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GSE224548

GSE GEO
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A two-step in vivo CRISPR screen unveils pervasive RNA binding protein dependencies for leukemic stem cells and identifies ELAVL1 as a therapeutic target

Organism: Homo sapiens
Platform: GPL18460
Samples: 6
Experiment Types:
Expression profiling by high throughput sequencing
Submitted: Feb 05 2023
Last Updated: Mar 13 2023
Status: Public on Mar 13 2023
Contact: Kristin,,Hope (University of Toronto)

Relations

BioProject: https://www.ncbi.nlm.nih.gov/bioproject/PRJNA931736

Summary

Acute myeloid leukemia (AML) progression and relapse is fueled by self-renewing leukemic stem cells (LSCs) whose molecular determinants have been difficult to discern from normal hematopoietic stem cells (HSCs) or to uncover in screening approaches focused on general AML cell properties. We have identified a unique set of RNA binding proteins (RBPs) that are enriched in human AML LSCs but repressed in HSCs. Using an in vivo two step CRISPR-Cas9-mediated screening approach to specifically score for cancer stem cell functionality, we found 32 RBPs essential for LSC propagation and self- renewal in MLL-AF9 translocated AML. Using knockdown or small molecule approaches we show that targeting key hit RBP ELAVL1 impaired LSC-driven in vivo leukemic reconstitution and selectively depleted primitive AML cells vs. normal hematopoietic stem and progenitors. Importantly, knockdown of Elavl1 spared HSCs while significantly reducing LSC numbers across genetically diverse leukemias. Integrative RNA-seq and eCLIP-seq profiling revealed hematopoietic differentiation, RNA splicing and mitochondrial metabolism as key features defining the leukemic ELAVL1-mRNA interactome with the mitochondrial import protein TOMM34 being a direct ELAVL1-stabilized target whose inhibition impairs AML propagation.

Overall Design

Human primary AML cells (AML #4) were infected in triplicate with shScramble or shELAVL1 lentivirus (pLKO.1) at an MOI of 50. At 48h, 100k 7AAD-EGFP+ transduced cells were FACS-sorted per sample and RNA was extracted using TRIzolLS.

Analysis (3 steps)

View Data Processing
Processing steps for GSE224548
  1. Reads were quality checked using fastQC
  2. Sequencing reads were aligned to the hg38 reference genome using STAR (v2.7.2c)
  3. Gene-level quantification was performed using RSEM (v1.3.1)

Supplementary Files (1)

GSE224548_count_matrix.tsv.gz Download
GEO Samples (6)

Dataset Citations (1)

In Vivo Screening Unveils Pervasive RNA-Binding Protein Dependencies in Leukemic Stem Cells and Identifies ELAVL1 as a Therapeutic Target.
PMID 36763002 · 2023 · Blood cancer discovery
Ana Vujovic, Laura de Rooij, Ava Keyvani Chahi, He Tian Chen, Brian A Yee, Sampath K Loganathan, Lina Liu, Derek C H Chan, Amanda Tajik, Emily Tsao, Steven Moreira, Pratik Joshi, Joshua Xu, Nicholas Wong, Zaldy Balde, Soheil Jahangiri, Sasan Zandi, Stefan Aigner, John E Dick, Mark D Minden, Daniel Schramek, Gene W Yeo, Kristin J Hope

SRA Experiments (6) and Runs (12)

