Biology subjects

Stoops, E.

Publications and source records attributed to Stoops, E..

8 recordsLinked to original sources

bioRxiv2025

Predicting dynamic expression patterns in budding yeast with a fungal DNA language model

Predicting gene expression from DNA sequence remains challenging due to complex regulatory codes. We introduce a masked DNA language model pretrained on 165 fungal genomes closely related to budding yeast that captures conserved regulatory grammar. Fine-tuning the LM on yeast RNA-seq data--including high-resolution transcriptional regulator induction time courses generated in this study--yielded Shorkie, a model that substantially improves gene expression prediction compared to baselines trained without self-supervision. Shorkie identified canonical transcription factor (TF) binding motifs and tracked their usage across induction experiments. Furthermore, Shorkie accurately predicted variant effects, outperforming leading sequence-to-expression models in cis-eQTL classification and achieving high concordance with massively parallel reporter assays. Interpretability analyses revealed Shorkies ability to resolve promoter dynamics, splicing signals, and temporal changes in regulatory motif usage. This framework demonstrates that evolutionary-scale pretraining combined with transfer learning substantially improves our ability to decode gene regulation from sequence, providing insights into noncoding variants and regulatory networks.

genomics↗

bioRxiv2022

Global analysis of the yeast knock-out phenome

Genome-wide phenotypic screens in the budding yeast Saccharomyces cerevisiae have produced the largest, richest and most systematic phenotypic description of any organism. Such an achievement was enabled by the development of highly scalable phenotypic assays and construction of the yeast knock-out (YKO) collection, comprising ~5,000 isogenic strains each deleted for exactly one open reading frame. Systematic screening of the YKO collection led to ~500 publications describing ~14,500 phenotypes capturing nearly every aspect of yeast biology. Yet, integrative analyses of this rich data source have been virtually impossible due to the lack of a central repository and consistent meta-data annotations. Here, we describe the aggregation, harmonization and analysis of all published phenotypic screens of the YKO collection, which we refer to as the Yeast Phenome (www.yeastphenome.org). To demonstrate the power of data integration and illustrate how much it facilitates the generation of testable hypotheses, we present three discoveries uniquely enabled by Yeast Phenome. First, we use the variation in the number of phenotypes per gene to identify tryptophan homeostasis as a central point of vulnerability to a wide range of chemical compounds, including FDA-approved drugs. Second, using phenotypic profiles as a tool for predicting gene function, we identify and validate the role of YHR045W as a novel regulator of ergosterol biosynthesis and DNA damage response, and YGL117W as a new member of the aromatic amino acid biosynthesis pathway. Finally, we describe a surprising exponential relationship between phenotypic similarity and intergenic distance in both yeast and human genomes. This relationship, which stretches as far as 380 kb in yeast and 100 Mb in humans, suggests that gene positions are optimized for function to a much greater extent than appreciated previously. Overall, we show that Yeast Phenome enables systematic enquiries into the nature of gene-gene and gene-phenotype relationships and is an important new resource for systems biology.

systems biology↗

bioRxiv2022

Neighbouring modifications interfere with the detection of phosphorylated alpha-synuclein at Serine 129: Revisiting the specificity of pS129 antibodies

Alpha-synuclein (aSyn) within Lewy bodies, Lewy neurites, and other pathological hallmarks of Parkinsons disease and synucleinopathies have consistently been shown to accumulate in aggregated and phosphorylated forms of the protein, predominantly at Serine 129 (S129). Antibodies against phosphorylated S129 (pS129) have emerged as the primary tools to investigate, monitor, and quantify aSyn pathology in the brain and peripheral tissues. However, most of the antibodies and immunoassays aimed at detecting pS129-aSyn were developed based on the assumption that neighbouring post-translational modifications (PTMs) either do not co-occur with pS129 or do not influence its detection. Herein, we demonstrate that the co-occurrence of multiple pathology-associated C-terminal PTMs (e.g., phosphorylation at Tyrosine 125 or truncation at residue 133 or 135) differentially influences the detection of pS129-aSyn species by pS129-aSyn antibodies. These observations prompted us to systematically reassess the specificity of the most commonly used pS129 antibodies against monomeric and aggregated forms of pS129-aSyn in mouse brain slices, primary neurons, mammalian cells and seeding models of aSyn pathology formation. We identified two antibodies that are insensitive to pS129 neighbouring PTMs. However, consistent with previous reports, most pS129 antibodies showed cross-reactivity towards other proteins and often detected low and high molecular weight bands in aSyn knock-out samples that could be easily mistaken for monomeric or High Molecular Weight aggregates of aSyn. Our observations suggest that the pS129 antibodies do not capture the biochemical and morphological diversity of aSyn pathology. They also underscore the need for more specific pS129 antibodies, more thorough characterization and validation of existing antibodies, and the use of the appropriate protein standards and controls in future studies.

