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Judith Kribelbauer Profile
Judith Kribelbauer

@JKribelbauer

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Gabilan Assistant Professor of Bio Sciences @ USC - Mol&Comp Bio Dept prev @EPFL @Columbia | opinions my own #genomics #mechanisms #TranscriptionFactors

Joined January 2020
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@JKribelbauer
Judith Kribelbauer
7 months
Looking forward to feedback from the community. We want to move into new applications (SynBio, genAI, . ), reach out if interested!.
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@JKribelbauer
Judith Kribelbauer
7 months
Stay tuned, we have some exciting collaborations in the works (@lucapinello lab), applying EXTRA-seq to test cell type specificity & the dynamic range of synthetically created sequences.
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@JKribelbauer
Judith Kribelbauer
7 months
We evaluated combinatorial E-P modifications, finding a new role for the TATA box, which acts as a 'noise suppressor' to prevent expression from weak (1 TFBS) "enhancers". With increasing E strength it switches to activation thus expanding the dynamic range.
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@JKribelbauer
Judith Kribelbauer
7 months
It also allows testing "out-of context" enhancer activities and what enhancer-native molecular features correlate with expression.
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@JKribelbauer
Judith Kribelbauer
7 months
We sys compare it to plasmid-based MPRAs and deep learning models (Enformer @deepmind), finding new bio insights & suggesting ways to improve predictions. We resolve expression differences down to distinct TF configurations on DNA, highlighting shortcomings of MPRAs and DL tools.
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@JKribelbauer
Judith Kribelbauer
7 months
EXTRA-seq can be targeted to endogenous loci, allowing us to measure "near-native" gene expression as a function of dozens of newly introduced E-P genotypes (over 2kb apart).
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@JKribelbauer
Judith Kribelbauer
7 months
Finally out! We present EXTRA-seq, a new EXTended Reporter Assay to quantify endogenous enhancer-promoter communication at kb scale!.A 🧵about what it can do:.
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biorxiv.org
Precise control of gene expression is essential for cellular function, but the mechanisms by which enhancers communicate with promoters to coordinate this process are not fully understood. While...
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@JKribelbauer
Judith Kribelbauer
7 months
Enjoyed presenting at #NGSB24! Thanks to the entire OC for putting together a fantastic meeting! So many exciting new avenues for SynBio, from DNA synthesis, cell-free systems, designing regulatory systems, all the way to improving AI and exploring new applications!.
@ProfTomEllis
Tom Ellis
7 months
Afternoon session now at #ngsb24 - and it’s the first of four talks on Machine Learning and AI in synbio. Really nice first talk by Judith Kribelbauer from EPFL
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@JKribelbauer
Judith Kribelbauer
8 months
RT @ArttuJolma: (1/8) Thrilled to reveal the results of the Codebook Project, an international effort to identify accurate DNA-binding moti….
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@JKribelbauer
Judith Kribelbauer
8 months
Check out this preprint from @AntoniGralak a very talented PhD in the @BartDeplancke lab, developing methyl-SMiLE-seq and applying it to study poorly characterized human TFs as part of the Codebook Consortium! 1/5 linked preprints across exp. platforms.
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@JKribelbauer
Judith Kribelbauer
8 months
It's finally out! Massive team effort by the Codebook Consortium to characterize binding specificities of poorly studied human TFs. Preprint below highlights results of the benchmarking (1/5 preprints). Glad I was able to contribute as part of @BartDeplancke lab, w @AntoniGralak.
@halfacrocodile
Vanja (Ivan Kulakovskiy)
8 months
(1/13) Excited to present the results of the large-scale benchmarking of DNA motif discovery tools using the Codebook data compendium on poorly studied human transcription factors and the Codebook Motif Explorer .| ️
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@JKribelbauer
Judith Kribelbauer
9 months
highly recommend!.
@sdomcke
Silvia Domcke
9 months
New synthetic biology / gene regulation lab opening in Zurich! We’re studying how to control cell state transitions – for example, making diseased cells healthy or creating new cellular functions – using systematic perturbations, single-cell genomics and machine learning. 🧵1/4
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@JKribelbauer
Judith Kribelbauer
10 months
We believe that context-only TFs are critical in establishing cooperative environments with high TF concentrations in enhancers marked by cell type-specific pioneers/activators. Such environments increase the odds that regulatory elements can engage in productive communication.
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@JKribelbauer
Judith Kribelbauer
10 months
Moreover, such communicating enhancers display elevated levels of TF occupancy that is no longer reflective of TFBS strength, supporting the notion of a ‘high' TF concentration environment.
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@JKribelbauer
Judith Kribelbauer
10 months
Context-only TFs are associated with higher levels of BRD4, thus indicating that their ‘activity-boosting’ ability may relate to an overall increase in TF recruitment. Indeed, context-only TFBSs are enriched in genetically-linked enhancers that resemble Super Enhancers.
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@JKribelbauer
Judith Kribelbauer
10 months
This cooperativity is not explained by the formation of canonical TF heterodimers: context-only TFs are found in peak shoulders, on average ~200bp away from the causal SNP.
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@JKribelbauer
Judith Kribelbauer
10 months
By contrasting episomal and genome-integrated STARR-seq assays of syn enhs w 1-5 TFBSs, we show that these ‘context-only’ TFs cannot independently establish endogenous activity, BUT when added to cell type-specific TFs (like those found at SNPs), they boost enhancer activity.
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@JKribelbauer
Judith Kribelbauer
10 months
To recap, we asked why some SNPs found in enhancers result in molecular changes, while others do not. We found that beyond the usual TF suspects enriched directly at the SNPs, there is also a class of TFs specifically enriched in the context of causal SNPs.
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@JKribelbauer
Judith Kribelbauer
10 months
Excited to share our latest tool at #NGSB24, leveraging synthetic enhancers to learn what deep learning models get right & wrong about how the non-coding genome controls gene expression. Pre-print coming soon!.
@VIBTrainConf
VIB Training & Conferences
10 months
🧬Are you a researcher working in #SyntheticBiology? Then, present your latest breakthroughs to key scientists in this exciting field at #NGSB24. Plenary poster pitches & the @EMBO Poster Prize are up for grabs!.⬆️Upload your abstract before 8 Oct: #Synbio
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