Integrative discovery of treatments for high-risk neuroblastoma

被引:53
作者
Almstedt, Elin [1 ]
Elgendy, Ramy [1 ]
Hekmati, Neda [1 ]
Rosen, Emil [1 ]
Warn, Caroline [1 ]
Olsen, Thale Kristin [2 ]
Dyberg, Cecilia [2 ]
Doroszko, Milena [1 ]
Larsson, Ida [1 ]
Sundstrom, Anders [1 ]
Henriksson, Marie Arsenian [3 ]
Pahlman, Sven [4 ]
Bexell, Daniel [4 ]
Vanlandewijck, Michael [1 ,5 ]
Kogner, Per [2 ]
Jornsten, Rebecka [6 ]
Krona, Cecilia [1 ]
Nelander, Sven [1 ]
机构
[1] Uppsala Univ, Dept Immunol Genet & Pathol, SE-75185 Uppsala, Sweden
[2] Karolinska Inst, Dept Womens & Childrens Hlth, Childhood Canc Res Unit, SE-17176 Stockholm, Sweden
[3] Karolinska Inst, Dept Microbiol Tumor & Cell Biol, SE-17177 Stockholm, Sweden
[4] Lund Univ, Dept Lab Med, Div Translat Canc Res, SE-22381 Lund, Sweden
[5] Karolinska Inst, Integrated Cardiometab Ctr Single Cell Facil, Dept Med, SE-17177 Stockholm, Sweden
[6] Chalmers Univ Technol, Math Sci, SE-41296 Gothenburg, Sweden
基金
瑞典研究理事会;
关键词
SET ENRICHMENT ANALYSIS; IN-VITRO; RNA-SEQ; MYCN; DIFFERENTIATION; EXPRESSION; GROWTH; POTENT; CLASSIFICATION; PHENOTYPES;
D O I
10.1038/s41467-019-13817-8
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
Despite advances in the molecular exploration of paediatric cancers, approximately 50% of children with high-risk neuroblastoma lack effective treatment. To identify therapeutic options for this group of high-risk patients, we combine predictive data mining with experimental evaluation in patient-derived xenograft cells. Our proposed algorithm, Target-Translator, integrates data from tumour biobanks, pharmacological databases, and cellular networks to predict how targeted interventions affect mRNA signatures associated with high patient risk or disease processes. We find more than 80 targets to be associated with neuroblastoma risk and differentiation signatures. Selected targets are evaluated in cell lines derived from high-risk patients to demonstrate reversal of risk signatures and malignant phenotypes. Using neuroblastoma xenograft models, we establish CNR2 and MAPK8 as promising candidates for the treatment of high-risk neuroblastoma. We expect that our method, available as a public tool (targettranslator.org), will enhance and expedite the discovery of risk-associated targets for paediatric and adult cancers.
引用
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页数:15
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