Network Analysis for the Discovery of Common Oncogenic Biomarkers in Liver Cancer Experimental Models

被引:2
作者
Cabral, Loraine Kay D. [1 ,2 ]
Giraudi, Pablo J. [1 ]
Giannelli, Gianluigi [3 ]
Dituri, Francesco [3 ]
Negro, Roberto [3 ]
Tiribelli, Claudio [1 ]
Sukowati, Caecilia H. C. [1 ,4 ]
机构
[1] Fdn Italiana Fegato ONLUS, AREA Sci Pk,Campus Basovizza, I-34149 Trieste, Italy
[2] Univ Trieste, Doctoral Sch Mol Biomed, I-34127 Trieste, Italy
[3] IRCCS S De Bellis, Res Hosp, Natl Inst Gastroenterol, I-70013 Bari, Italy
[4] Natl Res & Innovat Agcy Indonesia BRIN, Eijkman Res Ctr Mol Biol, Jakarta 10340, Indonesia
关键词
hepatocellular carcinoma; cellular heterogeneity; targeted therapies; experimental models; ADVANCED HEPATOCELLULAR-CARCINOMA; DOWN-REGULATION; PHASE-III; EXPRESSION; PROGNOSIS; THERAPY; SORAFENIB; OVEREXPRESSION; ATEZOLIZUMAB; COMBINATION;
D O I
10.3390/biomedicines11020342
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Hepatocellular carcinoma (HCC) is a malignancy marked by heterogeneity. This study aimed to discover target molecules for potential therapeutic efficacy that may encompass HCC heterogeneity. In silico analysis using published datasets identified 16 proto-oncogenes as potential pharmacological targets. We used an immortalized hepatocyte (IHH) and five HCC cell lines under two subtypes: S1/TGF beta-Wnt-activated (HLE, HLF, and JHH6) and the S2/progenitor subtype (HepG2 and Huh7). Three treatment modalities, 5 mu M 5-Azacytidine, 50 mu M Sorafenib, and 20 nM PD-L1 gene silencing, were evaluated in vitro. The effect of treatments on the proto-oncogene targets was assessed by gene expression and Western blot analysis. Our results showed that 10/16 targets were upregulated in HCC cells, where cells belonging to the S2/progenitor subtype had more upregulated targets compared to the S1/TGF beta-Wnt-activated subtype (81% vs. 62%, respectively). Among the targets, FGR was consistently down-regulated in the cell lines following the three different treatments. Sorafenib was effective to down-regulate targets in S2/progenitor subtype while PD-L1 silencing was able to decrease targets in all HCC subtypes, suggesting that this treatment strategy may comprise cellular heterogeneity. This study strengthens the relevance of liver cancer cellular heterogeneity in response to cancer therapies.
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页数:13
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共 49 条
[1]   Liver Resection and Transplantation in Hepatocellular Carcinoma [J].
Belghiti, J. ;
Fuks, D. .
LIVER CANCER, 2012, 1 (02) :71-82
[2]   Transcriptome classification of HCC is related to gene alterations and to new therapeutic targets [J].
Boyault, Sandrine ;
Rickman, David S. ;
de Reynies, Aurelien ;
Balabaud, Charles ;
Rebouissou, Sandra ;
Jeannot, Emmanuelle ;
Herault, Aurelie ;
Saric, Jean ;
Belghiti, Jacques ;
Franco, Dominique ;
Bioulac-Sage, Paulette ;
Laurent-Puig, Pierre ;
Zucman-Rossi, Jessica .
HEPATOLOGY, 2007, 45 (01) :42-52
[3]   The MIQE Guidelines: Minimum Information for Publication of Quantitative Real-Time PCR Experiments [J].
Bustin, Stephen A. ;
Benes, Vladimir ;
Garson, Jeremy A. ;
Hellemans, Jan ;
Huggett, Jim ;
Kubista, Mikael ;
Mueller, Reinhold ;
Nolan, Tania ;
Pfaffl, Michael W. ;
Shipley, Gregory L. ;
Vandesompele, Jo ;
Wittwer, Carl T. .
CLINICAL CHEMISTRY, 2009, 55 (04) :611-622
[4]   The Relevance of SOCS1 Methylation and Epigenetic Therapy in Diverse Cell Populations of Hepatocellular Carcinoma [J].
