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Diaz-Rovira AM, Lotze J, Hoffmann G, Pallara C, Molina A, Coburger I, Gloser-Bräunig M, Meysing M, Zwarg M, Díaz L, Guallar V, Bosse-Doenecke E, Roda S. Efficient Design of Affilin ® Protein Binders for HER3. Int J Mol Sci 2025; 26:4683. [PMID: 40429825 PMCID: PMC12112719 DOI: 10.3390/ijms26104683] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/23/2025] [Revised: 05/08/2025] [Accepted: 05/12/2025] [Indexed: 05/29/2025] Open
Abstract
Engineered scaffold-based proteins that bind to concrete targets with high affinity offer significant advantages over traditional antibodies in theranostic applications. Their development often relies on display methods, where large libraries of variants are physically contacted with the desired target protein and pools of binding variants can be selected. Herein, we use a novel combined artificial intelligence/physics-based computational framework and phage display approach to obtain ubiquitin based Affilin® proteins targeting the human epidermal growth factor receptor 3 (HER3) extracellular domain, a relevant tumor target. As traditional antibodies against the receptor have failed so far, we sought to provide molecules in a smaller more versatile format to cover the medical need in HER3 related diseases. We demonstrate that the developed in silico pipeline can generate de novo Affilin® proteins binding the biochemical HER3 target using a small training set of <1000 sequences. The classical phage display yielded primary candidates with low nanomolar affinities to the biochemical target and HER3-expressing cells. The latter could be further optimized by phage display and computational maturation alike. These combined efforts resulted in four HER3 ligands with high affinity, cell binding, and serum stability with theranostic potential.
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Affiliation(s)
- Anna M. Diaz-Rovira
- Life Sciences Department, Barcelona Supercomputing Center, 08034 Barcelona, Spain; (A.M.D.-R.); (V.G.)
- Doctoral Program in Theoretical Chemistry and Computational Modelling, Universitat de Barcelona, 08028 Barcelona, Spain
| | - Jonathan Lotze
- Navigo Proteins GmbH, 06120 Halle, Germany; (J.L.); (G.H.); (I.C.); (M.G.-B.); (M.M.); (M.Z.)
| | - Gregor Hoffmann
- Navigo Proteins GmbH, 06120 Halle, Germany; (J.L.); (G.H.); (I.C.); (M.G.-B.); (M.M.); (M.Z.)
| | - Chiara Pallara
- Nostrum Biodiscovery S.L., 08029 Barcelona, Spain; (C.P.); (A.M.); (L.D.)
| | - Alexis Molina
- Nostrum Biodiscovery S.L., 08029 Barcelona, Spain; (C.P.); (A.M.); (L.D.)
| | - Ina Coburger
- Navigo Proteins GmbH, 06120 Halle, Germany; (J.L.); (G.H.); (I.C.); (M.G.-B.); (M.M.); (M.Z.)
| | - Manja Gloser-Bräunig
- Navigo Proteins GmbH, 06120 Halle, Germany; (J.L.); (G.H.); (I.C.); (M.G.-B.); (M.M.); (M.Z.)
| | - Maren Meysing
- Navigo Proteins GmbH, 06120 Halle, Germany; (J.L.); (G.H.); (I.C.); (M.G.-B.); (M.M.); (M.Z.)
| | - Madlen Zwarg
- Navigo Proteins GmbH, 06120 Halle, Germany; (J.L.); (G.H.); (I.C.); (M.G.-B.); (M.M.); (M.Z.)
| | - Lucía Díaz
- Nostrum Biodiscovery S.L., 08029 Barcelona, Spain; (C.P.); (A.M.); (L.D.)
| | - Victor Guallar
- Life Sciences Department, Barcelona Supercomputing Center, 08034 Barcelona, Spain; (A.M.D.-R.); (V.G.)
- Nostrum Biodiscovery S.L., 08029 Barcelona, Spain; (C.P.); (A.M.); (L.D.)
- Institució Catalana de Recerca i Estudis Avançats (ICREA), 08010 Barcelona, Spain
| | - Eva Bosse-Doenecke
- Navigo Proteins GmbH, 06120 Halle, Germany; (J.L.); (G.H.); (I.C.); (M.G.-B.); (M.M.); (M.Z.)
| | - Sergi Roda
- Nostrum Biodiscovery S.L., 08029 Barcelona, Spain; (C.P.); (A.M.); (L.D.)
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