neuroscience↗

bioRxiv2022

Comparative analysis of total alpha-synuclein (αSYN) immunoassays reveals that they do not capture the diversity of modified αSYN proteoforms

BackgroundThe development of therapeutics for Parkinsons disease (PD) requires the establishment of biomarker assays to enable stratifying patients, monitoring disease progression and assessing target engagement. Attempts to develop diagnostic assays based on detecting levels of the -synuclein (SYN) protein, a central player in the pathogenesis of PD, have yielded inconsistent results. ObjectiveTo determine whether the three commercial kits that have been extensively used for total SYN quantification in human biological fluids (from Euroimmun, MSD, and Biolegend) are capable of capturing the diversity and complexity of relevant SYN proteoforms. MethodsWe investigated and compared the ability of the different assays to detect the diversity of SYN proteoform using a library of SYN proteins that compromise the majority of disease-relevant SYN variants and post-translational modification. ResultsOur findings showed that none of the three tested immunoassays accurately capture the totality of relevant SYN species and are unable to recognize most disease-associated C-terminally truncated variants of SYN. Moreover, several N-terminal truncations and phosphorylation/nitration differentially modify the level of SYN detection and recovery by different immunoassays, and a CSF matrix effect was observed for most of the SYN proteoforms analyzed by the three immunoassays. ConclusionsOur results showed that these immunoassays do not capture the totality of the relevant SYN species and therefore may not be appropriate tools to provide an accurate measure of total SYN levels in samples containing modified forms of the protein. This highlights the need for next-generation SYN immunoassays that capture the diversity of SYN proteoforms.

neuroscience↗

bioRxiv2022

Functional LINC complex maintains epigenetic landscape and decondenses DNA in mature muscles

We show here that the Linker of Nucleoskeleton and Cytoskeleton (LINC) complex is needed to minimize chromatin repression. The genomic binding profile of Polycomb, Heterochromatin Protein1 (HP1a) repressors, and of RNA-Pol II were studied in Drosophila larval muscles lacking functional LINC complex. A significant increase in the binding of Polycomb, and parallel reduction of RNA-Pol-II binding to a set of muscle genes was observed. Consistently, enhanced tri-methylated H3K9 and H3K27 repressive modifications, and reduced chromatin activation by H3K9 acetylation were found. Furthermore, larger tri-methylated H3K27me3 repressive clusters, and chromatin redistribution from the nuclear periphery towards nuclear center, were detected in live LINC mutant larval muscles. Computer simulation indicated that the observed dissociation of the chromatin from the nuclear envelope promotes growth of tri-methylated H3K27 repressive clusters. Thus, we suggest that by promoting chromatin-nuclear envelope binding, the LINC complex restricts the size of repressive H3K27 tri-methylated clusters, thereby limiting the binding of Polycomb transcription repressor, directing robust transcription in muscle fibers.

cell biology↗

bioRxiv2020

A genome-scale yeast library with inducible expression of individual genes

The ability to switch a gene from off to on and monitor dynamic changes provides a powerful approach for probing gene function and elucidating causal regulatory relationships, including instances of feedback control. Here, we developed and characterized YETI (Yeast Estradiol strains with Titratable Induction), a collection in which 5,687 yeast genes are engineered for transcriptional inducibility with single-gene precision at their native loci and without plasmids. Each strain contains Synthetic Genetic Array (SGA) screening markers and a unique molecular barcode, enabling high-throughput yeast genetics. We characterized YETI using quantitative growth phenotyping and pooled BAR-seq screens, and we used a YETI allele to characterize the regulon of ROF1, showing that it is a transcriptional repressor. We observed that strains with inducible essential genes that have low native expression can often grow without inducer. Analysis of data from other eukaryotic and prokaryotic systems shows that low native expression is a critical variable that can bias promoter-perturbing screens, including CRISPRi. We engineered a second expression system, Z3EB42, that gives lower expression than Z3EV, a feature enabling both conditional activation and repression of lowly expressed essential genes that grow without inducer in the YETI library.

