miR-99a-5p and miR-148a-3p as Candidate Molecular Biomarkers for the Survival of Lung Cancer Patients
Keywords:
Bioinformatics, lung cancer, microRNA, molecular biomarker, prognosticationAbstract
MicroRNA (miRNA) has emerged as a promising biomarker for improving the current state of an early lung cancer diagnosis. Multiple studies have reported that circulating miRNAs are usually combined in a single panel in determining the risk of lung cancer. In this study, we sought to identify the potential miRNAs as biomarkers for the survival of lung cancer patients. The microarray analysis was performed on the isolated miRNA samples of formalin-fixed lung cancer tissues from Malaysian populations. The correlation between miRNA expression and lung adenocarcinoma (LUAD) patient survival was predicted using TGGA data, followed by extensive in silico analyses, including miRNA target gene identification, protein-protein interaction (PPI) network construction, subnetwork (SN) detection, functional enrichment analysis, gene-disease associations, and survival analysis in advanced-stage LUAD. Overall, two promising miR-99a-5pand miR-148a-3p were upregulated in the patients with good survival. We found that 64 miR-99a-5p and 95 miR-148a-3ptarget genes were associated with poor prognosis and highly participated in cancer-associated processes, such as apoptosis, mRNA transport and cell-cell adhesion. The density score of 4.667, 3.333, and 3.000 in respective SN1, SN2, and SN3 showed the significant subnetworks of constructed PPI leading to the identification of 17 targets, of which ~79% of them involved in neoplastic diseases. Four high-confidence target genes (SUDS3, TOMM22, KPNA4, and HMGB1) were associated with worse overall survival in LUAD patients, implying their critical roles in LUAD pathogenesis. These findings shed additional light on the roles of miR-99a-5p and miR-148a-3p as potential biomarkers for LUAD survival.
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Ab Manan, A., Basri, H., Kaur, N., Abd Rahman, S.Z., Amir, P.N., Ali, N., Raman, S., Bahtiar, B., Mustafa Ramdzuan, N.S., Syed Soffian, S.S., Othman, R., Othman, N.A. & Abdul Aziz, A. 2019. Malaysian National Cancer Registry Report 2012-2016, Publication Number 5. Ministry of Health, Putrajaya.
Amorim, I.S., Lach, G. & Gkogkas, C.G. 2018. The role of the eukaryotic translation initiation factor 4E (eIF4E) in Neuropsychiatric Disorders. Frontiers in Genetics, 9: 561.
Anaya, J. 2016. OncoLnc: linking TCGA survival data to mRNAs, miRNAs, and lncRNAs. PeerJ Computer Science, 2: e67.
Assenov, Y., Ramírez, F., Schelhorn, S.E., Lengauer, T. & Albrecht, M. 2008. Computing topological parameters of biological networks. Bioinformatics, 24(2): 282-284.
Bader, G.D. & Hogue, C.W. 2003. An automated method for finding molecular complexes in large protein interaction networks. BMC Bioinformatics, 4: 2.
Bartel, D.P. 2004. MicroRNAs: Genomics, biogenesis, mechanism, and function. Cell, 116(2): 281-297.
Bracken, C.P., Scott, H.S. & Goodall, G.J. 2016. A network-biology perspective of microRNA function and dysfunction in cancer. Nature Reviews Genetics, 17(12): 719-732.
Doncheva, N.T., Morris, J.H., Gorodkin, J. & Jensen, L.J. 2019. Cytoscape StringApp: Network analysis and visualization of proteomics data. Journal of Proteome Research, 18(2): 623-632.
Du, W., Zhu, J., Zeng, Y., Liu, T., Zhang, Y., Cai, T., Fu, Y., Zhang, W., Zhang, R., Liu, Z. & Huang, J. 2021. KPNB1-mediated nuclear translocation of PD-L1 promotes non-small cell lung cancer cell proliferation via the Gas6/MerTK signaling pathway. Cell Death & Differentiation, 28(4): 1284-1300.
Dweep, H., Gretz, N. & Sticht, C. 2014. miRWalk database for miRNA-Target interactions. Methods in Molecular Biology, 1182: 289-305.
Ferlay, J., Colombet, M., Soerjomataram, I., Mathers, C., Parkin, D.M., Piñeros, M., Znaor, A. & Bray, F. 2019. Estimating the global cancer incidence and mortality in 2018: GLOBOCAN sources and methods. International Journal of Cancer, 144(8): 1941-1953.
