Big shoutout to the whole group who made #IntegrateALL possible - especially @alinamh.bsky.social, Thomas Beder and Claudia Baldus at www.catchall-kfo5010.com
28.09.2025 08:36 β π 2 π 2 π¬ 0 π 0@lbastianmd.bsky.social
translational leukemia research // ALL 𧬠disease classification // crossroads of B cell development and leukemogenesis // Co-Head of Functional Genomics of Acute Leukemia Lab @ UKSH, Kiel π, Germany and PI @ catchall-kfo5010.com // mountain π₯Ύ enthusiast
Big shoutout to the whole group who made #IntegrateALL possible - especially @alinamh.bsky.social, Thomas Beder and Claudia Baldus at www.catchall-kfo5010.com
28.09.2025 08:36 β π 2 π 2 π¬ 0 π 0Big shoutout to the whole group who made #IntegrateALL possible - especially @alinamh.bsky.social, Thomas Beder and Claudia Baldus at www.catchall-kfo5010.com
28.09.2025 08:34 β π 1 π 0 π¬ 0 π 0IntegrateALL: an end-to-end RNA-seq analysis pipeline for multilevel data extraction and interpretable subtype classification in B-precursor ALL https://www.biorxiv.org/content/10.1101/2025.09.25.673987v1
28.09.2025 03:49 β π 2 π 1 π¬ 0 π 0π Get the pipeline here:
github.com/NadineWolgas...
We welcome your feedback, issues & pull requests β and are happy to help you get started!π
#OpenSource #Bioinformatics #AcuteLymphoblasticLeukemia
In n=31/1210 B-ALL cases (2.6%), #IntegrateALL identified drivers from two different subtypes in one sample! One gene expression signature dominated in most cases, supporting unsupervised screening for drivers.
28.09.2025 08:23 β π 1 π 0 π¬ 1 π 0Analysis with our ICC/WHO-HAEM5 based rule-set yielded ~80% unambiguous subtype definitions based on driver calls and corresponding gene expression signatures, which was validated across independent cohorts. - Many thanks to collaborators @ www.mll.com!
28.09.2025 08:23 β π 0 π 0 π¬ 1 π 0With #IntegrateALL, we extract from RNA-seq:
- Expression counts
- B-ALL subtypes via #ALLCatchR
- Driver gene fusions
- SNVs
- Virtual karyotypes
For classifying #RNASeqCNV B-ALL karyotypes, we built #KaryALL, a machine-learning classifier reaching 0.98 accuracy!
Excited to share our preprintπ―:
We introduce #IntegrateALL, an open-source RNA-seq pipeline for interpretable molecular diagnostics in acute lymphoblastic leukemia!π§¬
Big thanks to Nadine Wolgast & team @ www.uksh.de
, catchall-kfo5010.com!
See: doi.org/p7k5 and π§΅
Finally some larger perspective after a long day on callβ¦ π
07.08.2025 15:21 β π 1 π 0 π¬ 0 π 0What determines Inotuzumab sensitivity in #ALL?
New @bloodjournal.bsky.social study from C. Escherich &
@junjyang.bsky.social Lab highlights the role of B cell developmental state and EBF1. It was a pleasure to provide a commentary!
π¬ doi.org/10.1182/bloo...
ποΈ doi.org/10.1182/bloo...
@Hemasphere_EHA acknowledged our ALLCatchR paper on machine learning based subtype classification in ALL as highly influential publication! π₯So happy and grateful! Big kudos to Thomas and our team at πcatchall-kfo5010.com #EHA2025
20.06.2025 20:25 β π 4 π 0 π¬ 1 π 0So true!!
15.04.2025 18:47 β π 2 π 0 π¬ 0 π 0