{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "[](https://colab.research.google.com/github/saketkc/pysradb/blob/develop/notebooks/03.ParallelDownload.ipynb)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Parallel Download\n", "\n", "This notebook demonstrates how to download multiple SRA datasets in parallel using joblib." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# Install pysradb if not already installed\n", "try:\n", " import pysradb\n", "\n", " print(f\"pysradb {pysradb.__version__} is already installed\")\n", "except ImportError:\n", " print(\"Installing pysradb from GitHub...\")\n", " import sys\n", "\n", " !{sys.executable} -m pip install -q git+https://github.com/saketkc/pysradb\n", " print(\"pysradb installed successfully!\")" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 664 }, "colab_type": "code", "id": "kdFGQ6S9OEeP", "outputId": "7b4ba253-c30a-43ce-b96a-6ff22b887f5a" }, "outputs": [], "source": [ "# pip install git+https://github.com/saketkc/pysradb" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 34 }, "colab_type": "code", "id": "fGSXNG8LOLDI", "outputId": "4d53c90e-589f-43af-a1ad-e6d6cea9d9c7" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Requirement already satisfied: joblib in /home/saket/miniforge3/lib/python3.12/site-packages (1.5.2)\n", "Note: you may need to restart the kernel to use updated packages.\n" ] } ], "source": [ "pip install joblib" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "colab": {}, "colab_type": "code", "id": "CiEBTC4IO-pn" }, "outputs": [], "source": [ "from joblib import Parallel, delayed" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "colab": {}, "colab_type": "code", "id": "6vD2huxFOMZ_" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/saket/miniforge3/lib/python3.12/site-packages/pysradb/utils.py:14: TqdmExperimentalWarning: Using `tqdm.autonotebook.tqdm` in notebook mode. Use `tqdm.tqdm` instead to force console mode (e.g. in jupyter console)\n", " from tqdm.autonotebook import tqdm\n" ] } ], "source": [ "from pysradb.sraweb import SRAweb\n", "\n", "db = SRAweb()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "colab_type": "code", "id": "7jm1NDReOSgP", "outputId": "05ec84ac-f723-4235-a32b-5eaec0ed8462" }, "outputs": [ { "data": { "text/html": [ "
| \n", " | run_accession | \n", "study_accession | \n", "study_title | \n", "experiment_accession | \n", "experiment_title | \n", "experiment_desc | \n", "organism_taxid | \n", "organism_name | \n", "library_name | \n", "library_strategy | \n", "... | \n", "source_name | \n", "cell line | \n", "treatment time | \n", "library type | \n", "ena_fastq_http | \n", "ena_fastq_http_1 | \n", "ena_fastq_http_2 | \n", "ena_fastq_ftp | \n", "ena_fastq_ftp_1 | \n", "ena_fastq_ftp_2 | \n", "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", "SRR5227288 | \n", "SRP098789 | \n", "Selective stalling of human translation throug... | \n", "SRX2536403 | \n", "GSM2475997: 1.5 µM PF-067446846, 10 min, rep 1... | \n", "GSM2475997: 1.5 µM PF-067446846, 10 min, rep 1... | \n", "9606 | \n", "Homo sapiens | \n", "<NA> | \n", "OTHER | \n", "... | \n", "Huh7_1.5 µM PF-067446846_10 min_ribo-seq | \n", "Huh7 | \n", "10 min | \n", "ribo-seq | \n", "http://ftp.sra.ebi.ac.uk/vol1/fastq/SRR522/008... | \n", "<NA> | \n", "<NA> | \n", "era-fasp@fasp.sra.ebi.ac.uk:vol1/fastq/SRR522/... | \n", "<NA> | \n", "<NA> | \n", "
| 1 | \n", "SRR5227289 | \n", "SRP098789 | \n", "Selective stalling of human translation throug... | \n", "SRX2536404 | \n", "GSM2475998: 1.5 µM PF-067446846, 10 min, rep 2... | \n", "GSM2475998: 1.5 µM PF-067446846, 10 min, rep 2... | \n", "9606 | \n", "Homo sapiens | \n", "<NA> | \n", "OTHER | \n", "... | \n", "Huh7_1.5 µM PF-067446846_10 min_ribo-seq | \n", "Huh7 | \n", "10 min | \n", "ribo-seq | \n", "http://ftp.sra.ebi.ac.uk/vol1/fastq/SRR522/009... | \n", "<NA> | \n", "<NA> | \n", "era-fasp@fasp.sra.ebi.ac.uk:vol1/fastq/SRR522/... | \n", "<NA> | \n", "<NA> | \n", "