Garofalo, M. & Croce, C.M. 2011. microRNAs: Master regulators as potential therapeutics in cancer. Annual Review of Pharmacology and Toxicology, 51: 25-43.
Gene Ontology Consortium. 2015. Gene Ontology Consortium: Going forward. Nucleic Acids Research, 43(Database issue): D1049-D1056.
Han, Y. 2019. Analysis of the role of the Hippo pathway in cancer. Journal of Translational Medicine, 17(1): 116.
He, Y., Huang, C., Cai, K., Liu, P., Chen, X., Xu, Y.I., Ming, Z., Liu, Q., Xie, Q., Xia, X., Sun, Y., Luo, J. & Wei, R. 2021. PRPF19 promotes tongue cancer growth and chemoradiotherapy resistance. Acta Biochimica et Biophysica Sinica, 53(7): 893-902.
Hu, K. & Chen, F. 2012. Identification of significant pathways in gastric cancer based on protein-protein interaction networks and cluster analysis. Genetics and Molecular Biology, 35(3): 701-708.
Hu, R.H., Zhang, Z.T., Wei, H.X., Ning, L., Ai, J.S., Li, W.H., Zhang, H. & Wang, S.Q. 2020. LncRNA ST7-AS1, by regulating miR-181b-5p/KPNA4 axis, promotes the malignancy of lung adenocarcinoma. Cancer Cell International, 20(1): 568.
Huang, D.W., Sherman, B.T., Tan, Q., Kir, J., Liu, D., Bryant, D., Guo, Y., Stephens, R., Baseler, M. W., Lane, H.C. & Lempicki, R.A. 2007. DAVID Bioinformatics Resources: Expanded annotation database and novel algorithms to better extract biology from large gene lists. Nucleic Acids Research, 35(Web Server Issue): W169-W175.
Iorio, M.V. & Croce, C.M. 2009. MicroRNAs in cancer: small molecules with a huge impact. Journal of Clinical Oncology, 27(34): 5848-5856.
Jiang, Y., DiVittore, N., Young, M.M., Jia, Z., Xie, K., Ritty, T.M., Kester, M. & Fox, T.E. 2013. Altered sphingolipid metabolism in patients with metastatic pancreatic cancer. Biomolecules, 3(3): 435-448.
Kan, C.S. & Chan, K.M. 2016. A review of lung cancer research in malaysia. Medical Journal of Malaysia, 71(Suppl 1): 70-78.
Kanehisa, M., Sato, Y., Kawashima, M., Furumichi, M. & Tanabe, M. 2016. KEGG as a reference resource for gene and protein annotation. Nucleic Acids Research, 44(D1): D457-D462.
Leonardi, L., Sibéril, S., Alifano, M., Cremer, I. & Joubert, P.E. 2021. Autophagy Modulation by Viral Infections Influences Tumor Development. Frontiers in Oncology, 11: 743780.
Li, P., Fei, H., Wang, L., Xu, H., Zhang, H. & Zheng, L. 2017. PDCD5 regulates cell proliferation, cell cycle progression and apoptosi. Oncology Letters, 15(1): 1177-1183.
Liu, Y., Kim, J. & Qu, F. 2020. Recent Advances in Lung Cancer Diagnosis and Therapy. Journal of Hematology/Oncology, 13(1): 163.
Lu, L., Liu, Q., Wang, P., Wu, Y., Liu, X., Weng, C., Fang, X., Li, B., Cao, X., Mao, H., Wang, L., Guan, M., Wang, W. & Liu, G. 2019. MicroRNA-148b regulates tumor growth of non-small cell lung cancer through targeting MAPK/JNK pathway. BMC Cancer, 19(1): 209.
Lu, Y., Lemon, W., Liu, P.Y., Yi, Y., Morrison, C., Yang, P., Sun, Z., Szoke, J., Gerald, W.L., Watson, M., Govindan, R. & You, M. 2006. A gene expression signature predicts survival of patients with stage I non-small cell lung cancer. PLoS Medicine, 3(12): e467.
Luo, T., Wu, S., Shen, X. & Li, L. 2013. Network cluster analysis of protein-protein interaction network identified biomarker for early onset colorectal cancer. Molecular Biology Reports, 40(12): 6561-6568.
