 2.28, 95% CI (2.00, 2.60), P < 0.001), more severe liver cirrhosis (OR = 1.39, 95% CI(0.1.16, 1.66), P < 0.001), more likely to metastasize (OR = 1.80, 95%CI(1.49, 2.18), P < 0.001), and more tumor numbers (OR = 0.72, 95% CI (0.62, 0.84), P < 0.05). lncRNA over expression patients had shorter OS (HR = 2.32, 95 CI% (2.08, 2.59), P < 0.01, RFS (HR = 2.19, 95 CI% (1.72, 2.78), P < 0.01), and DFS (HR = 2.01, 95 CI% (1.57, 2.57), P < 0.01). CONCLUSIONS Overexposure of lncRNA is a poor prognostic feature for patients with hepatic carcinoma. The scope of our study was limited because of a lack of relevant research and the poor representativeness and varying quality of the studies involved in the current meta-analysis. Our conclusion still requires higher studies for further validation. This trial is clinically registered with CRD4201920620.
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Affiliation(s)
- Leiqing Wang
- The First School of Clinical Medicine of Lanzhou University, Lanzhou 730000, Gansu, China
| | - Junzhi Sheng
- The First School of Clinical Medicine of Lanzhou University, Lanzhou 730000, Gansu, China
| | - Haojie Zhang
- Department of Clinical Medicine, Medical College, Wuhan University of Science and Technology, Wuhan 430065, Hubei, China
| | - Baoyuan Xie
- The Second School of Clinical Medicine of Lanzhou University, Lanzhou 730000, Gansu, China
| | - Linbiao Xiang
- The Second School of Clinical Medicine of Lanzhou University, Lanzhou 730000, Gansu, China
| | - Dong Liu
- The School of Clinical Medicine of Shi Hezi University, Shi Hezi 832000, Xinjiang, China
| | - Xinyuan Zhang
- The School of Clinical Medicine of Weifang Medical University, Weifang 261000, Shandong, China
| | - Peihao Zhang
- The Second School of Clinical Medicine of Lanzhou University, Lanzhou 730000, Gansu, China
| | - Jinjin Liu
- The First School of Clinical Medicine of Lanzhou University, Lanzhou 730000, Gansu, China
- Department of Endocrinology, The First Hospital of Lanzhou University, No. 1 West Donggang Road, Lanzhou, Gansu 730000, China
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Wang L, Sheng J, Zhang H, Xie B, Xiang L, Liu D, Zhang X, Zhang P, Liu J. The Association between Long Noncoding RNA over Expression and Poor Prognosis of Liver Cancer: A Meta-Analysis. JOURNAL OF HEALTHCARE ENGINEERING 2021; 2021:1395131. [PMID: 35419184 PMCID: PMC8995546 DOI: 10.1155/2021/1395131] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 10/10/2021] [Revised: 10/19/2021] [Accepted: 10/26/2021] [Indexed: 01/27/2023]
Abstract
Background Long noncoding RNA (lncRNA) is considered to be a mediator of carcinogenesis, which may be associated with liver cancer survival. However, the relationship remains inconclusive. Meta-analysis was conducted to analytically review the association between the lncRNA expression level and clinicopathological characteristics and prognostic value of hepatic carcinoma. Materials and Methods Four databases including Embase, PubMed, Web of Science, and the Cochrane Library were searched to collect studies about the relation between lncRNA overexpression and prognosis of liver cancer, dating from the earliest records of these databases to March 2021. Two researchers independently screened the data and literature to perform a stringent evaluation of the quality of material involved in the study. Meta-analysis was performed by Stata 16.0 software on 42 case-control studies with 6293 samples. Results The outcomes of meta-analysis are presented as follows: lncRNA overexpression patients had later TNM stage (OR = 0.36, 95% CI (0.31, 0.41), P < 0.001), lower histological grade (OR = 0.56, 95%CI (0.49, 0.65), P < 0.001), more vascular invasion (OR = 2.02, 95% CI (1.74, 2.35), P < 0.001), bigger tumor size (OR = 2.28, 95% CI (2.00, 2.60), P < 0.001), more severe liver cirrhosis (OR = 1.39, 95% CI(0.1.16, 1.66), P < 0.001), more likely to metastasize (OR = 1.80, 95%CI(1.49, 2.18), P < 0.001), and more tumor numbers (OR = 0.72, 95% CI (0.62, 0.84), P < 0.05). lncRNA over expression patients had shorter OS (HR = 2.32, 95 CI% (2.08, 2.59), P < 0.01, RFS (HR = 2.19, 95 CI% (1.72, 2.78), P < 0.01), and DFS (HR = 2.01, 95 CI% (1.57, 2.57), P < 0.01). Conclusions Overexposure of lncRNA is a poor prognostic feature for patients with hepatic carcinoma. The scope of our study was limited because of a lack of relevant research and the poor representativeness and varying quality of the studies involved in the current meta-analysis. Our conclusion still requires higher studies for further validation. This trial is clinically registered with CRD4201920620.