| 2 | \n", "SRR5227290 | \n", "SRP098789 | \n", "Selective stalling of human translation throug... | \n", "SRX2536405 | \n", "GSM2475999: 1.5 µM PF-067446846, 10 min, rep 3... | \n", "GSM2475999: 1.5 µM PF-067446846, 10 min, rep 3... | \n", "9606 | \n", "Homo sapiens | \n", "<NA> | \n", "OTHER | \n", "... | \n", "Huh7_1.5 µM PF-067446846_10 min_ribo-seq | \n", "Huh7 | \n", "10 min | \n", "ribo-seq | \n", "http://ftp.sra.ebi.ac.uk/vol1/fastq/SRR522/000... | \n", "<NA> | \n", "<NA> | \n", "era-fasp@fasp.sra.ebi.ac.uk:vol1/fastq/SRR522/... | \n", "<NA> | \n", "<NA> | \n", "
| 3 | \n", "SRR5227291 | \n", "SRP098789 | \n", "Selective stalling of human translation throug... | \n", "SRX2536406 | \n", "GSM2476000: 0.3 µM PF-067446846, 10 min, rep 1... | \n", "GSM2476000: 0.3 µM PF-067446846, 10 min, rep 1... | \n", "9606 | \n", "Homo sapiens | \n", "<NA> | \n", "OTHER | \n", "... | \n", "Huh7_0.3 µM PF-067446846_10 min_ribo-seq | \n", "Huh7 | \n", "10 min | \n", "ribo-seq | \n", "http://ftp.sra.ebi.ac.uk/vol1/fastq/SRR522/001... | \n", "<NA> | \n", "<NA> | \n", "era-fasp@fasp.sra.ebi.ac.uk:vol1/fastq/SRR522/... | \n", "<NA> | \n", "<NA> | \n", "
| 4 | \n", "SRR5227292 | \n", "SRP098789 | \n", "Selective stalling of human translation throug... | \n", "SRX2536407 | \n", "GSM2476001: 0.3 µM PF-067446846, 10 min, rep 2... | \n", "GSM2476001: 0.3 µM PF-067446846, 10 min, rep 2... | \n", "9606 | \n", "Homo sapiens | \n", "<NA> | \n", "OTHER | \n", "... | \n", "Huh7_0.3 µM PF-067446846_10 min_ribo-seq | \n", "Huh7 | \n", "10 min | \n", "ribo-seq | \n", "http://ftp.sra.ebi.ac.uk/vol1/fastq/SRR522/002... | \n", "<NA> | \n", "<NA> | \n", "era-fasp@fasp.sra.ebi.ac.uk:vol1/fastq/SRR522/... | \n", "<NA> | \n", "<NA> | \n", "
| 5 | \n", "SRR5227293 | \n", "SRP098789 | \n", "Selective stalling of human translation throug... | \n", "SRX2536408 | \n", "GSM2476002: 0.3 µM PF-067446846, 10 min, rep 3... | \n", "GSM2476002: 0.3 µM PF-067446846, 10 min, rep 3... | \n", "9606 | \n", "Homo sapiens | \n", "<NA> | \n", "OTHER | \n", "... | \n", "Huh7_0.3 µM PF-067446846_10 min_ribo-seq | \n", "Huh7 | \n", "10 min | \n", "ribo-seq | \n", "http://ftp.sra.ebi.ac.uk/vol1/fastq/SRR522/003... | \n", "<NA> | \n", "<NA> | \n", "era-fasp@fasp.sra.ebi.ac.uk:vol1/fastq/SRR522/... | \n", "<NA> | \n", "<NA> | \n", "
| 6 | \n", "SRR5227294 | \n", "SRP098789 | \n", "Selective stalling of human translation throug... | \n", "SRX2536409 | \n", "GSM2476003: vehicle, 10 min rep 1; Homo sapien... | \n", "GSM2476003: vehicle, 10 min rep 1; Homo sapien... | \n", "9606 | \n", "Homo sapiens | \n", "<NA> | \n", "OTHER | \n", "... | \n", "Huh7_vehicle_10 min_ribo-seq | \n", "Huh7 | \n", "10 min | \n", "ribo-seq | \n", "http://ftp.sra.ebi.ac.uk/vol1/fastq/SRR522/004... | \n", "<NA> | \n", "<NA> | \n", "era-fasp@fasp.sra.ebi.ac.uk:vol1/fastq/SRR522/... | \n", "<NA> | \n", "<NA> | \n", "
| 7 | \n", "SRR5227295 | \n", "SRP098789 | \n", "Selective stalling of human translation throug... | \n", "SRX2536410 | \n", "GSM2476004: vehicle, 10 min rep 2; Homo sapien... | \n", "GSM2476004: vehicle, 10 min rep 2; Homo sapien... | \n", "9606 | \n", "Homo sapiens | \n", "<NA> | \n", "OTHER | \n", "... | \n", "Huh7_vehicle_10 min_ribo-seq | \n", "Huh7 | \n", "10 min | \n", "ribo-seq | \n", "http://ftp.sra.ebi.ac.uk/vol1/fastq/SRR522/005... | \n", "<NA> | \n", "<NA> | \n", "era-fasp@fasp.sra.ebi.ac.uk:vol1/fastq/SRR522/... | \n", "<NA> | \n", "<NA> | \n", "
