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GSE145968

GSE GEO
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CRISPR/Cas9 screening of RNA binding proteins (RBPs) that regulate RUNX1 isoform production

Organism: Homo sapiens
Platform: GPL20301
Samples: 11
Experiment Types:
Expression profiling by high throughput sequencing
Submitted: Feb 26 2020
Last Updated: Mar 16 2021
Status: Public on Mar 16 2021
Contact: Dong-Er,,Zhang (UC San Diego Moores Cancer Center)

Relations

BioProject: https://www.ncbi.nlm.nih.gov/bioproject/PRJNA608901 SRA: https://www.ncbi.nlm.nih.gov/sra?term=SRP250812

Summary

The proper balance of hematopoietic stem cell (HSC) self-renewal and differentiation is critical for normal hematopoiesis and disrupted in hematologic malignancy. Among regulators of HSC fate, transcription factors have a well-defined, central role and mutations promote malignant transformation. More recently, studies have illuminated the importance of post-transcriptional regulation by RNA-binding proteins (RBPs) in hematopoiesis and leukemia development. However, the RBPs involved and breadth of regulation are only beginning to be elucidated. Furthermore, the intersection between post-transcriptional regulation and hematopoietic transcription factor function is poorly understood. Here, we studied the post-transcriptional regulation of RUNX1, a key hematopoietic transcription factor. Alternative polyadenylation (APA) of RUNX1 produces functionally antagonistic protein isoforms (RUNX1a versus RUNX1b/c) that mediate HSC self-renewal versus differentiation, an RNA-processing event that is dysregulated in malignancy. Consequently, RBPs that regulate this event directly contribute to healthy and aberrant hematopoiesis. We modeled RUNX1 APA using a split GFP minigene reporter and confirmed the sensitivity of our model to detecting changes in RNA-processing. We utilized this reporter in a CRISPR screen consisting of single guide-RNAs exclusively targeting RBPs and uncovered HNRNPA1 and KHDRBS1 as antagonistic regulators of RUNX1a isoform generation. Overall, our study provides mechanistic insight into the post-transcriptional regulation of a key hematopoietic transcription factor and identifies RBPs which may have a widespread, important function in hematopoiesis.

Overall Design

CRISPR screen of enriched sgRNAs targeting RBPs in GFP high and low cell populations compared to the bulk cell population at day 21, by sequencing of gDNA in biological duplicates. Day 0 gDNA sequencing in biological duplicates was also compared to day 21. Also included are 3'RNA sequencing data from three biological replicates of healthy, human common myeloid progenitors (CMPs) isolated from leukapheresis products. Bigwig files were generated to visualize poly(A) site usage of the RUNX1 gene.

Analysis (6 steps)

View Data Processing
Processing steps for GSE145968
  1. Library strategy: Amplicon-seq
  2. CRISPR screening data were aligned and processed using the published MAGeCK-VISPR pipeline (Li et al.
  3. Genome Biology 2015).
  4. For 3'READS data, reads were trimmed using Cutadapt then aligned to hg19 using bowtie2.
  5. Following alignment, bigwig files were generated to visualize the peaks surrounding the gene-of-interest in the study.
  6. Reads from the four peaks in this single gene were quantified using multiBigwigSummary from DeepTools2.0

Supplementary Files (4)

GSE145968_MD7a-MLE.gene_summary.txt.gz Download
GSE145968_RAW.tar Download
GSE145968_all.count.txt.gz Download
GSE145968_all.countsummary.txt.gz Download
GEO Samples (11)

Dataset Citations (1)

A CRISPR RNA-binding protein screen reveals regulators of RUNX1 isoform generation.
PMID 33656539 · 2021 · Blood advances
Amanda G Davis, Jaclyn M Einstein, Dinghai Zheng, Nathan D Jayne, Xiang-Dong Fu, Bin Tian, Gene W Yeo, Dong-Er Zhang

SRA Experiments (11) and Runs (11)

