Network integration of multi-tumour omics data suggests novel targeting strategies

被引:33
作者
do Valle, Italo Faria [1 ,2 ]
Menichetti, Giulia [3 ]
Simonetti, Giorgia [4 ,5 ]
Bruno, Samantha [4 ,5 ]
Zironi, Isabella [1 ]
Durso, Danielle Fernandes [4 ,5 ,6 ]
Mombach, Jose C. M. [7 ]
Martinelli, Giovanni [4 ,5 ,8 ]
Castellani, Gastone [1 ]
Remondini, Daniel [1 ]
机构
[1] Univ Bologna, Dept Phys & Astron, Viale Berti Pichat 6-2, I-40127 Bologna, Italy
[2] CAPES Fdn, Minist Educ Brazil, SBN, Quadra 2,Bloco L,Lote 06,Edificio CAPES, BR-70040031 Brasilia, DF, Brazil
[3] Northeastern Univ, Ctr Complex Network Res, Dept Phys, 177 Huntington Ave, Boston, MA 02115 USA
[4] Univ Bologna, Dept Expt Diagnost & Specialty Med, Via Massarenti 9, I-40138 Bologna, Italy
[5] Inst Hematol L & A Seragnoli, Via Massarenti 9, I-40138 Bologna, Italy
[6] Minist Sci Technol & Innovat MCTI, Natl Counsel Technol & Sci Dev CNPq, BR-70000000 Brasilia, DF, Brazil
[7] Univ Fed Santa Maria, Dept Phys, Av Roraima 1000, BR-97105900 Santa Maria, RS, Brazil
[8] IRCCS, Ist Sci Romagnolo Studio & Cura Tumori IRST, Via Piero Maroncelli 40, I-47014 Meldola, Italy
关键词
UBIQUITIN-PROTEASOME SYSTEM; GENE-EXPRESSION PATTERNS; DRUG-SENSITIVITY; CANCER; INHIBITOR; PATHWAY; CELLS; MUTATIONS; LANDSCAPE; DISCOVERY;
D O I
10.1038/s41467-018-06992-7
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
We characterize different tumour types in search for multi-tumour drug targets, in particular aiming for drug repurposing and novel drug combinations. Starting from 11 tumour types from The Cancer Genome Atlas, we obtain three clusters based on transcriptomic correlation profiles. A network-based analysis, integrating gene expression profiles and protein interactions of cancer-related genes, allows us to define three cluster-specific signatures, with genes belonging to NF-kappa B signaling, chromosomal instability, ubiquitin-proteasome system, DNA metabolism, and apoptosis biological processes. These signatures have been characterized by different approaches based on mutational, pharmacological and clinical evidences, demonstrating the validity of our selection. Moreover, we define new pharmacological strategies validated by in vitro experiments that show inhibition of cell growth in two tumour cell lines, with significant synergistic effect. Our study thus provides a list of genes and pathways that could possibly be used, singularly or in combination, for the design of novel treatment strategies.
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页数:10
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