| 8 | \n", "SRR5227296 | \n", "SRP098789 | \n", "Selective stalling of human translation throug... | \n", "SRX2536411 | \n", "GSM2476005: vehicle, 10 min rep 3; Homo sapien... | \n", "GSM2476005: vehicle, 10 min rep 3; Homo sapien... | \n", "9606 | \n", "Homo sapiens | \n", "<NA> | \n", "OTHER | \n", "... | \n", "Huh7_vehicle_10 min_ribo-seq | \n", "Huh7 | \n", "10 min | \n", "ribo-seq | \n", "http://ftp.sra.ebi.ac.uk/vol1/fastq/SRR522/006... | \n", "<NA> | \n", "<NA> | \n", "era-fasp@fasp.sra.ebi.ac.uk:vol1/fastq/SRR522/... | \n", "<NA> | \n", "<NA> | \n", "
| 9 | \n", "SRR5227297 | \n", "SRP098789 | \n", "Selective stalling of human translation throug... | \n", "SRX2536412 | \n", "GSM2476006: 1.5 µM PF-067446846, 60 min, rep 1... | \n", "GSM2476006: 1.5 µM PF-067446846, 60 min, rep 1... | \n", "9606 | \n", "Homo sapiens | \n", "<NA> | \n", "OTHER | \n", "... | \n", "Huh7_1.5 µM PF-067446846_60 min_ribo-seq | \n", "Huh7 | \n", "60 min | \n", "ribo-seq | \n", "http://ftp.sra.ebi.ac.uk/vol1/fastq/SRR522/007... | \n", "<NA> | \n", "<NA> | \n", "era-fasp@fasp.sra.ebi.ac.uk:vol1/fastq/SRR522/... | \n", "<NA> | \n", "<NA> | \n", "
| 10 | \n", "SRR5227298 | \n", "SRP098789 | \n", "Selective stalling of human translation throug... | \n", "SRX2536413 | \n", "GSM2476007: 1.5 µM PF-067446846, 60 min, rep 2... | \n", "GSM2476007: 1.5 µM PF-067446846, 60 min, rep 2... | \n", "9606 | \n", "Homo sapiens | \n", "<NA> | \n", "OTHER | \n", "... | \n", "Huh7_1.5 µM PF-067446846_60 min_ribo-seq | \n", "Huh7 | \n", "60 min | \n", "ribo-seq | \n", "http://ftp.sra.ebi.ac.uk/vol1/fastq/SRR522/008... | \n", "<NA> | \n", "<NA> | \n", "era-fasp@fasp.sra.ebi.ac.uk:vol1/fastq/SRR522/... | \n", "<NA> | \n", "<NA> | \n", "
| 11 | \n", "SRR5227299 | \n", "SRP098789 | \n", "Selective stalling of human translation throug... | \n", "SRX2536414 | \n", "GSM2476008: 1.5 µM PF-067446846, 60 min, rep 3... | \n", "GSM2476008: 1.5 µM PF-067446846, 60 min, rep 3... | \n", "9606 | \n", "Homo sapiens | \n", "<NA> | \n", "OTHER | \n", "... | \n", "Huh7_1.5 µM PF-067446846_60 min_ribo-seq | \n", "Huh7 | \n", "60 min | \n", "ribo-seq | \n", "http://ftp.sra.ebi.ac.uk/vol1/fastq/SRR522/009... | \n", "<NA> | \n", "<NA> | \n", "era-fasp@fasp.sra.ebi.ac.uk:vol1/fastq/SRR522/... | \n", "<NA> | \n", "<NA> | \n", "
| 12 | \n", "SRR5227300 | \n", "SRP098789 | \n", "Selective stalling of human translation throug... | \n", "SRX2536415 | \n", "GSM2476009: 0.3 µM PF-067446846, 60 min, rep 1... | \n", "GSM2476009: 0.3 µM PF-067446846, 60 min, rep 1... | \n", "9606 | \n", "Homo sapiens | \n", "<NA> | \n", "OTHER | \n", "... | \n", "Huh7_0.3 µM PF-067446846_60 min_ribo-seq | \n", "Huh7 | \n", "60 min | \n", "ribo-seq | \n", "http://ftp.sra.ebi.ac.uk/vol1/fastq/SRR522/000... | \n", "<NA> | \n", "<NA> | \n", "era-fasp@fasp.sra.ebi.ac.uk:vol1/fastq/SRR522/... | \n", "<NA> | \n", "<NA> | \n", "
| 13 | \n", "SRR5227301 | \n", "SRP098789 | \n", "Selective stalling of human translation throug... | \n", "SRX2536416 | \n", "GSM2476010: 0.3 µM PF-067446846, 60 min, rep 2... | \n", "GSM2476010: 0.3 µM PF-067446846, 60 min, rep 2... | \n", "9606 | \n", "Homo sapiens | \n", "<NA> | \n", "OTHER | \n", "... | \n", "Huh7_0.3 µM PF-067446846_60 min_ribo-seq | \n", "Huh7 | \n", "60 min | \n", "ribo-seq | \n", "http://ftp.sra.ebi.ac.uk/vol1/fastq/SRR522/001... | \n", "<NA> | \n", "<NA> | \n", "era-fasp@fasp.sra.ebi.ac.uk:vol1/fastq/SRR522/... | \n", "<NA> | \n", "<NA> | \n", "
| 14 | \n", "SRR5227302 | \n", "SRP098789 | \n", "Selective stalling of human translation throug... | \n", "SRX2536417 | \n", "GSM2476011: 0.3 µM PF-067446846, 60 min, rep 3... | \n", "GSM2476011: 0.3 µM PF-067446846, 60 min, rep 3... | \n", "9606 | \n", "Homo sapiens | \n", "<NA> | \n", "OTHER | \n", "... | \n", "Huh7_0.3 µM PF-067446846_60 min_ribo-seq | \n", "Huh7 | \n", "60 min | \n", "ribo-seq | \n", "http://ftp.sra.ebi.ac.uk/vol1/fastq/SRR522/002... | \n", "<NA> | \n", "<NA> | \n", "era-fasp@fasp.sra.ebi.ac.uk:vol1/fastq/SRR522/... | \n", "<NA> | \n", "<NA> | \n", "
