Unraveling Gene Fusions for Drug Repositioning in High-Risk Neuroblastoma

被引:2
|
作者
Liu, Zhichao [1 ]
Chen, Xi [1 ]
Roberts, Ruth [2 ,3 ]
Huang, Ruili [4 ]
Mikailov, Mike [5 ]
Tong, Weida [1 ]
机构
[1] US FDA, Div Bioinformat & Biostat, Natl Ctr Toxicol Res, Jefferson, AR 72079 USA
[2] ApconiX, BioHub Alderley Pk, Alderley Edge, England
[3] Univ Birmingham, Birmingham, W Midlands, England
[4] NIH, Natl Ctr Adv Translat Sci, Rockville, MD USA
[5] US FDA, Off Sci & Engn Labs, Ctr Devices & Radiol Hlth, Silver Spring, MD USA
关键词
neuroblastoma; structural variants; gene fusions; next-generation sequencing; drug repositioning; precision medicine 3; RNA-SEQ; TRANSCRIPTOME; GENOME; EXPRESSION; ALGORITHM; DISCOVERY; ALIGNMENT; MODEL; TOOL;
D O I
10.3389/fphar.2021.608778
中图分类号
R9 [药学];
学科分类号
1007 ;
摘要
High-risk neuroblastoma (NB) remains a significant therapeutic challenge facing current pediatric oncology patients. Structural variants such as gene fusions have shown an initial promise in enhancing mechanistic understanding of NB and improving survival rates. In this study, we performed a comprehensive in silico investigation on the translational ability of gene fusions for patient stratification and treatment development for high-risk NB patients. Specifically, three state-of-the-art gene fusion detection algorithms, including ChimeraScan, SOAPfuse, and TopHat-Fusion, were employed to identify the fusion transcripts in a RNA-seq data set of 498 neuroblastoma patients. Then, the 176 high-risk patients were further stratified into four different subgroups based on gene fusion profiles. Furthermore, Kaplan-Meier survival analysis was performed, and differentially expressed genes (DEGs) for the redefined high-risk group were extracted and functionally analyzed. Finally, repositioning candidates were enriched in each patient subgroup with drug transcriptomic profiles from the LINCS L1000 Connectivity Map. We found the number of identified gene fusions was increased from clinical the low-risk stage to the high-risk stage. Although the technical concordance of fusion detection algorithms was suboptimal, they have a similar biological relevance concerning perturbed pathways and regulated DEGs. The gene fusion profiles could be utilized to redefine high-risk patient subgroups with significant onset age of NB, which yielded the improved survival curves (Log-rank p value <= 0.05). Out of 48 enriched repositioning candidates, 45 (93.8%) have antitumor potency, and 24 (50%) were confirmed with either on-going clinical trials or literature reports. The gene fusion profiles have a discrimination power for redefining patient subgroups in high-risk NB and facilitate precision medicine-based drug repositioning implementation.
引用
收藏
页数:18
相关论文
共 50 条
  • [1] Drug repositioning in thyroid cancer: from point mutations to gene fusions
    Sanchez-Marin, David
    Silva-Cazares, Macrina Beatriz
    Gonzalez-Del Carmen, Manuel
    Campos-Parra, Alma D.
    FRONTIERS IN ONCOLOGY, 2024, 14
  • [2] Treatment of High-Risk Neuroblastoma
    Hizhnikov, A.
    Kazancev, A.
    Kerimov, P.
    Pimenov, R.
    PEDIATRIC BLOOD & CANCER, 2017, 64 : S447 - S447
  • [3] Treatment of High-Risk Neuroblastoma
    Sung, Kiwoong
    PEDIATRIC BLOOD & CANCER, 2019, 66 : S3 - S3
  • [4] Treatment of High-Risk Neuroblastoma
    Krystal, Julie
    Foster, Jennifer H.
    CHILDREN-BASEL, 2023, 10 (08):
  • [5] Chemoimmunotherapy for high-risk neuroblastoma
    Kushner, Brian H.
    LANCET ONCOLOGY, 2017, 18 (07): : 845 - 846
  • [6] Induction for high-risk neuroblastoma
    Kushner, Brian H.
    Cheung, Nai-Kong V.
    PEDIATRIC BLOOD & CANCER, 2007, 49 (03) : 221 - 223
  • [7] Gene expression analysis for improved subtyping of high-risk neuroblastoma.
    Pfeil, Jacob
    Thornton, Alexis
    Durbin, Ann
    Kephart, Ellen
    Beale, Holly
    Sanders, Lauren
    Bjork, Isabel
    Morozova, Olena
    Salama, Sofie R.
    Haussler, David
    JOURNAL OF CLINICAL ONCOLOGY, 2018, 36 (15)
  • [8] Dinutuximab: A Review in High-Risk Neuroblastoma
    Sheridan M. Hoy
    Targeted Oncology, 2016, 11 : 247 - 253
  • [9] Retinoid therapy of high-risk neuroblastoma
    Reynolds, CP
    Matthay, KK
    Villablanca, JG
    Maurer, BJ
    CANCER LETTERS, 2003, 197 (1-2) : 185 - 192
  • [10] Influence of Sarcopenia in High-risk Neuroblastoma
    Kawakubo, Naonori
    Souzaki, Ryota
    Koga, Yuuki
    Kinoshita, Yoshiaki
    Ohga, Shouichi
    Taguchi, Tomoaki
    PEDIATRIC BLOOD & CANCER, 2017, 64 : S43 - S43