Project A01.2

Principal Investigator

Prof. Dr. Jens Bosse

CSSB Center for Structural Systems Biology
Hannover Medical School
RESIST group Quantitative Virology

A1.2

PhD candidate

Aria Dang


A1.2

Project Summary

Targeting viral Achilles heels with AI-driven protein design

Human herpesviruses include widespread pathogens such as Herpes Simplex Viruses (HSV-I, -II), Epstein-Barr Virus, and Human Cytomegalovirus [1]. Unlike many other viruses, herpesviruses can establish lifelong infections. While these latent infections are often self-contained in healthy individuals, viral reactivation can lead to severe, life-threatening complications within immunocompromised populations [1,2].

To develop the tools needed to treat these patients, we must first understand the molecular machinery underpinning viral infection. Our goal is to map specific protein-protein interactions (PPIs) into „interactomes,” giving us a glimpse into the proteins driving viral pathology [3,4]. By identifying the conserved binding interfaces within these PPIs, we can pinpoint specific vulnerabilities to target with new treatments.

Our research bridges the gap between computational prediction and experimental biology. We use AI-based structure-prediction tools, such as AlphaFold, to identify viral protein-binding interfaces in 3D with high fidelity [3-5]. With these targets identified, we then employ in silico tools to generate synthetic protein binders that bind to these interfaces, inhibiting viral function.

We are currently moving these designs from computer modelling to the bench. The synthetic inhibitors are expressed and validated using structural studies, along with a recently developed specialized cell-free binding assay. By combining AI prediction with rigorous experimental testing, we aim to build a reliable pipeline for developing the next generation of antiviral therapeutics.

A1.2

  1. Mettenleiter TC, Klupp BG, Granzow H. Herpesvirus assembly: an update. Virus Res. 2009 Aug;143(2):222-34. doi: 10.1016/j.virusres.2009.03.018. Epub 2009 Apr 7.
  2. Whitley RJ, Roizman B. Herpes Simplex Viruses. In: Clinical Virology. ASM Press; 2016:415-445. doi: 10.1128/9781555819439.ch20.
  3. Abramson J, Adler J, Dunger J, …, Jaderberg M, Hassabis D, Jumper JM. Accurate structure prediction of biomolecular interactions with AlphaFold 3. Nature. 2024 Jun;630(8016):493-500. doi: 10.1038/s41586-024-07487-w.
  4. Evans R, O’Neill M, Pritzel A, et al. Protein Complex Prediction with AlphaFold-Multimer. bioRxiv; 2021. doi: 10.1101/2021.10.04.463034.
  5. Soh TK, Ognibene S, Sanders S, Schäper R, Kaufer BB, Bosse JB. A proteome-wide structural systems approach reveals insights into protein families of all human herpesviruses. Nat Commun. 2024 Nov 26;15(1):10230. doi: 10.1038/s41467-024-54668-2.