Total: 4338 MB
SRX7806015 SRP250812 OTHER SINGLE
GSM4340380: GFP_High_rep1_CRISPR_RBP; Homo sapiens; OTHER
Sample: SRS6219180
BioProject: PRJNA608901
BioSample: SAMN14212589
Platform: ILLUMINA
Instrument: Illumina HiSeq 4000
Organism: Homo sapiens
Sample attributes
source_name: Amplicon-sequencing
cell type: MDS-L Leukemia Cell Line
timepoint: Day 21
cell culture conditions: RPMI + 10percentFBS + 10 ng/mL hIL-3
Original files (1)
Amplicon-sequencing
Runs (1)
Run Spots Bases Size (MB) Files Link
SRR11185549 7907021 395351050 158.45 MD7a__1_GFP_High_S3_L007_R1_001.fastq.gz, SRR11185549, SRR11185549.li… SRA
SRX7806016 SRP250812 OTHER SINGLE
GSM4340381: GFP_High_rep2_CRISPR_RBP; Homo sapiens; OTHER
Sample: SRS6219181
BioProject: PRJNA608901
BioSample: SAMN14212588
Platform: ILLUMINA
Instrument: Illumina HiSeq 4000
Organism: Homo sapiens
Sample attributes
source_name: Amplicon-sequencing
cell type: MDS-L Leukemia Cell Line
timepoint: Day 21
cell culture conditions: RPMI + 10percentFBS + 10 ng/mL hIL-3
Original files (1)
Amplicon-sequencing
Runs (1)
Run Spots Bases Size (MB) Files Link
SRR11185550 7082311 354115550 141.55 MD7a__2_GFP_High_S7_L007_R1_001.fastq.gz, SRR11185550, SRR11185550.li… SRA
SRX7806017 SRP250812 OTHER SINGLE
GSM4340382: GFP_Low_rep1_CRISPR_RBP; Homo sapiens; OTHER
Sample: SRS6219182
BioProject: PRJNA608901
BioSample: SAMN14212587
Platform: ILLUMINA
Instrument: Illumina HiSeq 4000
Organism: Homo sapiens
Sample attributes
source_name: Amplicon-sequencing
cell type: MDS-L Leukemia Cell Line
timepoint: Day 21
cell culture conditions: RPMI + 10percentFBS + 10 ng/mL hIL-3
Original files (1)
Amplicon-sequencing
Runs (1)
Run Spots Bases Size (MB) Files Link
SRR11185551 6596562 329828100 134.48 MD7a__1_GFP_Low_S4_L007_R1_001.fastq.gz, SRR11185551, SRR11185551.lite SRA
SRX7806018 SRP250812 OTHER SINGLE
GSM4340383: GFP_Low_rep2_CRISPR_RBP; Homo sapiens; OTHER
Sample: SRS6219183
BioProject: PRJNA608901
BioSample: SAMN14212586
Platform: ILLUMINA
Instrument: Illumina HiSeq 4000
Organism: Homo sapiens
Sample attributes
source_name: Amplicon-sequencing
cell type: MDS-L Leukemia Cell Line
timepoint: Day 21
cell culture conditions: RPMI + 10percentFBS + 10 ng/mL hIL-3
Original files (1)
Amplicon-sequencing
Runs (1)
Run Spots Bases Size (MB) Files Link
SRR11185552 7111484 355574200 142.04 MD7a__2_GFP_Low_S8_L007_R1_001.fastq.gz, SRR11185552, SRR11185552.lite SRA
SRX7806019 SRP250812 OTHER SINGLE
GSM4340384: T21_rep1_CRISPR_RBP; Homo sapiens; OTHER
Sample: SRS6219184
BioProject: PRJNA608901
BioSample: SAMN14212585
Platform: ILLUMINA
Instrument: Illumina HiSeq 4000
Organism: Homo sapiens
Sample attributes
source_name: Amplicon-sequencing
cell type: MDS-L Leukemia Cell Line
timepoint: Day 21
cell culture conditions: RPMI + 10percentFBS + 10 ng/mL hIL-3
Original files (1)
Amplicon-sequencing
Runs (1)
Run Spots Bases Size (MB) Files Link
SRR11185553 15159979 757998950 329.58 MD7a__1_t_end_S2_L007_R1_001.fastq.gz, SRR11185553, SRR11185553.lite SRA
SRX7806020 SRP250812 OTHER SINGLE
GSM4340385: T21_rep2_CRISPR_RBP; Homo sapiens; OTHER
Sample: SRS6219185
BioProject: PRJNA608901
BioSample: SAMN14212584
Platform: ILLUMINA
Instrument: Illumina HiSeq 4000
Organism: Homo sapiens
Sample attributes
source_name: Amplicon-sequencing
cell type: MDS-L Leukemia Cell Line
timepoint: Day 21
cell culture conditions: RPMI + 10percentFBS + 10 ng/mL hIL-3
Original files (1)
Amplicon-sequencing
Runs (1)
Run Spots Bases Size (MB) Files Link
SRR11185554 14958434 747921700 297.06 MD7a__2_t_end_S6_L007_R1_001.fastq.gz, SRR11185554, SRR11185554.lite SRA
SRX7806021 SRP250812 OTHER SINGLE
GSM4340386: T0_rep1_CRISPR_RBP; Homo sapiens; OTHER
Sample: SRS6219186
BioProject: PRJNA608901
BioSample: SAMN14212604
Platform: ILLUMINA
Instrument: Illumina HiSeq 4000
Organism: Homo sapiens
Sample attributes
source_name: Amplicon-sequencing
cell type: MDS-L Leukemia Cell Line
timepoint: Day 0
cell culture conditions: RPMI + 10percentFBS + 10 ng/mL hIL-3
Original files (1)
Amplicon-sequencing
Runs (1)
Run Spots Bases Size (MB) Files Link
SRR11185555 15507600 775380000 312.03 MD7a__1_t_0_S1_L007_R1_001.fastq.gz, SRR11185555, SRR11185555.lite SRA
SRX7806022 SRP250812 OTHER SINGLE
GSM4340387: T0_rep2_CRISPR_RBP; Homo sapiens; OTHER
Sample: SRS6219187
BioProject: PRJNA608901
BioSample: SAMN14212603
Platform: ILLUMINA
Instrument: Illumina HiSeq 4000
Organism: Homo sapiens
Sample attributes
source_name: Amplicon-sequencing
cell type: MDS-L Leukemia Cell Line
timepoint: Day 0
cell culture conditions: RPMI + 10percentFBS + 10 ng/mL hIL-3
Original files (1)
Amplicon-sequencing
Runs (1)
Run Spots Bases Size (MB) Files Link
SRR11185556 13977943 698897150 280.35 MD7a__2_t_0_S5_L007_R1_001.fastq.gz, SRR11185556, SRR11185556.lite SRA
SRX7806023 SRP250812 RNA-Seq SINGLE
GSM4340388: CMP_rep1_3'READS; Homo sapiens; RNA-Seq
Sample: SRS6219188
BioProject: PRJNA608901
BioSample: SAMN14212602
Platform: ILLUMINA
Instrument: Illumina HiSeq 4000
Organism: Homo sapiens
Sample attributes
source_name: 3'READS
cell type: Healthy, primary common myeloid progenitors (CD34+/CD38+/CD123+/CD45RA-)
timepoint: N/A
cell culture conditions: N/A
Original files (1)
3'READS
Runs (1)
Run Spots Bases Size (MB) Files Link
SRR11185557 47645926 2382296300 1001.75 CMP_Batch_2_S3_L008_R1_001.fastq.gz, SRR11185557, SRR11185557.lite SRA
SRX7806024 SRP250812 RNA-Seq SINGLE
GSM4340389: CMP_rep2_3'READS; Homo sapiens; RNA-Seq
Sample: SRS6219189
BioProject: PRJNA608901
BioSample: SAMN14212601
Platform: ILLUMINA
Instrument: Illumina HiSeq 4000
Organism: Homo sapiens
Sample attributes
source_name: 3'READS
cell type: Healthy, primary common myeloid progenitors (CD34+/CD38+/CD123+/CD45RA-)
timepoint: N/A
cell culture conditions: N/A
Original files (1)
3'READS
Runs (1)
Run Spots Bases Size (MB) Files Link
SRR11185558 39457775 1972888750 825.56 CMP_Batch_4_S4_L008_R1_001.fastq.gz, SRR11185558, SRR11185558.lite SRA
SRX7806025 SRP250812 RNA-Seq SINGLE
GSM4340390: CMP_rep3_3'READS; Homo sapiens; RNA-Seq
Sample: SRS6219190
BioProject: PRJNA608901
BioSample: SAMN14212600
Platform: ILLUMINA
Instrument: Illumina HiSeq 4000
Organism: Homo sapiens
Sample attributes
source_name: 3'READS
cell type: Healthy, primary common myeloid progenitors (CD34+/CD38+/CD123+/CD45RA-)
timepoint: N/A
cell culture conditions: N/A
Original files (1)
3'READS
Runs (1)
Run Spots Bases Size (MB) Files Link
SRR11185559 33892599 1694629950 715.38 CMP_Batch_5_S5_L008_R1_001.fastq.gz, SRR11185559, SRR11185559.lite SRA

