Genome wide CRISPR screen in AML chemotherapy resistance.
Ontology highlight
ABSTRACT:
ORGANISM(S): Homo sapiens
PROVIDER: GSE235688 | GEO | 2023/06/30
REPOSITORIES: GEO
Similar Datasets
Project description:Genome wide CRISPR screen in AML chemotherapy resistance.
| PRJNA986910 | ENA
Project description:Patients with primary refractory acute myeloid leukemia (AML) have a dismal long-term prognosis. Elucidating the resistance mechanisms to induction chemotherapy could help identify strategies to improve AML patient outcomes. Herein, we retrospectively analyzed the multi-omics data of more than 1,500 AML cases and found that patients with spliceosome mutations had a higher risk of developing refractory disease. RNA splicing analysis revealed that the mis-spliced genes in refractory patients converged on translation-associated pathways, promoted mainly by U2AF1 mutations. Integrative analyses of binding and splicing in AML cell lines substantiated that the splicing perturbations of mRNA translation genes originated from both the loss and gain of mutant U2AF1 binding. In particular, the U2AF1-S34F and U2AF1-Q157R mutants orchestrated the inclusion of exon 11 (encoding a premature termination codon) in the eukaryotic translation initiation factor 4A2 (EIF4A2). This aberrant inclusion led to reduced eIF4A2 protein expression via nonsense-mediated mRNA decay. Consequently, U2AF1 mutations caused a net decrease in global mRNA translation that induced the integrated stress response (ISR) in AML cells, which was confirmed by single-cell RNA-seq. The induction of ISR enhanced the ability of AML cells to respond and adapt to stress, contributing to chemoresistance. A pharmacologic inhibitor of ISR, ISRIB, sensitized U2AF1 mutant cells to chemotherapy. These findings highlight a resistance mechanism by which U2AF1 mutations drive chemoresistance and provide a therapeutic approach for AML through targeting the ISR pathway.
2024-02-20 | GSE256127 | GEO
Project description:An alternative transcription factor isoform controls AML chemoresistance
| PRJNA1139820 | ENA
Project description:This study explored resistance functions and their interactions in de novo AML treated with the "7 + 3" induction regimen. We analyzed RNA-sequencing profiles of whole bone marrow samples from 52 de novo AML patients who completed the "7 + 3" regimen and stratified patients into CR (n = 35) and non-CR (n = 17) groups. A systematic gene set analysis revealed significant associations between chemoresistance and mTOR (P < .001), myc (P < .001), mitochondrial oxidative phosphorylation (P < .001), and stemness (P = .002). These functions were independent with regard to gene contents and activity scores. An integration of these four functions showed a prediction of chemoresistance (area under the receiver operating characteristic curve = 0.815) superior to that of each function alone. Moreover, our proposed seven-gene scoring system significantly correlated with the four-function model (r = .97; P < .001) to predict chemoresistance to the "7 + 3" regimen. On multivariate analysis, a seven-gene score of ≥-0.027 (hazard ratio: 11.18; 95% confidence interval: 2.06-60.65; P = .005) was an independent risk factor for induction failure. In summary, Myc, OXPHOS, mTOR, and stemness were responsive for chemoresistance in AML. Treatments other than the "7 + 3" regimen need to be considered for de novo AML patients predicted to be refractory to the "7 + 3" regimen.
2020-08-21 | GSE103424 | GEO
Project description:The paper describes a model of acute myeloid leukaemia.
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This model is described in the article:
Optimal control of acute myeloid leukaemia
Jesse A. Sharp, Alexander P Browning, Tarunendu Mapder, Kevin Burrage, Matthew J Simpson
Journal of Theoretical Biology 470 (2019) 30–42
Abstract:
Acute myeloid leukaemia (AML) is a blood cancer affecting haematopoietic stem cells. AML is routinely treated with chemotherapy, and so it is of great interest to develop optimal chemotherapy treatment strategies. In this work, we incorporate an immune response into a stem cell model of AML, since we find that previous models lacking an immune response are inappropriate for deriving optimal control strategies. Using optimal control theory, we produce continuous controls and bang-bang controls, corre- sponding to a range of objectives and parameter choices. Through example calculations, we provide a practical approach to applying optimal control using Pontryagin’s Maximum Principle. In particular, we describe and explore factors that have a profound influence on numerical convergence. We find that the convergence behaviour is sensitive to the method of control updating, the nature of the control, and to the relative weighting of terms in the objective function. All codes we use to implement optimal control are made available.
