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GSE255844

GSE GEO
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Long-read Ribo-STAMP simultaneously measures transcription and translation at full length isoform resolution

Organism: Homo sapiens
Platform: GPL28352
Samples: 10
Experiment Types:
Expression profiling by high throughput sequencing
Submitted: Feb 15 2024
Last Updated: Jan 24 2025
Status: Public on May 20 2024
Contact: Brian,,Yee (UCSD)

Relations

BioProject: https://www.ncbi.nlm.nih.gov/bioproject/PRJNA1076859

Summary

Transcription and translation are intertwined processes where mRNA isoforms are crucial intermediaries. However, methodological limitations in analyzing translation at the mRNA isoform level have impaired our ability to comprehensively establish links between the full-length transcripts and the translatome. This has left gaps in our understanding of critical biological processes, regulatory mechanisms, and disease progression. To address this, we develop an integrated computational and experimental framework called long-read Ribo-STAMP (LR-Ribo-STAMP). LR-Ribo-STAMP capitalizes on advancements in long-read sequencing and RNA-base editing-mediated technologies to simultaneously and scalably profile translation and transcription at both gene and mRNA isoform levels for the first time. In this report, we show agreement between gene-level translation profiles obtained with LR-Ribo-STAMP and those from previously validated short-read Ribo-STAMP data in unperturbed cells. At the mRNA isoform level, we show that LR-Ribo-STAMP successfully profiles translation in unperturbed cells and links mRNA isoforms and regulatory features, such as upstream ORFs (uORFs) and regulatory sequences, to translation measurements. We further demonstrate the method’s effectiveness in profiling disease models by profiling translation at gene and isoform levels in a triple-negative breast cancer cell line under normoxia and hypoxia. Here, we find that LR-Ribo-STAMP effectively delineates orthogonal transcriptional and translation shifts between conditions at gene and isoform levels. At the isoform level, LR-Ribo-STAMP uniquely identifies key regulatory elements and shifts in mRNA isoform transcription that correlate with changes in translational, providing an example of insight that can inform the development of novel therapeutics. Overall, LR-Ribo-STAMP is a significant advancement in translation methods and can have profound implications for basic research and clinical applications.

Overall Design

Three replicates each of unperturbed HEK293T cells expressing dox-inducible APOBEC1-only or Ribo-STAMP expression vectors to benchmark long-read Ribo-STAMP and profile translation at gene and mRNA isoform level in unperturbed cell state context. Two replicates each of MDA-MB-231 (triple-negative breast cancer cell line) expressing the Ribo-STAMP expression vector with and without 48h cobalt (II) chrolide treatment to induce hypoxia to apply long-read Ribo-STAMP for profiling disease models.

Analysis (5 steps)

View Data Processing
Processing steps for GSE255844
  1. Sequencing data was processed using the Isoseq v4 pipeline with lima (parameter: --isoseq) to generate full-length non-concatemer reads and isoseq refine (parameter: --require-polya) to generate refined reads.
  2. HEK293T APOBEC1-only and Ribo-STAMP data were aligned to hg19 reference and MDA-MB-231 Ribo-STAMP data (NT and CoCl2) were aligned to hg38 reference using pbmm2 align (parameter: --preset ISOSEQ).
  3. QC was completed using NanoPlot (parameters: --raw and --tsv_stats).
  4. Reads were filtered for uniquely mapped reads and read counts obtained using IsoQuant (parameters: --data_type pacbio, --transcript_quantification unique_only, and --gene_quantification unique_only)
  5. Edits were identified and filtered using custom scripts.

Supplementary Files (1)

GSE255844_RAW.tar Download
GEO Samples (10)

Dataset Citations (1)

Long-read Ribo-STAMP simultaneously measures transcription and translation with isoform resolution.
PMID 38906680 · 2024 · Genome research
Pratibha Jagannatha, Alexandra T Tankka, Daniel A Lorenz, Tao Yu, Brian A Yee, Kristopher W Brannan, Cathy J Zhou, Jason G Underwood, Gene W Yeo

SRA Experiments (10) and Runs (10)

