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Joanna Krupka MD PhD

Computational Haematology and Genomics


DLBCL_topography
Topography of DLBCL genetic landscape.
Coloured hills depict known genetic subtypes.
Whilst patients positioned on top of the coloured
“hills” will bereproducibly classified by each
classification system, patients positioned in the
“valleys” may be unclassified or classified
alternatively across different classification systems.
Hills without colour correspond to unknown DLBCL
subtypes which may emerge in the future from currently
unclassified cases.

I am first and foremost a computational clinician. I look at medicine through big data, thinking about patients I can help in the future. I am focusing on studying cancer genomics with special interest in protein translation. My ambition is to drive change in how we diagnose and treat haematological malignancies. This is a team effort, therefore I am a committed advocate for open science. I believe that transparency, collaboration, and accessibility serve as catalysts for accelerated progress in science.

Currently, I am a postdoctoral researcher in Dr Daniel Hodson’s lab at the University of Cambridge. I am also participating in the EHA-EMBL/EBI Computational Biology Training in Hematology, run by the European Haematology Association a year-long programme for early-career researchers interested in computational haematology.

Current projects

🎯 Liquid biopsy platform for precision medicine trials in DLBCL

The DIRECT Trial is a prospective molecular profiling trial of patients undergoing first-line therapy for DLBCL. We are developing a customised capture panel and analytical pipeline AULE (Automated Ultrasensitive Lymphoma Evaluation) for ultrasensitive assessment of ctDNA in patients with DLBCL. Our mission is to make liquid biopsy diagnostics avaliable for NHS patients.

Review: Genetic Profiling in Diffuse Large B-Cell Lymphoma: The Promise and the Challenge

🔮 What is the role of microproteins in lymphoma and immunity?

The human genome is believed to encompass around 20,000 protein-coding sequences. However, recent advancements in sequencing technologies, like Ribo-Seq, have opened up exciting possibilities for re-evaluating the landscape of translated Open Reading Frames (ORFs). This project aims to undertake a comprehensive examination of non-canonical ORFs in B-cells. There is potential for this project to reveal an entire new level of regulation in B cell malignancy and immunity.

In development: BilbORF, an open science project on performing differential ORF usage analysis

⚖️ Balancing proteostasis during lymphoma development

The maintenance of protein synthesis and folding homeostasis is critical for cellular survival. When the rate of protein production surpasses the cellular capacity for protein folding, apoptosis is initiated. The MYC oncogene boost protein translation, which becomes toxic to cells when deregulated. MYC deregulation is a hallmark of Burkitt's Lymphoma, one of the most aggressive forms of cancer in humans. Our findings revealed that the loss of DDX3X, an RNA helicase, mitigates the proteotoxic stress induced by oncogenic MYC. Additionally, we have suggested a potential mechanism for the observed male bias in Burkitt's Lymphoma.

Paper: Sequential inverse dysregulation of the RNA helicases DDX3X and DDX3Y facilitates MYC-driven lymphomagenesis
Editorial: Sex, life, and death in MYC-driven lymphomagenesis

Joanna A. Krupka's Projects

ashakit icon ashakit

Useful, time-saving scripts for everyday use

bdc icon bdc

R package for Burkitt lymphoma and diffuse large B-cell lymphoma classifier

bilborf icon bilborf

R package for performing differential ORF usage analysis

dockerizemaxquant icon dockerizemaxquant

A script that scrapes the latest MaxQuant version from its website, builds, and pushes a docker container containing it and its license to Dockerhub.

gamblr icon gamblr

Set of standardized functions to operate with genomic data

gatk4-data-processing icon gatk4-data-processing

Workflows for processing high-throughput sequencing data for variant discovery with GATK4 and related tools

howtocode icon howtocode

Useful resources for learning bioinformatics

lcr-modules icon lcr-modules

Collection of standard analytical pipelines for genomic and transcriptomic data

lymphddx3x icon lymphddx3x

Bioinformatic analysis of DDX3X mutations in Burkitt Lymphoma

orf-rater icon orf-rater

Regression-based annotation of protein-coding sequences from ribosome profiling data

orfline icon orfline

A project to discover novel open reading frames in immune system

orfquant icon orfquant

An R package for Splice-aware quantification of translation using Ribo-seq data

ribo-seqc icon ribo-seqc

A comprehensive analysis tool for Ribo-seq and small RNA-seq data

ribostream_bpipe icon ribostream_bpipe

Compact Bpipe pipeline for processing and quality control of Ribo-Seq datasets

xtail icon xtail

Genome-wide assessment of differential translations with ribosome profiling data

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