| 15 | \n", "SRR5227303 | \n", "SRP098789 | \n", "Selective stalling of human translation throug... | \n", "SRX2536418 | \n", "GSM2476012: vehicle, 60 min rep 1; Homo sapien... | \n", "GSM2476012: vehicle, 60 min rep 1; Homo sapien... | \n", "9606 | \n", "Homo sapiens | \n", "<NA> | \n", "OTHER | \n", "... | \n", "Huh7_vehicle_60 min_ribo-seq | \n", "Huh7 | \n", "60 min | \n", "ribo-seq | \n", "http://ftp.sra.ebi.ac.uk/vol1/fastq/SRR522/003... | \n", "<NA> | \n", "<NA> | \n", "era-fasp@fasp.sra.ebi.ac.uk:vol1/fastq/SRR522/... | \n", "<NA> | \n", "<NA> | \n", "
| 16 | \n", "SRR5227304 | \n", "SRP098789 | \n", "Selective stalling of human translation throug... | \n", "SRX2536419 | \n", "GSM2476013: vehicle, 60 min rep 2; Homo sapien... | \n", "GSM2476013: vehicle, 60 min rep 2; Homo sapien... | \n", "9606 | \n", "Homo sapiens | \n", "<NA> | \n", "OTHER | \n", "... | \n", "Huh7_vehicle_60 min_ribo-seq | \n", "Huh7 | \n", "60 min | \n", "ribo-seq | \n", "http://ftp.sra.ebi.ac.uk/vol1/fastq/SRR522/004... | \n", "<NA> | \n", "<NA> | \n", "era-fasp@fasp.sra.ebi.ac.uk:vol1/fastq/SRR522/... | \n", "<NA> | \n", "<NA> | \n", "
| 17 | \n", "SRR5227305 | \n", "SRP098789 | \n", "Selective stalling of human translation throug... | \n", "SRX2536420 | \n", "GSM2476014: vehicle, 60 min rep 3; Homo sapien... | \n", "GSM2476014: vehicle, 60 min rep 3; Homo sapien... | \n", "9606 | \n", "Homo sapiens | \n", "<NA> | \n", "OTHER | \n", "... | \n", "Huh7_vehicle_60 min_ribo-seq | \n", "Huh7 | \n", "60 min | \n", "ribo-seq | \n", "http://ftp.sra.ebi.ac.uk/vol1/fastq/SRR522/005... | \n", "<NA> | \n", "<NA> | \n", "era-fasp@fasp.sra.ebi.ac.uk:vol1/fastq/SRR522/... | \n", "<NA> | \n", "<NA> | \n", "
| 18 | \n", "SRR5227306 | \n", "SRP098789 | \n", "Selective stalling of human translation throug... | \n", "SRX2536421 | \n", "GSM2476015: 1.5 µM PF-067446846, 60 min, rep 4... | \n", "GSM2476015: 1.5 µM PF-067446846, 60 min, rep 4... | \n", "9606 | \n", "Homo sapiens | \n", "<NA> | \n", "OTHER | \n", "... | \n", "Huh7_1.5 µM PF-067446846_60 min_ribo-seq | \n", "Huh7 | \n", "60 min | \n", "ribo-seq | \n", "http://ftp.sra.ebi.ac.uk/vol1/fastq/SRR522/006... | \n", "<NA> | \n", "<NA> | \n", "era-fasp@fasp.sra.ebi.ac.uk:vol1/fastq/SRR522/... | \n", "<NA> | \n", "<NA> | \n", "
| 19 | \n", "SRR5227307 | \n", "SRP098789 | \n", "Selective stalling of human translation throug... | \n", "SRX2536422 | \n", "GSM2476016: Vehicle, 60 min, rep 4-ribo-seq; H... | \n", "GSM2476016: Vehicle, 60 min, rep 4-ribo-seq; H... | \n", "9606 | \n", "Homo sapiens | \n", "<NA> | \n", "RNA-Seq | \n", "... | \n", "Huh7_Veh_60 min_Ribo-seq | \n", "Huh7 | \n", "60 min | \n", "Ribo-seq | \n", "http://ftp.sra.ebi.ac.uk/vol1/fastq/SRR522/007... | \n", "<NA> | \n", "<NA> | \n", "era-fasp@fasp.sra.ebi.ac.uk:vol1/fastq/SRR522/... | \n", "<NA> | \n", "<NA> | \n", "
| 20 | \n", "SRR5227308 | \n", "SRP098789 | \n", "Selective stalling of human translation throug... | \n", "SRX2536423 | \n", "GSM2476017: 1.5 µM PF-067446846, 60 min, rep 5... | \n", "GSM2476017: 1.5 µM PF-067446846, 60 min, rep 5... | \n", "9606 | \n", "Homo sapiens | \n", "<NA> | \n", "OTHER | \n", "... | \n", "Huh7_1.5 µM PF-067446846_60 min_ribo-seq | \n", "Huh7 | \n", "60 min | \n", "ribo-seq | \n", "http://ftp.sra.ebi.ac.uk/vol1/fastq/SRR522/008... | \n", "<NA> | \n", "<NA> | \n", "era-fasp@fasp.sra.ebi.ac.uk:vol1/fastq/SRR522/... | \n", "<NA> | \n", "<NA> | \n", "
| 21 | \n", "SRR5227309 | \n", "SRP098789 | \n", "Selective stalling of human translation throug... | \n", "SRX2536424 | \n", "GSM2476018: vehicle, 60 min, rep 5-Ribo-seq; H... | \n", "GSM2476018: vehicle, 60 min, rep 5-Ribo-seq; H... | \n", "9606 | \n", "Homo sapiens | \n", "<NA> | \n", "RNA-Seq | \n", "... | \n", "Huh7_vehcile_60 min_Ribo-seq | \n", "Huh7 | \n", "60 min | \n", "Ribo-seq | \n", "http://ftp.sra.ebi.ac.uk/vol1/fastq/SRR522/009... | \n", "<NA> | \n", "<NA> | \n", "era-fasp@fasp.sra.ebi.ac.uk:vol1/fastq/SRR522/... | \n", "<NA> | \n", "<NA> | \n", "
