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Sulewska A, Niklinski J, Charkiewicz R, Karabowicz P, Biecek P, Baniecki H, Kowalczuk O, Kozlowski M, Modzelewska P, Majewski P, Tryniszewska E, Reszec J, Dzieciol-Anikiej Z, Piwkowski C, Gryczka R, Ramlau R. A Signature of 14 Long Non-Coding RNAs (lncRNAs) as a Step towards Precision Diagnosis for NSCLC. Cancers (Basel) 2022; 14:cancers14020439. [PMID: 35053601 PMCID: PMC8773641 DOI: 10.3390/cancers14020439] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/04/2022] [Accepted: 01/11/2022] [Indexed: 02/04/2023] Open
Abstract
LncRNAs have arisen as new players in the world of non-coding RNA. Disrupted expression of these molecules can be tightly linked to the onset, promotion and progression of cancer. The present study estimated the usefulness of 14 lncRNAs (HAGLR, ADAMTS9-AS2, LINC00261, MCM3AP-AS1, TP53TG1, C14orf132, LINC00968, LINC00312, TP73-AS1, LOC344887, LINC00673, SOX2-OT, AFAP1-AS1, LOC730101) for early detection of non-small-cell lung cancer (NSCLC). The total RNA was isolated from paired fresh-frozen cancerous and noncancerous lung tissue from 92 NSCLC patients diagnosed with either adenocarcinoma (LUAD) or lung squamous cell carcinoma (LUSC). The expression level of lncRNAs was evaluated by a quantitative real-time PCR (qPCR). Based on Ct and delta Ct values, logistic regression and gradient boosting decision tree classifiers were built. The latter is a novel, advanced machine learning algorithm with great potential in medical science. The established predictive models showed that a set of 14 lncRNAs accurately discriminates cancerous from noncancerous lung tissues (AUC value of 0.98 ± 0.01) and NSCLC subtypes (AUC value of 0.84 ± 0.09), although the expression of a few molecules was statistically insignificant (SOX2-OT, AFAP1-AS1 and LOC730101 for tumor vs. normal tissue; and TP53TG1, C14orf132, LINC00968 and LOC730101 for LUAD vs. LUSC). However for subtypes discrimination, the simplified logistic regression model based on the four variables (delta Ct AFAP1-AS1, Ct SOX2-OT, Ct LINC00261, and delta Ct LINC00673) had even stronger diagnostic potential than the original one (AUC value of 0.88 ± 0.07). Our results demonstrate that the 14 lncRNA signature can be an auxiliary tool to endorse and complement the histological diagnosis of non-small-cell lung cancer.
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Affiliation(s)
- Anetta Sulewska
- Department of Clinical Molecular Biology, Medical University of Bialystok, 15-269 Bialystok, Poland; (J.N.); (R.C.); (O.K.)
- Correspondence:
| | - Jacek Niklinski
- Department of Clinical Molecular Biology, Medical University of Bialystok, 15-269 Bialystok, Poland; (J.N.); (R.C.); (O.K.)
| | - Radoslaw Charkiewicz
- Department of Clinical Molecular Biology, Medical University of Bialystok, 15-269 Bialystok, Poland; (J.N.); (R.C.); (O.K.)
- Center of Experimental Medicine, Medical University of Bialystok, 15-369 Bialystok, Poland
| | - Piotr Karabowicz
- Biobank, Medical University of Bialystok, 15-269 Bialystok, Poland; (P.K.); (P.M.); (J.R.); (Z.D.-A.)
| | - Przemyslaw Biecek
- Faculty of Mathematics and Information Science, Warsaw University of Technology, 00-662 Warsaw, Poland; (P.B.); (H.B.)
| | - Hubert Baniecki
- Faculty of Mathematics and Information Science, Warsaw University of Technology, 00-662 Warsaw, Poland; (P.B.); (H.B.)