MacFarlane, L.A. & Murphy, P.R. 2010. MicroRNA: Biogenesis, function and role in cancer. Current Genomics, 11(7): 537-561.
Mansoori, B., Mohammadi, A., Ditzel, H.J., Duijf, P.H.G., Khaze, V., Gjerstorff, M.F. & Baradaran, B. 2021. HMGA2 as a critical regulator in cancer development. Genes, 12(2): 269.
Müller, S., Bley, N., Glaß, M., Busch, B., Rousseau, V., Misiak, D., Fuchs, T., Lederer, M. & Hüttelmaier, S. 2018. IGF2BP1 enhances an aggressive tumor cell phenotype by impairing miRNA-directed downregulation of oncogenic factors. Nucleic Acids Research, 46(12): 6285-6303.
Nogueira, A., Catarino, R., Coelho, A., Araújo, A., Gomes, M. & Medeiros, R. 2010. Influence of DNA repair RAD51 gene variants in overall survival of non-small cell lung cancer patients treated with first line chemotherapy. Cancer Chemotherapy and Pharmacology, 66(3): 501-506.
Noorbakhsh, N., Hayatmoghadam, B., Jamali, M., Golmohammadi, M. & Kavianpour, M. 2021. The Hippo signaling pathway in leukemia: function, interaction, and carcinogenesis. Cancer Cell International, 21(1): 705.
Ogretmen, B. 2018. Sphingolipid metabolism in cancer signalling and therapy. Nature Reviews Cancer, 18(1): 33-50.
Othman, N. & Nagoor, N.H. 2014. The role of microRNAs in the regulation of apoptosis in lung cancer and its application in cancer treatment. BioMed Research International, 2014, 318030.
Piñero, J., Ramírez-Anguita, J.M., Saüch-Pitarch, J., Ronzano, F., Centeno, E., Sanz, F. & Furlong, L.I. 2019. The DisGeNET knowledge platform for disease genomics: 2019 update. Nucleic Acids Research, 48(D1): D845-D855.
Piñero, J., Saüch, J., Sanz, F. & Furlong, L.I. 2021. The DisGeNET cytoscape app: Exploring and visualizing disease genomics data. Computational and Structural Biotechnology Journal, 19: 2960-2967.
Rajadurai, P., Cheah, P.L., How, S.H., Liam, C.K., Annuar, M.A.A., Omar, N., Othman, N., Marzuki, N.M., Pang, Y.K., Bustamam, R.S.A. & Tho, L.M. 2019. Molecular testing for advanced non-small cell lung cancer in Malaysia: Consensus statement from the College of Pathologists, Academy of Medicine Malaysia, the Malaysian Thoracic Society, and the Malaysian Oncological Society. Lung Cancer, 136: 65-73.
Shannon, P., Markiel, A., Ozier, O., Baliga, N.S., Wang, J.T., Ramage, D., Amin, N., Schwikowski, B. & Ideker, T. 2003. Cytoscape: a software environment for integrated models of biomolecular interaction networks. Genome Research, 13(11): 2498-2504.
Shi, Z., Wu, D., Tang, R., Li, X., Chen, R., Xue, S., Zhang, C. & Sun, X. 2016. Silencing of HMGA2 promotes apoptosis and inhibits migration and invasion of prostate cancer cells. Journal of Biosciences, 41(2): 229-236.
Siegel, R.L., Miller, K.D., Fuchs, H.E. & Jemal, A. 2021. Cancer Statistics, 2021. CA: A Cancer Journal for Clinicians, 71(1): 7-33.
Song, P., Yang, F., Jin, H. & Wang, X. 2021. The regulation of protein translation and its implications for cancer. Signal Transduction and Targeted Therapy, 6(1): 68.
Szklarczyk, D., Gable, A.L., Lyon, D., Junge, A., Wyder, S., Huerta-Cepas, J., Simonovic, M., Doncheva, N.T., Morris, J.H., Bork, P., Jensen, L.J. & Mering, C.V. 2019. STRING v11: protein-protein association networks with increased coverage, supporting functional discovery in genome-wide experimental datasets. Nucleic Acids Research, 47(D1): D607-D613.
