MicroRNA pharmacogenomics based integrated model of miR-17-92 cluster in sorafenib resistant HCC cells reveals a strategy to forestall drug resistance

被引:35
作者
Awan, Faryal Mehwish [1 ]
Naz, Anam [1 ]
Obaid, Ayesha [1 ]
Ikram, Aqsa [1 ]
Ali, Amjad [1 ]
Ahmad, Jamil [2 ]
Naveed, Abdul Khaliq [3 ]
Janjua, Hussnain Ahmed [1 ]
机构
[1] NUST, Atta Ur Rahman Sch Appl Biosci ASAB, H-12, Islamabad, Pakistan
[2] NUST, RCMS, H-12, Islamabad, Pakistan
[3] Riphah Int Univ, IIMC, Rawalpindi, Pakistan
关键词
HEPATOCELLULAR-CARCINOMA CELLS; EXPRESSION; PTEN; INHIBITION; PREDICTS; INVASION; SENSITIVITY; METASTASIS; ACTIVATION; PROGNOSIS;
D O I
10.1038/s41598-017-11943-1
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Among solid tumors, hepatocellular carcinoma (HCC) emerges as a prototypical therapy-resistant tumor. Considering the emerging sorafenib resistance crisis in HCC, future studies are urgently required to overcome resistance. Recently noncoding RNAs (ncRNAs) have emerged as significant regulators in signalling pathways involved in cancer drug resistance and pharmacologically targeting these ncRNAs might be a novel stratagem to reverse drug resistance. In the current study, using a hybrid Petri net based computational model, we have investigated the harmonious effect of miR-17-92 cluster inhibitors/mimics and circular RNAs on sorafenib resistant HCC cells in order to explore potential resistance mechanisms and to identify putative targets for sorafenib-resistant HCC cells. An integrated model was developed that incorporates seven miRNAs belonging to miR-17-92 cluster (hsa-miR-17-5p, hsa-miR-17-3p, hsa-miR-19a, hsa-miR-19b, hsa-miR-18a, hsa-miR-20a and hsa-miR-92) and crosstalk of two signaling pathways (EGFR and IL-6) that are differentially regulated by these miRNAs. The mechanistic connection was proposed by the correlation between members belonging to miR-17-92 cluster and corresponding changes in the protein levels of their targets in HCC, specifically those targets that have verified importance in sorafenib resistance. Current findings uncovered potential pathway features, underlining the significance of developing modulators of this cluster to combat drug resistance in HCC.
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页数:21
相关论文
共 81 条
[1]  
Alla H., 2012, SIM C WSC P 2012 WIN, P1
[2]   SynTarget: an online tool to test the synergetic effect of genes on survival outcome in cancer [J].
Amelio, I. ;
Tsvetkov, P. O. ;
Knight, R. A. ;
Lisitsa, A. ;
Melino, G. ;
Antonov, A. V. .
CELL DEATH AND DIFFERENTIATION, 2016, 23 (05) :912-912
[3]   Hepatocellular carcinoma and sorafenib: too many resistance mechanisms? [J].
Berasain, Carmen .
GUT, 2013, 62 (12) :1674-1675
[4]   Mathematical and statistical modeling in cancer systems biology [J].
Blair, Rachael Hageman ;
Trichler, David L. ;
Gaille, Daniel P. .
FRONTIERS IN PHYSIOLOGY, 2012, 3
[5]   The microRNA-17∼92 cluster Still a miRacle? [J].
Bonauer, Angelika ;
Dimmeler, Stefanie .
CELL CYCLE, 2009, 8 (23) :3866-3873
[6]  
Bos W., 2008, MODELING BIOL SYSTEM
[7]   MicroRNA-18a Enhances the Interleukin-6-mediated Production of the Acute-phase Proteins Fibrinogen and Haptoglobin in Human Hepatocytes [J].
Brock, Matthias ;
Trenkmann, Michelle ;
Gay, Renate E. ;
Gay, Steffen ;
Speich, Rudolf ;
Huber, Lars C. .
JOURNAL OF BIOLOGICAL CHEMISTRY, 2011, 286 (46) :40142-40150
[8]   Petri net modelling of biological networks [J].
Chaouiya, Claudine .
BRIEFINGS IN BIOINFORMATICS, 2007, 8 (04) :210-219
[9]   Activation of Phosphatidylinositol 3-Kinase/Akt Signaling Pathway Mediates Acquired Resistance to Sorafenib in Hepatocellular Carcinoma Cells [J].
Chen, Kuen-Feng ;
Chen, Hui-Ling ;
Tai, Wei-Tien ;
Feng, Wen-Chi ;
Hsu, Chih-Hung ;
Chen, Pei-Jer ;
Cheng, Ann-Lii .
JOURNAL OF PHARMACOLOGY AND EXPERIMENTAL THERAPEUTICS, 2011, 337 (01) :155-161
[10]   The miR-17-92 cluster counteracts quiescence and chemoresistance in a distinct subpopulation of pancreatic cancer stem cells [J].
Cioffi, Michele ;
Trabulo, Sara M. ;
Sanchez-Ripoll, Yolanda ;
Miranda-Lorenzo, Irene ;
Lonardo, Enza ;
Dorado, Jorge ;
Reis Vieira, Catarina ;
Carlos Ramirez, Juan ;
Hidalgo, Manuel ;
Aicher, Alexandra ;
Hahn, Stephan ;
Sainz, Bruno, Jr. ;
Heeschen, Christopher .
GUT, 2015, 64 (12) :1936-1948