| | - Oksana Kowalczuk
- Department of Clinical Molecular Biology, Medical University of Bialystok, 15-269 Bialystok, Poland; (J.N.); (R.C.); (O.K.)
| | - Miroslaw Kozlowski
- Department of Thoracic Surgery, Medical University of Bialystok, 15-269 Bialystok, Poland;
| | - Patrycja Modzelewska
- Biobank, Medical University of Bialystok, 15-269 Bialystok, Poland; (P.K.); (P.M.); (J.R.); (Z.D.-A.)
| | - Piotr Majewski
- Department of Microbiological Diagnostics and Infectious Immunology, Medical University of Bialystok, 15-269 Bialystok, Poland; (P.M.); (E.T.)
| | - Elzbieta Tryniszewska
- Department of Microbiological Diagnostics and Infectious Immunology, Medical University of Bialystok, 15-269 Bialystok, Poland; (P.M.); (E.T.)
| | - Joanna Reszec
- Biobank, Medical University of Bialystok, 15-269 Bialystok, Poland; (P.K.); (P.M.); (J.R.); (Z.D.-A.)
- Department of Medical Pathomorphology, Medical University of Bialystok, 15-269 Bialystok, Poland
| | - Zofia Dzieciol-Anikiej
- Biobank, Medical University of Bialystok, 15-269 Bialystok, Poland; (P.K.); (P.M.); (J.R.); (Z.D.-A.)
- Department of Rehabilitation, Medical University of Bialystok, 15-089 Bialystok, Poland
| | - Cezary Piwkowski
- Department of Thoracic Surgery, Poznan University of Medical Sciences, 60-569 Poznan, Poland;
| | - Robert Gryczka
- Department of Oncology, Poznan University of Medical Sciences, 60-569 Poznan, Poland; (R.G.); (R.R.)
| | - Rodryg Ramlau
- Department of Oncology, Poznan University of Medical Sciences, 60-569 Poznan, Poland; (R.G.); (R.R.)
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Braicu C, Gulei D, Cojocneanu R, Raduly L, Jurj A, Knutsen E, Calin GA, Berindan‐Neagoe I. miR-181a/b therapy in lung cancer: reality or myth? Mol Oncol 2019; 13:9-25. [PMID: 30548184 PMCID: PMC6322195 DOI: 10.1002/1878-0261.12420] [Citation(s) in RCA: 24] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/14/2018] [Revised: 11/30/2018] [Accepted: 12/04/2018] [Indexed: 12/24/2022] Open
Abstract
Despite substantial progress in oncology, lung cancer remains the number one malignancy in terms of both incidence and mortality rates, and there thus remains an urgent need for new therapeutic alternatives. MicroRNA (miRNA) have an important role in cancer initiation and progression due to their capacity to interfere with transcriptional signaling and regulate key cellular processes. miR-181a and miR-181b (miR-181a/b), which are located on chromosomes 1 and 9, are pathologically expressed in the tumor tissue and plasma of patients diagnosed with lung cancer. The miR-181a/b regulatory mechanisms are sophisticated and are directly related to different target genes. In recent years, an ever-increasing number of studies have focused on the biological relevance of miR-181a/b in key cellular processes. In this paper, we aim to discuss the challenging experimental data related to miR-181a/b and their potential use for the development of new therapeutic approaches in lung cancer. We will further present the ongoing issues regarding the regulation of their multiple target genes, and their potential use as biomarkers and therapeutic targets in this deadly malignancy.