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Affiliation(s)
- Leiqing Wang
- The First School of Clinical Medicine of Lanzhou University, Lanzhou 730000, Gansu, China
| | - Junzhi Sheng
- The First School of Clinical Medicine of Lanzhou University, Lanzhou 730000, Gansu, China
| | - Haojie Zhang
- Department of Clinical Medicine, Medical College, Wuhan University of Science and Technology, Wuhan 430065, Hubei, China
| | - Baoyuan Xie
- The Second School of Clinical Medicine of Lanzhou University, Lanzhou 730000, Gansu, China
| | - Linbiao Xiang
- The Second School of Clinical Medicine of Lanzhou University, Lanzhou 730000, Gansu, China
| | - Dong Liu
- The School of Clinical Medicine of Shi Hezi University, Shi Hezi 832000, Xinjiang, China
| | - Xinyuan Zhang
- The School of Clinical Medicine of Weifang Medical University, Weifang 261000, Shandong, China
| | - Peihao Zhang
- The Second School of Clinical Medicine of Lanzhou University, Lanzhou 730000, Gansu, China
| | - Jinjin Liu
- The First School of Clinical Medicine of Lanzhou University, Lanzhou 730000, Gansu, China
- Department of Endocrinology, The First Hospital of Lanzhou University, No. 1 West Donggang Road, Lanzhou, Gansu 730000, China
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Fang Y, Yang Y, Li N, Zhang XL, Huang HF. Emerging role of long noncoding RNAs in recurrent hepatocellular carcinoma. World J Clin Cases 2021; 9:9699-9710. [PMID: 34877309 PMCID: PMC8610931 DOI: 10.12998/wjcc.v9.i32.9699] [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] [Received: 04/18/2021] [Revised: 06/08/2021] [Accepted: 09/08/2021] [Indexed: 02/06/2023] Open
Abstract
Hepatocellular carcinoma (HCC) remains one of the most frequent types of liver cancer and is characterized by a high recurrence rate. Recent studies have proposed that long non-coding RNAs (lncRNAs) are potential biomarkers in several recurrent tumor types. It is now well understood that invasion, migration, and metastasis are important factors for tumor recurrence. Moreover, some of the known risk factors for HCC may affect the expression levels of several types of lncRNAs and thus affect the recurrence of liver cancer through lncRNA regulation. In this paper, we review the biological functions, molecular mechanisms, and roles of lncRNAs in HCC and summarize current knowledge about lncRNAs as potential biomarkers in recurrent HCC.
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Affiliation(s)
- Yuan Fang
- Organ Transplantation Center, The First Affiliated Hospital of Kunming Medical University, Kunming 650032, Yunnan Province, China
| | - Yang Yang
- Department of Otorhinolaryngology, The First Affiliated Hospital of Kunming Medical University, Kunming 650032, Yunnan Province, China
| | - Na Li
- Organ Transplantation Center, The First Affiliated Hospital of Kunming Medical University, Kunming 650032, Yunnan Province, China
| | - Xiao-Li Zhang
- Department of Gastrointestinal and Hernia Surgery, The First Affiliated Hospital of Kunming Medical University, Kunming 650032, Yunnan Province, China
| | - Han-Fei Huang
- Organ Transplantation Center, The First Affiliated Hospital of Kunming Medical University, Kunming 650032, Yunnan Province, China
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6
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HES5 Activates Long Noncoding RNA UCA1 to Induce Colorectal Cancer Progression by Modulating miR-185/NOTCH3 Signaling. Gastroenterol Res Pract 2021; 2021:7249818. [PMID: 34733326 PMCID: PMC8560272 DOI: 10.1155/2021/7249818] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/01/2021] [Revised: 10/05/2021] [Accepted: 10/07/2021] [Indexed: 01/01/2023] Open
Abstract
Colorectal cancer (CRC) is one of the most common diagnosed cancers around the world. The poor prognosis and high fatality caused by metastasis are still the challenges for clinical treatment. Therefore, it is promising to clarify the detailed molecular mechanism of CRC metastasis. Accumulating evidences indicate that long noncoding RNAs (lncRNAs) play important roles in cancer progression including CRC. In this study, the function of lncRNA UCA1 was investigated. UCA1 was confirmed to be highly expressed in colorectal cancer. Moreover, the UCA1 expression level was positively related to tumor stages. Silencing UCA1 showed inhibitory effect on cell proliferation and metastasis. Both UCA1 and NOTCH3 were validated as direct targets of miR-185. Silencing UCA1 repressed NOTCH3 expression through the miR-185 sponge. NOTCH3 was found to be highly expressed in CRC patients and positively related to UCA1 expression. Furthermore, HES5 was verified as a transcription factor of UCA1, which induced UCA1 expression. In conclusion, UCA1 is a direct target of HES5. UCA1 promotes CRC metastasis through regulating the miR-185/NOTCH3 axis.
