"P50 GM115279" Dotaz Zobrazit nápovědu
Transcriptome sequencing (RNA-seq) is widely used to detect gene rearrangements and quantitate gene expression in acute lymphoblastic leukemia (ALL), but its utility and accuracy in identifying copy number variations (CNVs) has not been well described. CNV information inferred from RNA-seq can be highly informative to guide disease classification and risk stratification in ALL due to the high incidence of aneuploid subtypes within this disease. Here we describe RNAseqCNV, a method to detect large scale CNVs from RNA-seq data. We used models based on normalized gene expression and minor allele frequency to classify arm level CNVs with high accuracy in ALL (99.1% overall and 98.3% for non-diploid chromosome arms, respectively), and the models were further validated with excellent performance in acute myeloid leukemia (accuracy 99.8% overall and 99.4% for non-diploid chromosome arms). RNAseqCNV outperforms alternative RNA-seq based algorithms in calling CNVs in the ALL dataset, especially in samples with a high proportion of CNVs. The CNV calls were highly concordant with DNA-based CNV results and more reliable than conventional cytogenetic-based karyotypes. RNAseqCNV provides a method to robustly identify copy number alterations in the absence of DNA-based analyses, further enhancing the utility of RNA-seq to classify ALL subtype.
- MeSH
- algoritmy MeSH
- karyotypizace MeSH
- lidé MeSH
- sekvenování transkriptomu MeSH
- variabilita počtu kopií segmentů DNA * genetika MeSH
- vysoce účinné nukleotidové sekvenování * metody MeSH
- Check Tag
- lidé MeSH
- Publikační typ
- časopisecké články MeSH
- práce podpořená grantem MeSH
- Research Support, N.I.H., Extramural MeSH
Relapse remains a formidable challenge for acute lymphoblastic leukemia (ALL). Recently, recurrent mutations in NT5C2 were identified as a common genomic lesion unique in relapsed ALL and were linked to acquired thiopurine resistance. However, molecular mechanisms by which NT5C2 regulates thiopurine cytotoxicity were incompletely understood. To this end, we sought to comprehensively characterize the biochemical and cellular effects of NT5C2 mutations. Compared with wild-type NT5C2, mutant proteins showed elevated 5'-nucleotidase activity with a stark preference of thiopurine metabolites over endogenous purine nucleotides, suggesting neomorphic effects specific to thiopurine metabolism. Expression of mutant NT5C2 mutations also significantly reduced thiopurine uptake in vitro with concomitant increase in efflux of 6-mercaptopurine (MP) metabolites, plausibly via indirect effects on drug transporter pathways. Finally, intracellular metabolomic profiling revealed significant shifts in nucleotide homeostasis induced by mutant NT5C2 at baseline; MP treatment also resulted in global changes in metabolomic profiles with completely divergent effects in cells with mutant versus wild-type NT5C2. Collectively, our data indicated that NT5C2 mutations alter thiopurine metabolism and cellular disposition, but also influence endogenous nucleotide homeostasis and thiopurine-induced metabolomic response. These complex mechanisms contributed to NT5C2-mediated drug resistance in ALL and pointed to potential opportunities for therapeutic targeting in relapsed ALL.
- MeSH
- 5'-nukleotidasa metabolismus MeSH
- akutní lymfatická leukemie farmakoterapie enzymologie patologie MeSH
- biologické modely MeSH
- chemorezistence * MeSH
- HEK293 buňky MeSH
- kinetika MeSH
- lidé MeSH
- merkaptopurin chemie farmakologie terapeutické užití MeSH
- metabolomika MeSH
- mutace genetika MeSH
- nádorové buněčné linie MeSH
- Check Tag
- lidé MeSH
- Publikační typ
- časopisecké články MeSH
- práce podpořená grantem MeSH
- Research Support, N.I.H., Extramural MeSH
Philadelphia chromosome (Ph)-like acute lymphoblastic leukemia (ALL) comprises ∼10% to 15% of childhood ALL cases, many of which respond exquisitely to tyrosine kinase inhibitors (TKIs), for example, imatinib in PDGFRB-rearranged ALL. However, some cases developed drug resistance to TKIs and the mechanisms are poorly understood. In this study, we identified a novel PDGFRB fusion gene, namely AGGF1-PDGFRB, and functionally characterized its oncogenic potential in vitro. Further genomic profiling of longitudinally collected samples during treatment revealed the emergence of a mutation, PDGFRBC843G , which directly conferred resistance to all generations of ABL TKIs, including imatinib, dasatinib, nilotinib, and ponatinib. PDGFRB-mutant leukemia cells are highly sensitive to multitarget kinase inhibitor CHZ868, suggesting potential therapeutic options for some patients resistant to ABL TKIs. In summary, we describe a complex clonal evolution pattern in Ph-like ALL and identified a novel PDGFRB point mutation that drives leukemia relapse after ABL TKI treatment.
- MeSH
- akutní lymfatická leukemie farmakoterapie genetika metabolismus patologie MeSH
- angiogenní proteiny genetika MeSH
- chemorezistence genetika MeSH
- fúzní onkogenní proteiny MeSH
- inhibitory proteinkinas farmakologie terapeutické užití MeSH
- lidé MeSH
- mutace * MeSH
- nádorové buněčné linie MeSH
- předškolní dítě MeSH
- protinádorové látky farmakologie terapeutické užití MeSH
- recidiva MeSH
- růstový faktor odvozený z trombocytů - receptor beta genetika MeSH
- sekvenování celého genomu MeSH
- výsledek terapie MeSH
- Check Tag
- lidé MeSH
- mužské pohlaví MeSH
- předškolní dítě MeSH
- Publikační typ
- časopisecké články MeSH
- kazuistiky MeSH
- práce podpořená grantem MeSH
- Research Support, N.I.H., Extramural MeSH