| 22 | \n", "SRR5227310 | \n", "SRP098789 | \n", "Selective stalling of human translation throug... | \n", "SRX2536425 | \n", "GSM2476019: PF-06446846, 60 min, rep 4 -mRNA-s... | \n", "GSM2476019: PF-06446846, 60 min, rep 4 -mRNA-s... | \n", "9606 | \n", "Homo sapiens | \n", "<NA> | \n", "OTHER | \n", "... | \n", "Huh7_PF-06446846_60 min_mRNA-seq | \n", "Huh7 | \n", "60 min | \n", "mRNA-seq | \n", "http://ftp.sra.ebi.ac.uk/vol1/fastq/SRR522/000... | \n", "<NA> | \n", "<NA> | \n", "era-fasp@fasp.sra.ebi.ac.uk:vol1/fastq/SRR522/... | \n", "<NA> | \n", "<NA> | \n", "
| 23 | \n", "SRR5227311 | \n", "SRP098789 | \n", "Selective stalling of human translation throug... | \n", "SRX2536426 | \n", "GSM2476020: vehicle, 60 min, rep 4-mRNAseq; Ho... | \n", "GSM2476020: vehicle, 60 min, rep 4-mRNAseq; Ho... | \n", "9606 | \n", "Homo sapiens | \n", "<NA> | \n", "RNA-Seq | \n", "... | \n", "Huh7_vehicle_60 min_RNA-seq | \n", "Huh7 | \n", "60 min | \n", "polyA-seq | \n", "http://ftp.sra.ebi.ac.uk/vol1/fastq/SRR522/001... | \n", "<NA> | \n", "<NA> | \n", "era-fasp@fasp.sra.ebi.ac.uk:vol1/fastq/SRR522/... | \n", "<NA> | \n", "<NA> | \n", "
| 24 | \n", "SRR5227312 | \n", "SRP098789 | \n", "Selective stalling of human translation throug... | \n", "SRX2536427 | \n", "GSM2476021: PF-06446846, 60 min, rep 5 -mRNA-s... | \n", "GSM2476021: PF-06446846, 60 min, rep 5 -mRNA-s... | \n", "9606 | \n", "Homo sapiens | \n", "<NA> | \n", "OTHER | \n", "... | \n", "Huh7_PF-06446846_60 min_mRNA-seq | \n", "Huh7 | \n", "60 min | \n", "mRNA-seq | \n", "http://ftp.sra.ebi.ac.uk/vol1/fastq/SRR522/002... | \n", "<NA> | \n", "<NA> | \n", "era-fasp@fasp.sra.ebi.ac.uk:vol1/fastq/SRR522/... | \n", "<NA> | \n", "<NA> | \n", "
| 25 | \n", "SRR5227313 | \n", "SRP098789 | \n", "Selective stalling of human translation throug... | \n", "SRX2536428 | \n", "GSM2476022: vehicle, 60 min, rep 5-mRNAseq; Ho... | \n", "GSM2476022: vehicle, 60 min, rep 5-mRNAseq; Ho... | \n", "9606 | \n", "Homo sapiens | \n", "<NA> | \n", "RNA-Seq | \n", "... | \n", "Huh7_vehicle_60 min_RNA-seq | \n", "Huh7 | \n", "60 min | \n", "polyA-seq | \n", "http://ftp.sra.ebi.ac.uk/vol1/fastq/SRR522/003... | \n", "<NA> | \n", "<NA> | \n", "era-fasp@fasp.sra.ebi.ac.uk:vol1/fastq/SRR522/... | \n", "<NA> | \n", "<NA> | \n", "
26 rows × 54 columns
\n", "| \n", " | run_accession | \n", "study_accession | \n", "study_title | \n", "experiment_accession | \n", "experiment_title | \n", "experiment_desc | \n", "organism_taxid | \n", "organism_name | \n", "library_name | \n", "library_strategy | \n", "... | \n", "source_name | \n", "cell line | \n", "treatment time | \n", "library type | \n", "ena_fastq_http | \n", "ena_fastq_http_1 | \n", "ena_fastq_http_2 | \n", "ena_fastq_ftp | \n", "ena_fastq_ftp_1 | \n", "ena_fastq_ftp_2 | \n", "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 5 | \n", "SRR5227293 | \n", "SRP098789 | \n", "Selective stalling of human translation throug... | \n", "SRX2536408 | \n", "GSM2476002: 0.3 µM PF-067446846, 10 min, rep 3... | \n", "GSM2476002: 0.3 µM PF-067446846, 10 min, rep 3... | \n", "9606 | \n", "Homo sapiens | \n", "<NA> | \n", "OTHER | \n", "... | \n", "Huh7_0.3 µM PF-067446846_10 min_ribo-seq | \n", "Huh7 | \n", "10 min | \n", "ribo-seq | \n", "http://ftp.sra.ebi.ac.uk/vol1/fastq/SRR522/003... | \n", "<NA> | \n", "<NA> | \n", "era-fasp@fasp.sra.ebi.ac.uk:vol1/fastq/SRR522/... | \n", "<NA> | \n", "<NA> | \n", "