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Long Noncoding RNA WDFY3-AS2 Represses the Progression of Esophageal Cancer through miR-18a/PTEN Axis. JOURNAL OF ONCOLOGY 2021; 2021:9951010. [PMID: 34194502 PMCID: PMC8203383 DOI: 10.1155/2021/9951010] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/18/2021] [Accepted: 05/20/2021] [Indexed: 12/14/2022]
Abstract
Background Understanding the role of lncRNAs in the development of human malignancies is necessary for the targeted therapy of malignant tumors, including esophageal cancer (EC). Nevertheless, the specific role and regulatory mechanism of lncRNA WDFY3-AS2 in EC are still unclear. Here, we examined the functional role and regulatory mechanism of WDFY3-AS2 in EC. Materials and Methods RT-qPCR assay was applied to measure the expression of WDFY3-AS2 and miR-18a in EC samples and cells. The luciferase reporter and RIP assays were used to check the relationship between WDFY3-AS2, miR-18a, and PTEN. Counting Clock Kit-8 (CCK-8) assay was carried out to detect cell viability, and transwell assays were used for measuring cell migration and invasion. Results Underexpression of WDFY3-AS2 was found in EC specimens and cells, which predicted a poor prognosis of EC patients. Reexpression of WDFY3-AS2 repressed the progression of EC via inhibiting cell proliferation, migration, and invasion. Additionally, WDFY3-AS2 was negatively correlated with miR-18a and positively with PTEN. Furthermore, we discovered that the expression of PTEN decreased by miR-18a mimic was rescued by WDFY3-AS2 overexpression. Conclusions WDFY3-AS2 modulates the expressional level of PTEN as a competitive endogenous RNA via sponging miR-18a in EC, which suggests that the WDFY3-AS2/miR-18a/PTEN pathway might be involved in the progression of EC.
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Arman K, Möröy T. Crosstalk Between MYC and lncRNAs in Hematological Malignancies. Front Oncol 2020; 10:579940. [PMID: 33134177 PMCID: PMC7579998 DOI: 10.3389/fonc.2020.579940] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/03/2020] [Accepted: 09/14/2020] [Indexed: 12/13/2022] Open
Abstract
The human genome project revealed the existence of many thousands of long non-coding RNAs (lncRNAs). These transcripts that are over 200 nucleotides long were soon recognized for their importance in regulating gene expression. However, their poor conservation among species and their still controversial annotation has limited their study to some extent. Moreover, a generally lower expression of lncRNAs as compared to protein coding genes and their enigmatic biochemical mechanisms have impeded progress in the understanding of their biological roles. It is, however, known that lncRNAs engage in various kinds of interactions and can form complexes with other RNAs, with genomic DNA or proteins rendering their functional regulatory network quite complex. It has emerged from recent studies that lncRNAs exert important roles in gene expression that affect many cellular processes underlying development, cellular differentiation, but also the pathogenesis of blood cancers like leukemia and lymphoma. A number of lncRNAs have been found to be regulated by several well-known transcription factors including Myelocytomatosis viral oncogene homolog (MYC). The c-MYC gene is known to be one of the most frequently deregulated oncogenes and a driver for many human cancers. The c-MYC gene is very frequently activated by chromosomal translocations in hematopoietic cancers most prominently in B- or T-cell lymphoma or leukemia and much is already known about its role as a DNA binding transcriptional regulator. Although the understanding of MYC's regulatory role controlling lncRNA expression and how MYC itself is controlled by lncRNA in blood cancers is still at the beginning, an intriguing picture emerges indicating that c-MYC may execute part of its oncogenic function through lncRNAs. Several studies have identified lncRNAs regulating c-MYC expression and c-MYC regulated lncRNAs in different blood cancers and have unveiled new mechanisms how these RNA molecules act. In this review, we give an overview of lncRNAs that have been recognized as critical in the context of activated c-MYC in leukemia and lymphoma, describe their mechanism of action and their effect on transcriptional reprogramming in cancer cells. Finally, we discuss possible ways how an interference with their molecular function could be exploited for new cancer therapies.
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Affiliation(s)
- Kaifee Arman
- Institut de recherches cliniques de Montréal, Montreal, QC, Canada.,Division of Experimental Medicine, McGill University, Montreal, QC, Canada
| | - Tarik Möröy
- Institut de recherches cliniques de Montréal, Montreal, QC, Canada.,Division of Experimental Medicine, McGill University, Montreal, QC, Canada.,Département de microbiologie, infectiologie et immunologie, Université de Montréal, Montreal, QC, Canada
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