Biology subjects

Durdu, S.

Publications and source records attributed to Durdu, S..

5 recordsLinked to original sources

bioRxiv2026

Modular control of CpG islands by chromatin-opening transcription factors specifies transcription start sites

CpG islands (CGIs) constitute the dominant class of promoters in vertebrate genomes, yet the mechanisms underlying their transcription initiation remain unclear. Using deep learning and acute perturbation of twelve transcription factors (TFs), we show that chromatin-opening TFs are the primary determinants of initiation site selection, thereby governing promoter output. The dominant TF defines a nucleosome-free region and specifies where transcription begins by binding closest to the transcription start site. Loss of this TF redirects transcription initiation to an adjacent secondary TF position, partially buffering gene expression. Promoter variant analyses validate that this modular control of initiation is encoded in cis and programmable. This principle extends to initiation at enhancers and TATA-box promoters, where chromatin-opening TFs unmask the TATA box for focused initiation. These findings point to a common sequence grammar for transcription across promoters and enhancers, supporting a minimalist and evolvable architecture of cis-regulatory regions.

molecular biology↗

bioRxiv2025

The genetic architecture of the human bZIP family

Generative biology holds the promise to transform our ability to design and understand living systems by creating novel proteins, pathways, and organisms with tailored functions that address challenges in medicine, sustainability, and technology. However, training generative models requires large quantities of data that captures the genetic architecture of protein function in all its complexity, but these are currently scarce. Here, we systematically mutagenized all 54 human basic-leucine zipper (bZIP) domains and quantified their interactions with each other using bindingPCA, a quantitative deep mutational scanning assay. This resulted in [~]2 million interaction measurements, capturing the effect of all single amino acid substitutions at each of the 35 interfacial positions. We found that mutation effects are largely additive in the vicinity of each wild-type bZIPs, but diverge across the family, indicating strong context dependency. A global additive thermodynamic model provided moderate prediction of mutation effects, while individual models per bZIP achieved higher performance, supporting a model of local simplicity and global complexity. Our results therefore suggest that the genetic architecture of protein function is more complex than previously anticipated, which could hinder predictability. However, a convolutional neural network trained on this dataset could accurately predict binding scores from sequence alone. Furthermore, the model enabled the design of synthetic bZIPs with high target specificity, demonstrating practical applicability for bioengineering purposes. Our study shows that capturing family-wide diversity is essential to reveal context dependencies and train accurate quantitative models of protein-protein interactions.

biophysics↗

bioRxiv2025

Nuclear rerouting of paracrine Fgf3 in source cells represses target genes to pattern morphogen responses

Morphogen gradients direct tissue patterning by inducing dose-dependent transcriptional responses, yet ligand-producing cells often respond differently from their neighbors. Using the zebrafish lateral line organogenesis model, we uncover a cell-autonomous role for the paracrine ligand Fgf3. Transcriptomic profiling and quantitative single-molecule imaging identify target genes, including the chemokine scavenger cxcr7b, whose expression decreases both when FGF receptor signaling is inhibited and when Fgf3 is overexpressed. High-resolution live imaging reveals nuclear accumulation of Fgf3 in producing cells, whereas neighbors receive only extracellular ligand, a feature also observed in other embryonic tissues. Mosaic gain- of-function and nanobody-mediated degradation demonstrate that the nuclear pool of Fgf3 autonomously represses specific targets without impairing canonical receptor signaling. Structure-guided comparative assays indicate nuclear targeting as a latent property of several paracrine FGFs. Dual secreted-nuclear functionality of FGF ligands may represent an intrinsic symmetry-breaking mechanism during organogenesis.

developmental biology↗

bioRxiv2024

Chromatin-dependent motif syntax defines differentiation trajectories

Transcription factors recognizing short DNA sequences within gene regulatory regions are crucial drivers of cell identity. Despite recent advances, their specificity remains incompletely understood. Here, we address this by contrasting two TFs, NGN2 and MyoD1, which recognize ubiquitous E-box motifs yet instigate distinct cell fates--neurons and muscles, respectively. Following controlled induction in embryonic stem cells, we monitor binding across differentiation trajectories, employing an interpretable machine-learning approach integrating pre-existing DNA accessibility data. This reveals a chromatin-dependent motif syntax, delineating both common and factor-specific binding and predicting genome engagement with high precision. Shared binding sites reside in open chromatin, locally influenced by nucleosomes. In contrast, factor-specific binding in closed chromatin involves NGN2 and MyoD1 acting as pioneer-factors, influenced by multi-motifs, rotational spacing, flanking sequences, and specific interaction partners, accounting for subsequent lineage divergence. Extending our methodology to other models demonstrates how such combination of opportunistic-binding and context-specific chromatin opening underpin transcription factor specificity driving differentiation trajectories.

genomics↗

bioRxiv2022

Readout of histone methylation by Trim24 locally restricts chromatin opening by p53

The genomic binding sites of the transcription factor (TF) and tumour suppressor p53 are unusually diverse in regards to their chromatin features, including histone modifications, opening the possibility that chromatin provides context-dependence for p53 regulation. Here, we show that the ability of p53 to open chromatin and activate its target genes is indeed locally restricted by its cofactor Trim24. Trim24 binds to both p53 and unmethylated lysine 4 of histone H3, thereby preferentially locating to those p53 sites that reside in closed chromatin, while it is deterred from accessible chromatin by lysine 4 methylation. The presence of Trim24 increases cell viability upon stress and enables p53 to impact gene expression as a function of the local chromatin state. These findings link histone methylation to p53 function and illustrate how specificity in chromatin can be achieved, not by TF-intrinsic sensitivity to histone modifications, but by employing chromatin-sensitive cofactors which locally modulate TF function.

genomics↗