With this, we want to show that capturing family-wide mutation effects is essential to allow the training of accurate quantitative models of protein-protein interactions.
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With out extensive dataset, we trained a neural network that could accurately predict binding from sequence and even enable the design of highly specific synthetic bZIPs.
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We found that mutation effects are mostly additive in the context of close family members but more complex in distant regions of the sequence landscape indicating that the genetic architecture of protein function is more complex than previously thought.
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In total, we quantitatively measured about 2M interactions of all possible single amino acid mutants of all 54 human leucine zipper domains with their wild-type interaction partners.
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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 challenge...
I am happy to finally share this preprint of my PhD project in @guillaumediss.bsky.social lab at the FMI in Basel.
We used ddPCA to map the genetic architecture of the entire human bZIP interaction network.
www.biorxiv.org/content/10.1...
Thanks to all our co-authors for the great collaboration!
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Molecular Biologist (aemonten.github.io) ไธจChief Editor @ CSH Protocols (cshprotocols.cshlp.org) ไธจHead of the Integrity in Publishing Group at CSHL Press ไธจChair "Molecular Biosystems Conference" (molbiosystems.com) ไธจ(Oxford) Comma King ไธจCentral Dogma Police
PhD Student with @marcbuhler.bsky.social at @fmiscience.bsky.social
Master's in Heidelberg, thesis with @karsten-rippe.bsky.social
Editorial assistant at the @nightsciencepod.bsky.social
gene regulation, chromatin, nuclear organisation, synthetic biology
Scientist at Dana-Farber Cancer Institute / Harvard Medical School
Discover the Languages of Biology
Build computational models to (help) solve biology? Join us! https://www.deboramarkslab.com
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PhD student at LPDI, EPFL ๐จ๐ญ
AI & Structural Biology
PhD student @EPFL ๐จ๐ญ
ML & computational biology ๐ค๐งฌโ๏ธ
Curious about dendritic cells and T cells in cancer ๐งช๐ฌ๐ฅ
PostDoc in the Pittet Lab at AGORA Cancer Center in Lausanne๐จ๐ญ
Former PhD student in the Bรถttcher Lab at TU Munich ๐ฉ๐ช
cryo-EM/ET @ EPFL, previously MPI Biochemistry
Professor of Chemical Biology and Molecular Therapeutics at UC Berkeley
Lipids | Membranes | Tardigrades | Chemical Biology | PostDoc @EPFL | Alumnus @MPICBB
Chemical biologist @ Max Planck Institut for Medical Research in Heidelberg
Professor in Systems Biology & Genetics @EPFL, opinions my own; Single Cell Omics / Gene Regulation / Transcription Factor / Stem Cells / Regulatory Variation / ML / Imaging / Adipose Biology / Microfluidics
https://www.epfl.ch/labs/deplanckelab
Associate Professor | Functional Genomics | UMass Chan Medical School
Head of Genome Biology Dept @EMBL,
Scientist, Principal investigator, Professor
Exploring genome regulation during development,
and everything to do with enhancers.
3D genome, chromatin topology,
cell_fate, embryonic Development,
Single Cell genomics
Prof of Computer Science and Life Sciences @ EPFL Previously @ Stanford
ML๐ค+Bio๐งฌ https://brbiclab.epfl.ch/
shendure lab |. krishna.gs.washington.edu
Lipid cell biologist @EPFL
Tenure Track Assistant Professor @epflSV; @HFSP postdoctoral fellow; First-gen graduate student