Biology subjects

Wassef, M.

Publications and source records attributed to Wassef, M..

4 recordsLinked to original sources

bioRxiv2025

High throughput machine learning pipeline to characterize larval zebrafish motor behavior

Using machine learning, we developed models that rigorously detect and classify larval zebrafish spontaneous and stimulus-evoked behaviors in various well plate formats. Zebrafish are an ideal model system for investigating the neural substrates underlying behavior due to their simple nervous system and well-documented responses to environmental stimuli. To track movement, we utilized an 8 key point pose estimation model, allowing precise capture of zebrafish kinematics. Using this kinematic data, we trained two random forest classifiers in a semi-supervised learning framework to classify various discreet behavioral outputs including stationary, scoot, turn, acoustic-startle like behavior, and visual-startle like behavior. The classifiers were trained on a manually labeled dataset, and their accuracy was validated showing high precision. To validate our machine learning models, we analyzed behavioral outputs during various stimulus evoked responses and during spontaneous behavior. For additional validation, and to show the utility of our recording and analysis pipeline, we investigated the locomotor effects of several established drugs with well-defined impacts on neurophysiology. Here we show that machine learning model development, enabled by semi-supervised learning developed classification models, provide detailed insights into the behavioral phenotypes of zebrafish, offering a powerful, high throughput method for studying neural control of behavior.

neuroscience↗

bioRxiv2025

Epigenetic landscape of the H3K27me3 mark in macrophages transformed by Theileria annulata

Theileria annulata and T. parva are obligate intracellular parasites that induce bovine leukocyte transformation leading to uncontrolled proliferation and heightened dissemination of infected leukocytes. Early passage T. annulata-transformed macrophages are virulent, but with long-term culture, they become attenuated for dissemination. Loss of dissemination is restored when TGF-{beta}2-mediated signaling is re-established in attenuated macrophages, suggesting that epigenetic changes might be occurring that contribute to the attenuated phenotype. We focused on one of the important repressive histone marks, tri-methylated lysine 27 of histone H3 (H3K27me3) catalysed by the Polycomb Repressive Complex 2 and found that the global level of H3K27me3 is increased in attenuated macrophages. ChIP-seq revealed the genomic distribution of H3K27me3 is heavily remodeled from virulent to attenuated macrophages, where many genes transition from a focal peak of H3K27me3 around the transcription start site to larger chromatin domains. This transition is not paralleled by large-scale transcriptional downregulation. RNA-seq analysis following PRC2 inhibitor treatment reveals that fewer genes are derepressed in attenuated macrophages than in virulent macrophages, suggesting that broader H3K27me3 profiles do not systematically translate into increased gene silencing activity. Our findings shed light on the mechanisms underlying the dysregulation of epigenetic modifications in Theileria-induced leukocyte transformation. Significance statementTropical theileriosis is a major constraint to livestock production worldwide. Infection with Theileria annulata induces the transformation of bovine leukocytes, which subsequently exhibit similarities to human leukemia. Long-term in vitro culture of transformed leukocytes attenuates their tumorigenic properties. The molecular changes underlying this process are currently unclear. We focused on H3K27me3, a key histone tail post-translational modification that regulates chromatin structure and gene expression, and compared its genomic landscapes in virulent, highly disseminating macrophages versus attenuated macrophages with reduced dissemination potential that are used as a live vaccine against tropical theileriosis. Western blot and ChIP-seq revealed higher global levels of H3K27me3 and a striking broadening of its genomic distribution in attenuated macrophages. To our surprise, this reconfiguration is not associated with major changes in gene expression and attenuated cells appear to be less responsive to PRC2 inhibition, suggesting that large-scale broadening of H3K27me3 does not systematically translate into increased PRC2-mediated silencing activity. Despite these changes, H3K27me3 maintains the silencing of key tumor suppressor genes in both virulent and attenuated macrophages. These findings shed light on the interplay between infection, the evolution of oncogenic potential and reconfiguration of the chromatin landscape following attenuation of virulence.

microbiology↗

bioRxiv2023

EZH2 mutations in follicular lymphoma distort H3K27me3 profiles and alter transcriptional responses to PRC2 inhibition

Mutations in chromatin regulators or their histone substrates are widespread in cancer and often play decisive roles in tumorigenesis. These include Polycomb Repressive Complex 2 (PRC2), a histone H3 lysine 27 methyltransferase that shows distinct alterations in each of a range of tumor types. Mechanistically, this tumor-type specificity is poorly understood. Here, we model several of these alterations in a single isogenic system in order to reveal their comparative impacts on chromatin and transcription. Focusing then on gain-of-function substitutions in catalytic subunit EZH2, which occur in [~]25% of follicular lymphomas, we show that Ezh2Y641F induces aberrant H3K27 methylation patterns even without wild-type Ezh2, and that these are alleviated by partial PRC2 inhibition. Ezh2Y641F also causes gains in existing H3K27 acetylation peaks and extensive gene expression changes. Remarkably, Ezh2Y641F transforms the transcriptomic response to PRC2 inhibition, leading notably to the induction of antigen presentation genes in mutant cells. Using a unique longitudinal cohort of FL patient samples we further strengthen the link between EZH2 mutation status and abnormal H3K27 methylation. This analysis also uncovered unexpected variability in the mutational landscape of successive biopsies from the same patient that points to the frequent co-existence of different clones. On a clinical level, this urges caution when stratifying patients based on single tumor sampling. Altogether, our results provide a mechanistic foundation for understanding how oncogenic PRC2 mutations disrupt chromatin and transcription, and the therapeutic vulnerabilities this creates.

cancer biology↗

bioRxiv2018

The BAP1 deubiquitinase complex is a general transcriptional co-activator

In Drosophila, a complex consisting of Calypso and ASX catalyzes H2A deubiquitination and has been reported to act as part of the Polycomb machinery in transcriptional silencing. The mammalian homologs of these proteins (BAP1 and ASXL1/2/3, respectively), are frequently mutated in various cancer types, yet their precise functions remain unclear. Using an integrative approach based on isogenic cell lines generated with CRISPR/Cas9, we uncover an unanticipated role for BAP1 in gene activation. This function requires the assembly of an enzymatically active BAPl-associated core complex (BAP1.com) containing one of the redundant ASXL proteins. We investigated the mechanism underlying BAP1.com-mediated transcriptional regulation and show that it functions neither in synergy nor by antagonism with the Polycomb machinery. Instead, our results provide compelling evidence that BAP1.com acts as a general transcriptional co-activator.

genomics↗