Total: 19497 MB
SRX19285428 SRP421045 RNA-Seq PAIRED
GSM7025813: AML4_shScr_1; Homo sapiens; RNA-Seq
Sample: SRS16686971
BioProject: PRJNA931736
BioSample: SAMN33097426
Platform: ILLUMINA
Instrument: Illumina HiSeq 1500
Organism: Homo sapiens
Sample attributes
source_name: Bone Marrow
tissue: Bone Marrow
cell type: Bulk AML cells
treatment: shScr
Original files (1)
Bone Marrow
Runs (2)
Run Spots Bases Size (MB) Files Link
SRR23343576 21175767 4277504934 2387.04 1-090191-shSCR-Rep1_S1_L001_R1_001.fastq.gz, 1-090191-shSCR-Rep1_S1_L… SRA
SRR23343577 20700004 4181400808 2370.87 1-090191-shSCR-Rep1_S1_L002_R1_001.fastq.gz, 1-090191-shSCR-Rep1_S1_L… SRA
SRX19285429 SRP421045 RNA-Seq PAIRED
GSM7025814: AML4_shScr_2; Homo sapiens; RNA-Seq
Sample: SRS16686969
BioProject: PRJNA931736
BioSample: SAMN33097425
Platform: ILLUMINA
Instrument: Illumina HiSeq 1500
Organism: Homo sapiens
Sample attributes
source_name: Bone Marrow
tissue: Bone Marrow
cell type: Bulk AML cells
treatment: shScr
Original files (1)
Bone Marrow
Runs (2)
Run Spots Bases Size (MB) Files Link
SRR23343574 15095699 3049331198 1684.09 2-090191-shSCR-Rep2_S2_L001_R1_001.fastq.gz, 2-090191-shSCR-Rep2_S2_L… SRA
SRR23343575 14749224 2979343248 1672.96 2-090191-shSCR-Rep2_S2_L002_R1_001.fastq.gz, 2-090191-shSCR-Rep2_S2_L… SRA
SRX19285430 SRP421045 RNA-Seq PAIRED
GSM7025815: AML4_shScr_3; Homo sapiens; RNA-Seq
Sample: SRS16686968
BioProject: PRJNA931736
BioSample: SAMN33097424
Platform: ILLUMINA
Instrument: Illumina HiSeq 1500
Organism: Homo sapiens
Sample attributes
source_name: Bone Marrow
tissue: Bone Marrow
cell type: Bulk AML cells
treatment: shScr
Original files (1)
Bone Marrow
Runs (2)
Run Spots Bases Size (MB) Files Link
SRR23343572 13656409 2758594618 1529.13 3-090191-shSCR-Rep3_S3_L001_R1_001.fastq.gz, 3-090191-shSCR-Rep3_S3_L… SRA
SRR23343573 13346824 2696058448 1518.96 3-090191-shSCR-Rep3_S3_L002_R1_001.fastq.gz, 3-090191-shSCR-Rep3_S3_L… SRA
SRX19285431 SRP421045 RNA-Seq PAIRED
GSM7025816: AML4_shELAV1-7_1; Homo sapiens; RNA-Seq
Sample: SRS16686970
BioProject: PRJNA931736
BioSample: SAMN33097423
Platform: ILLUMINA
Instrument: Illumina HiSeq 1500
Organism: Homo sapiens
Sample attributes
source_name: Bone Marrow
tissue: Bone Marrow
cell type: Bulk AML cells
treatment: shELAV1-7
Original files (1)
Bone Marrow
Runs (2)
Run Spots Bases Size (MB) Files Link
SRR23343570 13570159 2741172118 1531.78 4-090191-shELAVL1-7-Rep1_S4_L001_R1_001.fastq.gz, 4-090191-shELAVL1-7… SRA
SRR23343571 13253368 2677180336 1519.84 4-090191-shELAVL1-7-Rep1_S4_L002_R1_001.fastq.gz, 4-090191-shELAVL1-7… SRA
SRX19285432 SRP421045 RNA-Seq PAIRED
GSM7025817: AML4_shELAV1-7_2; Homo sapiens; RNA-Seq
Sample: SRS16686972
BioProject: PRJNA931736
BioSample: SAMN33097422
Platform: ILLUMINA
Instrument: Illumina HiSeq 1500
Organism: Homo sapiens
Sample attributes
source_name: Bone Marrow
tissue: Bone Marrow
cell type: Bulk AML cells
treatment: shELAV1-7
Original files (1)
Bone Marrow
Runs (2)
Run Spots Bases Size (MB) Files Link
SRR23343568 11088925 2239962850 1250.04 5-090191-shELAVL1-7-Rep2_S5_L001_R1_001.fastq.gz, 5-090191-shELAVL1-7… SRA
SRR23343569 10863400 2194406800 1244.21 5-090191-shELAVL1-7-Rep2_S5_L002_R1_001.fastq.gz, 5-090191-shELAVL1-7… SRA
SRX19285433 SRP421045 RNA-Seq PAIRED
GSM7025818: AML4_shELAV1-7_3; Homo sapiens; RNA-Seq
Sample: SRS16686973
BioProject: PRJNA931736
BioSample: SAMN33097421
Platform: ILLUMINA
Instrument: Illumina HiSeq 1500
Organism: Homo sapiens
Sample attributes
source_name: Bone Marrow
tissue: Bone Marrow
cell type: Bulk AML cells
treatment: shELAV1-7
Original files (1)
Bone Marrow
Runs (2)
Run Spots Bases Size (MB) Files Link
SRR23343566 12400890 2504979780 1398.81 6-090191-shELAVL1-7-Rep3_S6_L001_R1_001.fastq.gz, 6-090191-shELAVL1-7… SRA
SRR23343567 12127847 2449825094 1389.4 6-090191-shELAVL1-7-Rep3_S6_L002_R1_001.fastq.gz, 6-090191-shELAVL1-7… SRA

Linked Publications (2)

Data Files (12)

Accession File Name Stored Type Output Type Mapping Assembly Size Download
1-090191-shSCR-Rep1_S1_L001_R1_001.fastq.gz RNA-Seq 2.3 GB link
1-090191-shSCR-Rep1_S1_L002_R1_001.fastq.gz RNA-Seq 2.3 GB link
2-090191-shSCR-Rep2_S2_L001_R1_001.fastq.gz RNA-Seq 1.6 GB link
2-090191-shSCR-Rep2_S2_L002_R1_001.fastq.gz RNA-Seq 1.6 GB link
3-090191-shSCR-Rep3_S3_L001_R1_001.fastq.gz RNA-Seq 1.5 GB link
3-090191-shSCR-Rep3_S3_L002_R1_001.fastq.gz RNA-Seq 1.5 GB link
4-090191-shELAVL1-7-Rep1_S4_L001_R1_001.fastq.gz RNA-Seq 1.5 GB link
4-090191-shELAVL1-7-Rep1_S4_L002_R1_001.fastq.gz RNA-Seq 1.5 GB link
5-090191-shELAVL1-7-Rep2_S5_L001_R1_001.fastq.gz RNA-Seq 1.2 GB link
5-090191-shELAVL1-7-Rep2_S5_L002_R1_001.fastq.gz RNA-Seq 1.2 GB link
6-090191-shELAVL1-7-Rep3_S6_L001_R1_001.fastq.gz RNA-Seq 1.4 GB link
6-090191-shELAVL1-7-Rep3_S6_L002_R1_001.fastq.gz RNA-Seq 1.4 GB link