| 6 | \n", "SRR5227294 | \n", "SRP098789 | \n", "Selective stalling of human translation throug... | \n", "SRX2536409 | \n", "GSM2476003: vehicle, 10 min rep 1; Homo sapien... | \n", "GSM2476003: vehicle, 10 min rep 1; Homo sapien... | \n", "9606 | \n", "Homo sapiens | \n", "<NA> | \n", "OTHER | \n", "... | \n", "Huh7_vehicle_10 min_ribo-seq | \n", "Huh7 | \n", "10 min | \n", "ribo-seq | \n", "http://ftp.sra.ebi.ac.uk/vol1/fastq/SRR522/004... | \n", "<NA> | \n", "<NA> | \n", "era-fasp@fasp.sra.ebi.ac.uk:vol1/fastq/SRR522/... | \n", "<NA> | \n", "<NA> | \n", "
| 7 | \n", "SRR5227295 | \n", "SRP098789 | \n", "Selective stalling of human translation throug... | \n", "SRX2536410 | \n", "GSM2476004: vehicle, 10 min rep 2; Homo sapien... | \n", "GSM2476004: vehicle, 10 min rep 2; Homo sapien... | \n", "9606 | \n", "Homo sapiens | \n", "<NA> | \n", "OTHER | \n", "... | \n", "Huh7_vehicle_10 min_ribo-seq | \n", "Huh7 | \n", "10 min | \n", "ribo-seq | \n", "http://ftp.sra.ebi.ac.uk/vol1/fastq/SRR522/005... | \n", "<NA> | \n", "<NA> | \n", "era-fasp@fasp.sra.ebi.ac.uk:vol1/fastq/SRR522/... | \n", "<NA> | \n", "<NA> | \n", "
| 8 | \n", "SRR5227296 | \n", "SRP098789 | \n", "Selective stalling of human translation throug... | \n", "SRX2536411 | \n", "GSM2476005: vehicle, 10 min rep 3; Homo sapien... | \n", "GSM2476005: vehicle, 10 min rep 3; Homo sapien... | \n", "9606 | \n", "Homo sapiens | \n", "<NA> | \n", "OTHER | \n", "... | \n", "Huh7_vehicle_10 min_ribo-seq | \n", "Huh7 | \n", "10 min | \n", "ribo-seq | \n", "http://ftp.sra.ebi.ac.uk/vol1/fastq/SRR522/006... | \n", "<NA> | \n", "<NA> | \n", "era-fasp@fasp.sra.ebi.ac.uk:vol1/fastq/SRR522/... | \n", "<NA> | \n", "<NA> | \n", "
| 9 | \n", "SRR5227297 | \n", "SRP098789 | \n", "Selective stalling of human translation throug... | \n", "SRX2536412 | \n", "GSM2476006: 1.5 µM PF-067446846, 60 min, rep 1... | \n", "GSM2476006: 1.5 µM PF-067446846, 60 min, rep 1... | \n", "9606 | \n", "Homo sapiens | \n", "<NA> | \n", "OTHER | \n", "... | \n", "Huh7_1.5 µM PF-067446846_60 min_ribo-seq | \n", "Huh7 | \n", "60 min | \n", "ribo-seq | \n", "http://ftp.sra.ebi.ac.uk/vol1/fastq/SRR522/007... | \n", "<NA> | \n", "<NA> | \n", "era-fasp@fasp.sra.ebi.ac.uk:vol1/fastq/SRR522/... | \n", "<NA> | \n", "<NA> | \n", "
| 10 | \n", "SRR5227298 | \n", "SRP098789 | \n", "Selective stalling of human translation throug... | \n", "SRX2536413 | \n", "GSM2476007: 1.5 µM PF-067446846, 60 min, rep 2... | \n", "GSM2476007: 1.5 µM PF-067446846, 60 min, rep 2... | \n", "9606 | \n", "Homo sapiens | \n", "<NA> | \n", "OTHER | \n", "... | \n", "Huh7_1.5 µM PF-067446846_60 min_ribo-seq | \n", "Huh7 | \n", "60 min | \n", "ribo-seq | \n", "http://ftp.sra.ebi.ac.uk/vol1/fastq/SRR522/008... | \n", "<NA> | \n", "<NA> | \n", "era-fasp@fasp.sra.ebi.ac.uk:vol1/fastq/SRR522/... | \n", "<NA> | \n", "<NA> | \n", "
| 11 | \n", "SRR5227299 | \n", "SRP098789 | \n", "Selective stalling of human translation throug... | \n", "SRX2536414 | \n", "GSM2476008: 1.5 µM PF-067446846, 60 min, rep 3... | \n", "GSM2476008: 1.5 µM PF-067446846, 60 min, rep 3... | \n", "9606 | \n", "Homo sapiens | \n", "<NA> | \n", "OTHER | \n", "... | \n", "Huh7_1.5 µM PF-067446846_60 min_ribo-seq | \n", "Huh7 | \n", "60 min | \n", "ribo-seq | \n", "http://ftp.sra.ebi.ac.uk/vol1/fastq/SRR522/009... | \n", "<NA> | \n", "<NA> | \n", "era-fasp@fasp.sra.ebi.ac.uk:vol1/fastq/SRR522/... | \n", "<NA> | \n", "<NA> | \n", "
| 12 | \n", "SRR5227300 | \n", "SRP098789 | \n", "Selective stalling of human translation throug... | \n", "SRX2536415 | \n", "GSM2476009: 0.3 µM PF-067446846, 60 min, rep 1... | \n", "GSM2476009: 0.3 µM PF-067446846, 60 min, rep 1... | \n", "9606 | \n", "Homo sapiens | \n", "<NA> | \n", "OTHER | \n", "... | \n", "Huh7_0.3 µM PF-067446846_60 min_ribo-seq | \n", "Huh7 | \n", "60 min | \n", "ribo-seq | \n", "http://ftp.sra.ebi.ac.uk/vol1/fastq/SRR522/000... | \n", "<NA> | \n", "<NA> | \n", "era-fasp@fasp.sra.ebi.ac.uk:vol1/fastq/SRR522/... | \n", "<NA> | \n", "<NA> | \n", "