Linked Publications (1)

Data Files (11)

Accession File Name Stored Type Output Type Mapping Assembly Size Download
MD7a__1_GFP_High_S3_L007_R1_001.fastq.gz OTHER 158.4 MB link
MD7a__1_GFP_Low_S4_L007_R1_001.fastq.gz OTHER 134.5 MB link
MD7a__1_t_0_S1_L007_R1_001.fastq.gz OTHER 312.0 MB link
MD7a__1_t_end_S2_L007_R1_001.fastq.gz OTHER 329.6 MB link
MD7a__2_GFP_High_S7_L007_R1_001.fastq.gz OTHER 141.5 MB link
MD7a__2_GFP_Low_S8_L007_R1_001.fastq.gz OTHER 142.0 MB link
MD7a__2_t_0_S5_L007_R1_001.fastq.gz OTHER 280.3 MB link
MD7a__2_t_end_S6_L007_R1_001.fastq.gz OTHER 297.1 MB link
CMP_Batch_2_S3_L008_R1_001.fastq.gz RNA-Seq 1001.8 MB link
CMP_Batch_4_S4_L008_R1_001.fastq.gz RNA-Seq 825.6 MB link
CMP_Batch_5_S5_L008_R1_001.fastq.gz RNA-Seq 715.4 MB link