Cabral, Loraine Kay D. ;
Reyes, Peter Andrew C. ;
Croce, Lory S. ;
Tiribelli, Claudio ;
Sukowati, Caecilia H. C. .
DIAGNOSTICS, 2021, 11 (10)
[5]   Sorafenib Resistance in Hepatocellular Carcinoma: The Relevance of Genetic Heterogeneity [J].
Cabral, Loraine Kay D. ;
Tiribelli, Claudio ;
Sukowati, Caecilia H. C. .
CANCERS, 2020, 12 (06) :1-19
[6]   The role of MDM2-p53 axis dysfunction in the hepatocellular carcinoma transformation [J].
Cao, Hui ;
Chen, Xiaosong ;
Wang, Zhijun ;
Wang, Lei ;
Xia, Qiang ;
Zhang, Wei .
CELL DEATH DISCOVERY, 2020, 6 (01)
[7]   Analysis of Liver Cancer Cell Lines Identifies Agents With Likely Efficacy Against Hepatocellular Carcinoma and Markers of Response [J].
Caruso, Stefano ;
Calatayud, Anna-Line ;
Pilet, Jill ;
La Bella, Tiziana ;
Rekik, Samia ;
Imbeaud, Sandrine ;
Letouze, Eric ;
Meunier, Lea ;
Bayard, Quentin ;
Rohr-Udilova, Nataliya ;
Peneau, Camille ;
Grasl-Kraupp, Bettina ;
de Koning, Leanne ;
Ouine, Berengere ;
Bioulac-Sage, Paulette ;
Couchy, Gabrielle ;
Calderaro, Julien ;
Nault, Jean-Charles ;
Zucman-Rossi, Jessica ;
Rebouissou, Sandra .
GASTROENTEROLOGY, 2019, 157 (03) :760-776
[8]   Correlation of PD-L1 and SOCS3 Co-expression with the Prognosis of Hepatocellular Carcinoma Patients [J].
Chen, Liuxi ;
Huang, Xingxing ;
Zhang, Wenzheng ;
Liu, Ying ;
Chen, Bi ;
Xiang, Yu ;
Zhang, Ruonan ;
Zhang, Mingming ;
Feng, Jiao ;
Liu, Shuiping ;
Duan, Ting ;
Chen, Xiaying ;
Wang, Wengang ;
Pan, Ting ;
Yan, Lili ;
Jin, Ting ;
Li, Guohua ;
Li, Yongqiang ;
Xie, Tian ;
Sui, Xinbing .
JOURNAL OF CANCER, 2020, 11 (18) :5440-5448
[9]   Detection of Novel Genomic Markers for Predicting Prognosis in Hepatocellular Carcinoma Patients by Integrative Analysis of Copy Number Aberrations and Gene Expression Profiles: Results from a Long-Term Follow-Up [J].
Cho, Hyo Jung ;
Kim, Soon Sun ;
Wang, Hee Jeong ;
Kim, Bong Wan ;
Cho, Hyeseong ;
Jung, Junghee ;
Cho, Samuel Sunghwan ;
Kim, Jai Keun ;
Lee, Jei Hee ;
Kim, Young Bae ;
Yang, Min Jae ;
Yoo, Byung Moo ;
Lee, Kwang Jae ;
Cho, Sung Won ;
Cheong, Jae Youn .
DNA AND CELL BIOLOGY, 2016, 35 (02) :71-80
[10]   Rescue of Hippo coactivator YAP1 triggers DNA damage-induced apoptosis in hematological cancers [J].
Cottini, Francesca ;
Hideshima, Teru ;
Xu, Chunxiao ;
Sattler, Martin ;
Dori, Martina ;
Agnelli, Luca ;
ten Hacken, Elisa ;
Bertilaccio, Maria Teresa ;
Antonini, Elena ;
Neri, Antonino ;
Ponzoni, Maurilio ;
Marcatti, Magda ;
Richardson, Paul G. ;
Carrasco, Ruben ;
Kimmelman, Alec C. ;
Wong, Kwok-Kin ;
Caigaris-Cappio, Federico ;
Blandino, Giovanni ;
Kuehl, W. Michael ;
Anderson, Kenneth C. ;
Tonon, Giovanni .
NATURE MEDICINE, 2014, 20 (06) :599-606