Total: 10662 MB
SRX23636244 SRP489890 RNA-Seq SINGLE
GSM8081586: APOBEC1-only HEK293T Replicate1; Homo sapiens; RNA-Seq
Sample: SRS20472580
BioProject: PRJNA1076859
BioSample: SAMN39954729
Platform: PACBIO_SMRT
Instrument: Sequel II
Organism: Homo sapiens
Sample attributes
source_name: HEK293T
cell line: HEK293T
treatment: 72h dox
geo_loc_name: missing
collection_date: missing
Original files (1)
HEK293T
Runs (1)
Run Spots Bases Size (MB) Files Link
SRR27982885 361408 1040914553 493.87 APOBEC1_only_HEK293T_rep1_ccs.bam, SRR27982885 SRA
SRX23636245 SRP489890 RNA-Seq SINGLE
GSM8081587: APOBEC1-only HEK293T Replicate 2; Homo sapiens; RNA-Seq
Sample: SRS20472582
BioProject: PRJNA1076859
BioSample: SAMN39954728
Platform: PACBIO_SMRT
Instrument: Sequel II
Organism: Homo sapiens
Sample attributes
source_name: HEK293T
cell line: HEK293T
treatment: 72h dox
geo_loc_name: missing
collection_date: missing
Original files (1)
HEK293T
Runs (1)
Run Spots Bases Size (MB) Files Link
SRR27982884 331260 989804734 474.44 APOBEC1_only_HEK293T_rep2_ccs.bam, SRR27982884 SRA
SRX23636246 SRP489890 RNA-Seq SINGLE
GSM8081588: APOBEC1-only HEK293T Replicate 3; Homo sapiens; RNA-Seq
Sample: SRS20472178
BioProject: PRJNA1076859
BioSample: SAMN39954727
Platform: PACBIO_SMRT
Instrument: Sequel II
Organism: Homo sapiens
Sample attributes
source_name: HEK293T
cell line: HEK293T
treatment: 72h dox
geo_loc_name: missing
collection_date: missing
Original files (1)
HEK293T
Runs (1)
Run Spots Bases Size (MB) Files Link
SRR27982883 290951 769585772 361.64 APOBEC1_only_HEK293T_rep3_ccs.bam, SRR27982883 SRA
SRX23636247 SRP489890 RNA-Seq SINGLE
GSM8081589: Ribo-STAMP HEK293T Replicate 1; Homo sapiens; RNA-Seq
Sample: SRS20472177
BioProject: PRJNA1076859
BioSample: SAMN39954726
Platform: PACBIO_SMRT
Instrument: Sequel II
Organism: Homo sapiens
Sample attributes
source_name: HEK293T
cell line: HEK293T
treatment: 72h dox
geo_loc_name: missing
collection_date: missing
Original files (1)
HEK293T
Runs (1)
Run Spots Bases Size (MB) Files Link
SRR27982882 428158 1539060761 763.17 Ribo_STAMP_HEK293T_rep1_ccs.bam, SRR27982882 SRA
SRX23636248 SRP489890 RNA-Seq SINGLE
GSM8081590: Ribo-STAMP HEK293T Replicate 2; Homo sapiens; RNA-Seq
Sample: SRS20472179
BioProject: PRJNA1076859
BioSample: SAMN39954725
Platform: PACBIO_SMRT
Instrument: Sequel II
Organism: Homo sapiens
Sample attributes
source_name: HEK293T
cell line: HEK293T
treatment: 72h dox
geo_loc_name: missing
collection_date: missing
Original files (1)
HEK293T
Runs (1)
Run Spots Bases Size (MB) Files Link
SRR27982881 325285 1034699324 498.86 Ribo_STAMP_HEK293T_rep2_ccs.bam, SRR27982881 SRA
SRX23636249 SRP489890 RNA-Seq SINGLE
GSM8081591: Ribo-STAMP HEK293T Replicate 3; Homo sapiens; RNA-Seq
Sample: SRS20472581
BioProject: PRJNA1076859
BioSample: SAMN39954724
Platform: PACBIO_SMRT
Instrument: Sequel II
Organism: Homo sapiens
Sample attributes
source_name: HEK293T
cell line: HEK293T
treatment: 72h dox
geo_loc_name: missing
collection_date: missing
Original files (1)
HEK293T
Runs (1)
Run Spots Bases Size (MB) Files Link
SRR27982880 355821 1011572586 476.99 Ribo_STAMP_HEK293T_rep3_ccs.bam, SRR27982880 SRA
SRX23636250 SRP489890 RNA-Seq SINGLE
GSM8081592: Ribo-STAMP MDA-MB-231 NT Replicate 1; Homo sapiens; RNA-Seq
Sample: SRS20472657
BioProject: PRJNA1076859
BioSample: SAMN39954723
Platform: PACBIO_SMRT
Instrument: Sequel II
Organism: Homo sapiens
Sample attributes
source_name: MDA-MB-231
cell line: MDA-MB-231
treatment: 48h dox
geo_loc_name: missing
collection_date: missing
Original files (1)
MDA-MB-231
Runs (1)
Run Spots Bases Size (MB) Files Link
SRR27982879 2174488 4607208007 2206.9 Ribo_STAMP_MDA_MB_231_NT_rep1_ccs.bam, SRR27982879 SRA
SRX23636251 SRP489890 RNA-Seq SINGLE
GSM8081593: Ribo-STAMP MDA-MB-231 NT Replicate 2; Homo sapiens; RNA-Seq
Sample: SRS20472346
BioProject: PRJNA1076859
BioSample: SAMN39954722
Platform: PACBIO_SMRT
Instrument: Sequel II
Organism: Homo sapiens
Sample attributes
source_name: MDA-MB-231
cell line: MDA-MB-231
treatment: 48h dox
geo_loc_name: missing
collection_date: missing
Original files (1)
MDA-MB-231
Runs (1)
Run Spots Bases Size (MB) Files Link
SRR27982878 2180367 4180930842 1963.38 Ribo_STAMP_MDA_MB_231_NT_rep2_ccs.bam, SRR27982878 SRA
SRX23636252 SRP489890 RNA-Seq SINGLE
GSM8081594: Ribo-STAMP MDA-MB-231 48h CoCl2 Replicate 1; Homo sapiens; RNA-Seq
Sample: SRS20472176
BioProject: PRJNA1076859
BioSample: SAMN39954721
Platform: PACBIO_SMRT
Instrument: Sequel II
Organism: Homo sapiens
Sample attributes
source_name: MDA-MB-231
cell line: MDA-MB-231
treatment: 48h dox, 48h CoCl2
geo_loc_name: missing
collection_date: missing
Original files (1)
MDA-MB-231
Runs (1)
Run Spots Bases Size (MB) Files Link
SRR27982877 2211003 3779427795 1752.82 Ribo_STAMP_MDA_MB_231_CoCl2_rep1_ccs.bam, SRR27982877 SRA
SRX23636253 SRP489890 RNA-Seq SINGLE
GSM8081595: Ribo-STAMP MDA-MB-231 48h CoCl2 Replicate 2; Homo sapiens; RNA-Seq
Sample: SRS20472180
BioProject: PRJNA1076859
BioSample: SAMN39954720
Platform: PACBIO_SMRT
Instrument: Sequel II
Organism: Homo sapiens
Sample attributes
source_name: MDA-MB-231
cell line: MDA-MB-231
treatment: 48h dox, 48h CoCl2
geo_loc_name: missing
collection_date: missing
Original files (1)
MDA-MB-231
Runs (1)
Run Spots Bases Size (MB) Files Link
SRR27982876 2075306 3594317050 1669.91 Ribo_STAMP_MDA_MB_231_CoCl2_rep2_ccs.bam, SRR27982876 SRA