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2024-09-02 | BIOMD0000000798 | BioModels
Project description:Here, we used a targeted CRISPR/Cas9 screen to identify genes that confer susceptibility of AML cells to DNT cell therapy.
2020-12-14 | GSE157617 | GEO
Project description:Here, we used a targeted CRISPR/Cas9 screen to identify genes that confer susceptibility of AML cells to DNT cell therapy.
2020-12-14 | GSE157527 | GEO
Project description:Acute myeloid leukaemia (AML) continues to have a very high mortality and its treatment hasnot changed for more than 20 years.Here, we propose to apply genomic-wide screens to directly identify therapeutic vulnerabilitiesof AML using AML cells lines with pre-defined somatic mutations. Our studies will be basedon genome-wide CRISPR/CAs9 gRNA screens and will be used to identify drivers of drugresistance to standard chemotherapies.This data is part of a pre-publication release. For information on the proper use of pre-publication data shared by the Wellcome Trust Sanger Institute (including details of any publication moratoria), please see http://www.sanger.ac.uk/datasharing/
2015-02-03 | E-ERAD-335 | biostudies-arrayexpress
Project description:Nucleophosmin mutated AML (NPM1mut-AML) patients have a high rate of complete remission (CR) to induction chemotherapy. However, the mechanisms responsible for such effects are unknown. Since miR-10 family members are expressed at high levels in NPM1mut-AML, we evaluated whether these microRNAs could predict chemotherapy response in AML. We found that high baseline miR-10 family expression in 54 untreated cytogenetically heterogeneous AML patients was associated with achieving CR. However, when we included NPM1 mutation status in the multivariable model, there was a significant interaction effect between miR-10a-5p expression and NPM1 mutation status. Similar results were observed when using a second cohort of 183 cytogenetically normal older (ageM-bM-^IM-%60 years) AML patients. Loss and gain of function experiments using miR-10a-5p in cell lines and primary blasts did not demonstrate any effect in apoptosis or cell proliferation at baseline or after chemotherapy. These data support a bystander role for the miR-10 family in NPM1mut-AML. Pretreatment miRNA expression was analyzed in 54 de novo adult AML patients obtained from the MD Anderson Cancer Center Leukemia Tissue Bank (LTB) using the Ohio State University (OSU) miRNA microarray (ver.3).
2014-05-01 | E-GEOD-55519 | biostudies-arrayexpress
Project description:SIRT3 deacetylase is a critical mitochondrial regulator for mitochondrial metabolism reprogramming and ROS production, and is involved in the regulation of chemoresistance in AML. SIRT3 is a SUMOylated protein, with de-SUMOylation by SENP1, resulted in enhancement of its deacetylase activity. However, the molecular mechanism of de-SUMOylation mediated SIRT3 activation, which may lead to reinforced AML chemoresistance, remains poorly understood. In the current study, we demonstrated that SIRT3 SUMOylation was attenuated by cytarabine, and de-SUMOylation prevented SIRT3 from proteasome degradation. SIRT3 de-SUMOylation was capable of reprogramming mitochondrial biogenesis, and subsequently inhibited mitochondrial ROS production. Furthermore, RNA-seq revealed that expression of a collection of genes was altered by SIRT3 de-SUMOylation, among which the transcription factor HES1, a downstream substrates of Notch1 signaling pathway, was significantly downregulated by SIRT3K288R, the de-SUMOylated and constitutively active mutant of SIRT3. HES1-dependent FAO was inhibited by SIRT3 de-SUMOylation. Moreover, cytarabine synergized with the SENP1 inhibitor momodrin-Ic to eradicate AML blasts in vitro and in xenografts mice models. In summary, the current study revealed a novel role of SIRT3 SUMOylation in regulating chemoresistance in AML via HES1-dependent FAO, which may provide a rationale for SIRT3 SUMOylation-targeted intervention to improve the chemotherapies in AML.
2022-08-17 | GSE179617 | GEO