Tanaka, I., Sato, M., Kato, T., Goto, D., Kakumu, T., Miyazawa, A., Yogo, N., Hase, T., Morise, M., Sekido, Y., Girard, L., Minna, J.D., Byers, L.A., Heymach, J.V., Coombes, K.R., Kondo, M. & Hasegawa, Y. 2018. eIF2β, a subunit of translation-initiation factor EIF2, is a potential therapeutic target for non-small cell lung cancer. Cancer Science, 109(6): 1843-1852.
Tang, Z., Kang, B., Li, C., Chen, T. & Zhang, Z. 2019. GEPIA2: an enhanced web server for large-scale expression profiling and interactive analysis. Nucleic Acids Research, 47(W1): W556-W560.
Tomczak, K., Czerwińska, P. & Wiznerowicz, M. 2015. Review The Cancer Genome Atlas (TCGA): an immeasurable source of knowledge. Współczesna Onkologia, 19(1A): A68-A77.
Travis, W.D., Brambilla, E., Burke, A.P., Marx, A. & Nicholson, A.G. 2015. Introduction to the 2015 World Health Organization Classification of tumors of the lung, pleura, thymus, and heart. Journal of Thoracic Oncology, 10(9): 1240-1242.
Truitt, M.L., Conn, C.S., Shi, Z., Pang, X., Tokuyasu, T., Coady, A.M., Seo, Y., Barna, M. & Ruggero, D. 2015. Differential requirements for eIF4E dose in normal development and cancer. Cell, 162(1): 59-71.
Tsai, T.F., Lin, J.F., Chou, K.Y., Lin, Y.C., Chen, H.E. & Hwang, T.I.S. 2018. miR-99a-5p acts as tumor suppressor via targeting to mTOR and enhances RAD001-induced apoptosis in human urinary bladder urothelial carcinoma cells. OncoTargets and Therapy, 11: 239-252.
Vargas, A., Rojas, J., Aivasovsky, I., Vergara, S., Castellanos, M., Prieto, C. & Celis, L. 2020. Progressive early-onset leukodystrophy related to biallelic variants in the KARS Gene: The first case described in Latin America. Genes (Basel), 11(12): 1437.
Wang, Y., Ding, W., Chen, C., Niu, Z., Pan, M. & Zhang, H. 2015. Roles of Hippo signaling in lung cancer. Indian Journal of Cancer, 52(Suppl 1): e1-e5.
Wei, C., Wang, Y. & Li, X. 2018. The role of Hippo signal pathway in breast cancer metastasis. OncoTargets and Therapy, 11: 2185-2193.
Wu, Y., Aegerter, P., Nipper, M., Ramjit, L., Liu, J. & Wang, P. 2021. Hippo signaling pathway in pancreas development. Frontiers in Cell and Developmental Biology, 9: 663906.
Xie, Q., Yu, Z., Lu, Y., Fan, J., Ni, Y. & Ma, L. 2019. microRNA‐148a‐3p inhibited the proliferation and epithelial-mesenchymal transition progression of non‐small‐cell lung cancer via modulating Ras/MAPK/Erk signaling. Journal of Cellular Physiology, 234(8): 12786-12799.
Yang, C.L., Zheng, X.L., Ye, K., Ge, H., Sun, Y.N., Lu, Y.F. & Fan, Q.X. 2018. MicroRNA-183 Acts as a Tumor Suppressor in Human Non-Small Cell Lung Cancer by Down-Regulating MTA1. Cellular Physiology and Biochemistry, 46(1): 93-106.
Yin, H., He, H., Cao, X., Shen, X., Han, S., Cui, C., Zhao, J., Wei, Y., Chen, Y., Xia, L., Wang, Y., Li, D. & Zhu, Q. 2020. MiR-148a-3p Regulates Skeletal Muscle Satellite Cell Differentiation and Apoptosis via the PI3K/AKT Signaling Pathway by Targeting Meox2. Frontiers in Genetics, 11: 512.
Zhou, H., Liu, J., Zhang, Y., Huang, Y. & Zhang, L. 2019. Autoimmune diseases and lung cancer: A Mendelian randomization study. Journal of Thoracic Oncology, 14(8): e161-e163.
Zhu, S., Wang, J.Z., Chen, D., He, Y.T., Meng, N., Chen, M., Lu, R.X., Chen, X.H., Zhang, X.L. & Yan, G.R. 2020. An oncopeptide regulates m6A recognition by the m6A reader IGF2BP1 and tumorigenesis. Nature Communications, 11(1): 1685.
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