Linked Publications (2)

Data Files (12)

Accession File Name Stored Type Output Type Mapping Assembly Size Download
APOBEC1_only_HEK293T_rep1_ccs.bam RNA-Seq 493.9 MB link
APOBEC1_only_HEK293T_rep2_ccs.bam RNA-Seq 474.4 MB link
APOBEC1_only_HEK293T_rep3_ccs.bam RNA-Seq 361.6 MB link
Ribo_STAMP_HEK293T_rep1_ccs.bam RNA-Seq 763.2 MB link
Ribo_STAMP_HEK293T_rep2_ccs.bam RNA-Seq 498.9 MB link
Ribo_STAMP_HEK293T_rep3_ccs.bam RNA-Seq 477.0 MB link
Ribo_STAMP_MDA_MB_231_CoCl2_rep1_ccs.bam RNA-Seq 1.7 GB link
Ribo_STAMP_MDA_MB_231_CoCl2_rep2_ccs.bam RNA-Seq 1.6 GB link
Ribo_STAMP_MDA_MB_231_NT_rep1_ccs.bam RNA-Seq 2.2 GB link
Ribo_STAMP_MDA_MB_231_NT_rep2_ccs.bam RNA-Seq 1.9 GB link
SRR27982883 RNA-Seq 361.6 MB link
SRR27982884 RNA-Seq 474.4 MB link