synthetic biology↗

bioRxiv2020

Characterization and validation of 15 α-synuclein conformation-specific antibodies using well-characterized preparations of α-synuclein monomers, fibrils and oligomers with distinct structures and morphology: How specific are the conformation-specific α-synuclein antibodies?

Increasing evidence suggests that alpha-synuclein (-syn) oligomers are obligate intermediates in the pathway involved in -syn fibrillization and Lewy body (LB) formation, and may also accumulate within LBs in Parkinsons disease (PD) and other synucleinopathies. Therefore, the development of tools and methods to detect and quantify -syn oligomers has become increasingly crucial for mechanistic studies to understand the role of these oligomers in PD, and to develop new diagnostic methods and therapies for PD and other synucleinopathies. The majority of these tools and methods rely primarily on the use of aggregation state-specific or conformation-specific antibodies. Given the impact of the data and knowledge generated using these antibodies on shaping the foundation and directions of -syn and PD research, it is crucial that these antibodies are thoroughly characterized, and their specificity or ability to capture diverse -syn species is tested and validated. Herein, we describe an antibody characterization and validation pipeline that allows a systematic investigation of the specificity of -syn antibodies using well-defined and well-characterized preparations of various -syn species, including monomers, fibrils, and different oligomer preparations that are characterized by distinct morphological, chemical and secondary structure properties. This pipeline was used to characterize 18 -syn antibodies, 16 of which have been reported as conformation- or oligomer-specific antibodies, using an array of techniques, including immunoblot analysis (slot blot and Western blot), a digital ELISA assay using single molecule array technology and surface plasmon resonance. Our results show that i) none of the antibodies tested are specific for one particular type of -syn species, including monomers, oligomers or fibrils; ii) all antibodies that were reported to be oligomer-specific also recognized fibrillar -syn; and iii) a few antibodies showed high specificity for oligomers and fibrils but did not bind to monomers. These findings suggest that the great majority of -syn aggregate-specific antibodies do not differentiate between oligomers and fibrils, thus highlighting the importance of exercising caution when interpreting results obtained using these antibodies. Our results also underscore the critical importance of the characterization and validation of antibodies before their use in mechanistic studies and as diagnostic and therapeutic agents. This will not only improve the quality and reproducibility of research and reduce costs but will also reduce the number of therapeutic antibody failures in the clinic.

neuroscience↗

bioRxiv2018

Organ transformation by environmental disruption of epigenetic memory

Despite major progress in mechanistic understanding of epigenetic reprogramming of cells, the basis of organ reprograming by (epi-)gene-environment interactions remained largely obscured. Here we use the ether-induced haltere-to-wing transformations as a model for epigenetic "reprogramming" at the whole organism level. Our findings support a mechanistic chain of events explaining why and how brief embryonic exposure to ether leads to organ transformation manifested at the larval stage and on. We show that ether interferes with protein integrity in the egg leading to altered deployment of Hsp90 and repression of Trithorax-mediated establishment of H3K4 tri-methylations. This repression pre-disposes early methylated Ubx targets and wing genes for later up-regulation in the larval haltere disc, hence the wing-like outcome. Consistent with compromised protein integrity during the exposure, the severity of bithorax transformation is increased by genetic or chemical reduction of Hsp90 function. Moreover, a joint reduction in Hsp90 and trx gene dosage can cause bithorax transformations without exposure to ether. These findings implicate environmental disruption of protein integrity at the onset of histone methylations with a modification of epigenetic memory, which in turn, supports a morphogenetic shift towards an ancestral-like body plan. The morphogenetic impact of chaperone response during a major setup of epigenetic patterns may be a general scheme for organ reprogramming by environmental cues.

developmental biology↗