Barbara McClure
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Using Mass cytometry to understand survival pathways in high risk B-ALL subtypes”
Open Date: 2019-01-01
Close Date: 2020-01-01
Articles (11)
Year:
2025
Year:
2024
Year:
2024
Year:
2024
Year:
2023
B-cell acute lymphoblastic leukaemia (B-ALL) is characterised by diverse genomic alterations, the most frequent being gene fusions detected via transcriptomic analysis (mRNA-seq). Due to its hypervariable nature, gene fusions involving the Immunoglobulin Heavy Chain (IGH) locus can be difficult to detect with standard gene fusion calling algorithms and significant computational resources and analysis times are required. We aimed to optimize a gene fusion calling workflow to achieve best-case sensitivity for IGH gene fusion detection. Using Nextflow, we developed a simplified workflow containing the algorithms FusionCatcher, Arriba, and STAR-Fusion. We analysed samples from 35 patients harbouring IGH fusions (IGH::CRLF2 n = 17, IGH::DUX4 n = 15, IGH::EPOR n = 3) and assessed the detection rates for each caller, before optimizing the parameters to enhance sensitivity for IGH fusions. Initial results showed that FusionCatcher and Arriba outperformed STAR-Fusion (85–89% vs. 29% of IGH fusions reported). We found that extensive filtering in STAR-Fusion hindered IGH reporting. By adjusting specific filtering steps (e.g., read support, fusion fragments per million total reads), we achieved a 94% reporting rate for IGH fusions with STAR-Fusion. This analysis highlights the importance of filtering optimization for IGH gene fusion events, offering alternative workflows for difficult-to-detect high-risk B-ALL subtypes.
Year:
2023
Year:
2023
Year:
2022
Year:
2022
Year:
2022
Year:
2022
Collaborators (6)
Elyse Page
University of Adelaide
Charlotte Downes
Flinders University
Deborah L. White
University of Adelaide
Jason Powell
University of South Australia
Michael Samuel
Research Professor of Matrix Biology, Laboratory Head (Tumour Microenvironment Laboratory)
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James Breen
Chief Data Scientist
Telethon Kids Institute
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