| 13 | \n", "SRR5227301 | \n", "SRP098789 | \n", "Selective stalling of human translation throug... | \n", "SRX2536416 | \n", "GSM2476010: 0.3 µM PF-067446846, 60 min, rep 2... | \n", "GSM2476010: 0.3 µM PF-067446846, 60 min, rep 2... | \n", "9606 | \n", "Homo sapiens | \n", "<NA> | \n", "OTHER | \n", "... | \n", "Huh7_0.3 µM PF-067446846_60 min_ribo-seq | \n", "Huh7 | \n", "60 min | \n", "ribo-seq | \n", "http://ftp.sra.ebi.ac.uk/vol1/fastq/SRR522/001... | \n", "<NA> | \n", "<NA> | \n", "era-fasp@fasp.sra.ebi.ac.uk:vol1/fastq/SRR522/... | \n", "<NA> | \n", "<NA> | \n", "
| 14 | \n", "SRR5227302 | \n", "SRP098789 | \n", "Selective stalling of human translation throug... | \n", "SRX2536417 | \n", "GSM2476011: 0.3 µM PF-067446846, 60 min, rep 3... | \n", "GSM2476011: 0.3 µM PF-067446846, 60 min, rep 3... | \n", "9606 | \n", "Homo sapiens | \n", "<NA> | \n", "OTHER | \n", "... | \n", "Huh7_0.3 µM PF-067446846_60 min_ribo-seq | \n", "Huh7 | \n", "60 min | \n", "ribo-seq | \n", "http://ftp.sra.ebi.ac.uk/vol1/fastq/SRR522/002... | \n", "<NA> | \n", "<NA> | \n", "era-fasp@fasp.sra.ebi.ac.uk:vol1/fastq/SRR522/... | \n", "<NA> | \n", "<NA> | \n", "
| 15 | \n", "SRR5227303 | \n", "SRP098789 | \n", "Selective stalling of human translation throug... | \n", "SRX2536418 | \n", "GSM2476012: vehicle, 60 min rep 1; Homo sapien... | \n", "GSM2476012: vehicle, 60 min rep 1; Homo sapien... | \n", "9606 | \n", "Homo sapiens | \n", "<NA> | \n", "OTHER | \n", "... | \n", "Huh7_vehicle_60 min_ribo-seq | \n", "Huh7 | \n", "60 min | \n", "ribo-seq | \n", "http://ftp.sra.ebi.ac.uk/vol1/fastq/SRR522/003... | \n", "<NA> | \n", "<NA> | \n", "era-fasp@fasp.sra.ebi.ac.uk:vol1/fastq/SRR522/... | \n", "<NA> | \n", "<NA> | \n", "
| 16 | \n", "SRR5227304 | \n", "SRP098789 | \n", "Selective stalling of human translation throug... | \n", "SRX2536419 | \n", "GSM2476013: vehicle, 60 min rep 2; Homo sapien... | \n", "GSM2476013: vehicle, 60 min rep 2; Homo sapien... | \n", "9606 | \n", "Homo sapiens | \n", "<NA> | \n", "OTHER | \n", "... | \n", "Huh7_vehicle_60 min_ribo-seq | \n", "Huh7 | \n", "60 min | \n", "ribo-seq | \n", "http://ftp.sra.ebi.ac.uk/vol1/fastq/SRR522/004... | \n", "<NA> | \n", "<NA> | \n", "era-fasp@fasp.sra.ebi.ac.uk:vol1/fastq/SRR522/... | \n", "<NA> | \n", "<NA> | \n", "
| 17 | \n", "SRR5227305 | \n", "SRP098789 | \n", "Selective stalling of human translation throug... | \n", "SRX2536420 | \n", "GSM2476014: vehicle, 60 min rep 3; Homo sapien... | \n", "GSM2476014: vehicle, 60 min rep 3; Homo sapien... | \n", "9606 | \n", "Homo sapiens | \n", "<NA> | \n", "OTHER | \n", "... | \n", "Huh7_vehicle_60 min_ribo-seq | \n", "Huh7 | \n", "60 min | \n", "ribo-seq | \n", "http://ftp.sra.ebi.ac.uk/vol1/fastq/SRR522/005... | \n", "<NA> | \n", "<NA> | \n", "era-fasp@fasp.sra.ebi.ac.uk:vol1/fastq/SRR522/... | \n", "<NA> | \n", "<NA> | \n", "
| 18 | \n", "SRR5227306 | \n", "SRP098789 | \n", "Selective stalling of human translation throug... | \n", "SRX2536421 | \n", "GSM2476015: 1.5 µM PF-067446846, 60 min, rep 4... | \n", "GSM2476015: 1.5 µM PF-067446846, 60 min, rep 4... | \n", "9606 | \n", "Homo sapiens | \n", "<NA> | \n", "OTHER | \n", "... | \n", "Huh7_1.5 µM PF-067446846_60 min_ribo-seq | \n", "Huh7 | \n", "60 min | \n", "ribo-seq | \n", "http://ftp.sra.ebi.ac.uk/vol1/fastq/SRR522/006... | \n", "<NA> | \n", "<NA> | \n", "era-fasp@fasp.sra.ebi.ac.uk:vol1/fastq/SRR522/... | \n", "<NA> | \n", "<NA> | \n", "