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Affiliation(s)
- Cornelia Braicu
- Research Center for Functional Genomics, Biomedicine and Translational Medicine‘Iuliu Hatieganu’ University of Medicine and PharmacyCluj‐NapocaRomania
| | - Diana Gulei
- MedFuture Research Center for Advanced Medicine‘Iuliu Hatieganu’ University of Medicine and PharmacyCluj‐NapocaRomania
| | - Roxana Cojocneanu
- Research Center for Functional Genomics, Biomedicine and Translational Medicine‘Iuliu Hatieganu’ University of Medicine and PharmacyCluj‐NapocaRomania
| | - Lajos Raduly
- Research Center for Functional Genomics, Biomedicine and Translational Medicine‘Iuliu Hatieganu’ University of Medicine and PharmacyCluj‐NapocaRomania
| | - Ancuta Jurj
- Research Center for Functional Genomics, Biomedicine and Translational Medicine‘Iuliu Hatieganu’ University of Medicine and PharmacyCluj‐NapocaRomania
| | - Erik Knutsen
- Department of Experimental TherapeuticsThe University of Texas MD Anderson Cancer CenterHoustonTXUSA
| | - George Adrian Calin
- Department of Experimental TherapeuticsThe University of Texas MD Anderson Cancer CenterHoustonTXUSA
- Center for RNA Inference and Non‐Coding RNAThe University of Texas MD Anderson Cancer CenterHoustonTXUSA
| | - Ioana Berindan‐Neagoe
- Research Center for Functional Genomics, Biomedicine and Translational Medicine‘Iuliu Hatieganu’ University of Medicine and PharmacyCluj‐NapocaRomania
- MedFuture Research Center for Advanced Medicine‘Iuliu Hatieganu’ University of Medicine and PharmacyCluj‐NapocaRomania
- Department of Functional Genomics and Experimental PathologyThe Oncology Institute ‘Prof. Dr. Ion Chiricuta’Cluj‐NapocaRomania
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Xie M, Ma L, Xu T, Pan Y, Wang Q, Wei Y, Shu Y. Potential Regulatory Roles of MicroRNAs and Long Noncoding RNAs in Anticancer Therapies. MOLECULAR THERAPY. NUCLEIC ACIDS 2018; 13:233-243. [PMID: 30317163 PMCID: PMC6190501 DOI: 10.1016/j.omtn.2018.08.019] [Citation(s) in RCA: 35] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 07/13/2018] [Revised: 08/10/2018] [Accepted: 08/14/2018] [Indexed: 02/07/2023]
Abstract
MicroRNAs and long noncoding RNAs have long been investigated due to their roles as diagnostic and prognostic biomarkers of cancers and regulators of tumorigenesis, and the potential regulatory roles of these molecules in anticancer therapies are attracting increasing interest as more in-depth studies are performed. The major clinical therapies for cancer include chemotherapy, immunotherapy, and targeted molecular therapy. MicroRNAs and long noncoding RNAs function through various mechanisms in these approaches, and the mechanisms involve direct targeting of immune checkpoints, cooperation with exosomes in the tumor microenvironment, and alteration of drug resistance through regulation of different signaling pathways. Herein we review the regulatory functions and significance of microRNAs and long noncoding RNAs in three anticancer therapies, especially in targeted molecular therapy, and their mechanisms.
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Affiliation(s)
- Mengyan Xie
- Department of Oncology, The First Affiliated Hospital of Nanjing Medical University, Nanjing, Jiangsu, China
| | - Ling Ma
- Department of Oncology, The First Affiliated Hospital of Nanjing Medical University, Nanjing, Jiangsu, China
| | - Tongpeng Xu
- Department of Oncology, The First Affiliated Hospital of Nanjing Medical University, Nanjing, Jiangsu, China
| | - Yutian Pan
- Department of Oncology, The First Affiliated Hospital of Nanjing Medical University, Nanjing, Jiangsu, China
| | - Qiang Wang
- Department of Molecular Cell Biology and Toxicology, School of Public Health, Nanjing Medical University, Nanjing, Jiangsu, China
| | - Yutian Wei
- Department of Neurosurgery, The First Affiliated Hospital of Nanjing Medical University, Nanjing, Jiangsu, China
| | - Yongqian Shu
- Department of Oncology, The First Affiliated Hospital of Nanjing Medical University, Nanjing, Jiangsu, China.
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