Nov 2021

Data sets

  • Childhood acute lymphoblastic leukemia (cALL)

    • Caron et al. 2020
    • the most common pediatric cancer
    • characterized by bone marrow lymphoid precursors
    • that acquire genetic alterations,
    • resulting in disrupted maturation and uncontrollable proliferation
    • up to 85–90% of patients are cured
    • others do not respond to treatment or relapse and die
    • Aim: characterise the heterogeneity of gene expression at the cell level, within and between patients
    • cells: Bone Marrow Mononuclear cells (BMMCs)
  • Adult bone marrow

Samples

Four types of sample are considered:

  • B-ALL patients:
    • four ‘t(12;21)’ or ‘ETV6-RUNX1’
    • two ‘High hyper diploid’ or ‘HHD’
  • T-ALL patients
    • two ‘PRE-T’
  • three healthy pediatric controls
  • eight healthy adult controls, publicly available

As the study aims at identifying cell populations, large numbers of cells were sequenced with the droplet-based 10x Chromium assay.

Analyses

We will follow several steps:

  • sequencing quality check
  • alignment of reads to the human genome (GRCh38) with 10x software cellranger
  • quality control (cell calls, cells and genes filtering)
  • UMI count normalisation
  • feature selection and dimensionality reduction
  • data set integration (PBMMC and ETV6-RUNX1)
  • clustering
  • identification of cluster marker genes
  • differential expression and abundance between conditions
  • (trajectory analysis)

Workflow