| 19 | \n", "SRR5227307 | \n", "SRP098789 | \n", "Selective stalling of human translation throug... | \n", "SRX2536422 | \n", "GSM2476016: Vehicle, 60 min, rep 4-ribo-seq; H... | \n", "GSM2476016: Vehicle, 60 min, rep 4-ribo-seq; H... | \n", "9606 | \n", "Homo sapiens | \n", "<NA> | \n", "RNA-Seq | \n", "... | \n", "Huh7_Veh_60 min_Ribo-seq | \n", "Huh7 | \n", "60 min | \n", "Ribo-seq | \n", "http://ftp.sra.ebi.ac.uk/vol1/fastq/SRR522/007... | \n", "<NA> | \n", "<NA> | \n", "era-fasp@fasp.sra.ebi.ac.uk:vol1/fastq/SRR522/... | \n", "<NA> | \n", "<NA> | \n", "
| 20 | \n", "SRR5227308 | \n", "SRP098789 | \n", "Selective stalling of human translation throug... | \n", "SRX2536423 | \n", "GSM2476017: 1.5 µM PF-067446846, 60 min, rep 5... | \n", "GSM2476017: 1.5 µM PF-067446846, 60 min, rep 5... | \n", "9606 | \n", "Homo sapiens | \n", "<NA> | \n", "OTHER | \n", "... | \n", "Huh7_1.5 µM PF-067446846_60 min_ribo-seq | \n", "Huh7 | \n", "60 min | \n", "ribo-seq | \n", "http://ftp.sra.ebi.ac.uk/vol1/fastq/SRR522/008... | \n", "<NA> | \n", "<NA> | \n", "era-fasp@fasp.sra.ebi.ac.uk:vol1/fastq/SRR522/... | \n", "<NA> | \n", "<NA> | \n", "
| 21 | \n", "SRR5227309 | \n", "SRP098789 | \n", "Selective stalling of human translation throug... | \n", "SRX2536424 | \n", "GSM2476018: vehicle, 60 min, rep 5-Ribo-seq; H... | \n", "GSM2476018: vehicle, 60 min, rep 5-Ribo-seq; H... | \n", "9606 | \n", "Homo sapiens | \n", "<NA> | \n", "RNA-Seq | \n", "... | \n", "Huh7_vehcile_60 min_Ribo-seq | \n", "Huh7 | \n", "60 min | \n", "Ribo-seq | \n", "http://ftp.sra.ebi.ac.uk/vol1/fastq/SRR522/009... | \n", "<NA> | \n", "<NA> | \n", "era-fasp@fasp.sra.ebi.ac.uk:vol1/fastq/SRR522/... | \n", "<NA> | \n", "<NA> | \n", "
| 22 | \n", "SRR5227310 | \n", "SRP098789 | \n", "Selective stalling of human translation throug... | \n", "SRX2536425 | \n", "GSM2476019: PF-06446846, 60 min, rep 4 -mRNA-s... | \n", "GSM2476019: PF-06446846, 60 min, rep 4 -mRNA-s... | \n", "9606 | \n", "Homo sapiens | \n", "<NA> | \n", "OTHER | \n", "... | \n", "Huh7_PF-06446846_60 min_mRNA-seq | \n", "Huh7 | \n", "60 min | \n", "mRNA-seq | \n", "http://ftp.sra.ebi.ac.uk/vol1/fastq/SRR522/000... | \n", "<NA> | \n", "<NA> | \n", "era-fasp@fasp.sra.ebi.ac.uk:vol1/fastq/SRR522/... | \n", "<NA> | \n", "<NA> | \n", "
| 23 | \n", "SRR5227311 | \n", "SRP098789 | \n", "Selective stalling of human translation throug... | \n", "SRX2536426 | \n", "GSM2476020: vehicle, 60 min, rep 4-mRNAseq; Ho... | \n", "GSM2476020: vehicle, 60 min, rep 4-mRNAseq; Ho... | \n", "9606 | \n", "Homo sapiens | \n", "<NA> | \n", "RNA-Seq | \n", "... | \n", "Huh7_vehicle_60 min_RNA-seq | \n", "Huh7 | \n", "60 min | \n", "polyA-seq | \n", "http://ftp.sra.ebi.ac.uk/vol1/fastq/SRR522/001... | \n", "<NA> | \n", "<NA> | \n", "era-fasp@fasp.sra.ebi.ac.uk:vol1/fastq/SRR522/... | \n", "<NA> | \n", "<NA> | \n", "
| 24 | \n", "SRR5227312 | \n", "SRP098789 | \n", "Selective stalling of human translation throug... | \n", "SRX2536427 | \n", "GSM2476021: PF-06446846, 60 min, rep 5 -mRNA-s... | \n", "GSM2476021: PF-06446846, 60 min, rep 5 -mRNA-s... | \n", "9606 | \n", "Homo sapiens | \n", "<NA> | \n", "OTHER | \n", "... | \n", "Huh7_PF-06446846_60 min_mRNA-seq | \n", "Huh7 | \n", "60 min | \n", "mRNA-seq | \n", "http://ftp.sra.ebi.ac.uk/vol1/fastq/SRR522/002... | \n", "<NA> | \n", "<NA> | \n", "era-fasp@fasp.sra.ebi.ac.uk:vol1/fastq/SRR522/... | \n", "<NA> | \n", "<NA> | \n", "
| 25 | \n", "SRR5227313 | \n", "SRP098789 | \n", "Selective stalling of human translation throug... | \n", "SRX2536428 | \n", "GSM2476022: vehicle, 60 min, rep 5-mRNAseq; Ho... | \n", "GSM2476022: vehicle, 60 min, rep 5-mRNAseq; Ho... | \n", "9606 | \n", "Homo sapiens | \n", "<NA> | \n", "RNA-Seq | \n", "... | \n", "Huh7_vehicle_60 min_RNA-seq | \n", "Huh7 | \n", "60 min | \n", "polyA-seq | \n", "http://ftp.sra.ebi.ac.uk/vol1/fastq/SRR522/003... | \n", "<NA> | \n", "<NA> | \n", "era-fasp@fasp.sra.ebi.ac.uk:vol1/fastq/SRR522/... | \n", "<NA> | \n", "<NA> | \n", "
21 rows × 54 columns
\n", "