PreprintCited by 0Protein Structure and DynamicsBiochemical and Structural CharacterizationGene Regulatory Network Analysis

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Dissecting the Determinants of Domain Insertion Tolerance and Allostery in Proteins

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Mathony, Jan, Aschenbrenner, Sabine, Becker, Philipp, Niopek, Dominik·2023·bioRxiv (Cold Spring Harbor Laboratory)

Preprint — published as 10.1002/advs.202303496 · Paper page

Abstract

Domain insertion engineering is a promising approach to recombine the functions of evolutionarily unrelated proteins. Insertion of light-switchable receptor domains into a selected effector protein, for instance, can yield allosteric effectors with light-dependent activity. However, the parameters that determine domain insertion tolerance are poorly understood. Here, we used an unbiased screen to systematically assess the domain insertion permissibility of several evolutionary unrelated proteins. Training machine learning models on the resulting data allowed us to dissect features informative for domain insertion tolerance and revealed sequence conservation statistics as the strongest indicators of suitable insertion sites. Finally, extending our experimental pipeline towards the identification of switchable hybrids resulted in opto-chemogenetic derivatives of the transcription factor AraC that function as single-protein Boolean logic gates. Our study reveals determinants of domain insertion tolerance and facilitates the engineering of switchable proteins with unique mechanistic properties.

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  1. 10.1146/annurev.biophys.31.082901.134314 · DOI
  2. Jin, J. et al. Eukaryotic Protein Domains as Functional Units of Cellular Evolution. Sci. Signal. 2, (2009). · DOI
  3. 10.1126/science.aah3404 · DOI
  4. 10.1016/S0896-6273(00)80955-1 · DOI
  5. 10.1126/science.1159052 · DOI
  6. 2005, Engineering allosteric protein switches by domain insertion. Protein Engineering, Design and Selection, 18, 359, 10.1093/protein/gzi048 · DOI
  7. 10.1073/pnas.0502673102 · DOI
  8. 2019, Engineering proteins for allosteric control by light or ligands, Nature Protocols, 14, 1
  9. 10.1093/nar/gkaa1112 · DOI
  10. 2018, Engineered anti-CRISPR proteins for optogenetic control of CRISPR–Cas9, Nature Methods, 15, 924, 10.1038/s41592-018-0178-9 · DOI
  11. 10.1038/nbt.3528 · DOI
  12. 2016, Rapid construction of metabolite biosensors using domain-insertion profiling, Nature Communications, 7, 1
  13. 10.1016/j.cell.2011.10.049 · DOI
  14. Edwards, W. R. , Busse, K. , Allemann, R. K. & Jones, D. D . Linking the functions of unrelated proteins using a novel directed evolution domain insertion method. Nucleic Acids Research 36, e78 (2008). · DOI
  15. Coyote-maestas, W. , Nedrud, D. , Okorafor, S. , He, Y. & Schmidt, D . Targeted insertional mutagenesis libraries for deep domain insertion profiling. Nucleic Acids Research 48, e11 (2019). · DOI
  16. Coyote-Maestas, W. , He, Y. , Myers, C. L. & Schmidt, D . Domain insertion permissibility-guided engineering of allostery in ion channels. Nature Communications 10, 290 (2019). · DOI
  17. 2021, Probing ion channel functional architecture and domain recombination compatibility by massively parallel domain insertion profiling, Nat Commun, 12, 7114, 10.1038/s41467-021-27342-0 · DOI
  18. 10.1093/nar/gkw537 · DOI
  19. 10.1126/science.274.5291.1392 · DOI
  20. 10.1073/pnas.1218319110 · DOI
  21. 2022, ColabFold: Making Protein folding accessible to all, Nature Methods, 19, 679, 10.1038/s41592-022-01488-1 · DOI · Paper page
  22. 10.1093/nar/gkm998 · DOI
  23. Kawashima, S. & Kanehisa, M . AAindex: Amino Acid index database. Nucleic Acids Research 28, 374 (2000). · DOI
  24. 10.1093/bioinformatics/btg031 · DOI
  25. 2002, An analysis of protein domain linkers: their classification and role in protein folding. Protein Engineering, Design and Selection, 15, 871, 10.1093/protein/15.11.871 · DOI
  26. 10.1093/bioinformatics/bti363 · DOI
  27. 2002, Stochastic gradient boosting, Computational Statistics & Data Analysis, 38, 367, 10.1016/S0167-9473(01)00065-2 · DOI · Paper page
  28. Louppe, G . Understanding Random Forests: From Theory to Practice. Preprint at https://doi.org/10.48550/arXiv.1407.7502 (2015). · DOI · Paper page
  29. Mathony, J. & Niopek, D . Enlightening Allostery: Designing Switchable Proteins by Photoreceptor Fusion. Advanced Biology 5, 2000181 (2021). · DOI
  30. 10.1126/science.276.5311.421 · DOI
  31. 10.1111/j.1574-6976.2010.00226.x · DOI
  32. 2021, Engineering AraC to make it responsive to light instead of arabinose, Nat Chem Biol, 17, 817, 10.1038/s41589-021-00787-6 · DOI
  33. Dietler, J. et al. A Light-Oxygen-Voltage Receptor Integrates Light and Temperature. Journal of Molecular Biology 433, 167107 (2021). · DOI
  34. Li, X. et al. A single-component light sensor system allows highly tunable and direct activation of gene expression in bacterial cells. Nucleic Acids Research 48, e33 (2020). · DOI
  35. 10.1093/nar/gkw548 · DOI
  36. 2018, Programming the Dynamic Control of Bacterial Gene Expression with a Chimeric Ligand- and Light-Based Promoter System, ACS synthetic biology, 7, 2627, 10.1021/acssynbio.8b00280 · DOI
  37. Engler, C. , Kandzia, R. & Marillonnet, S. A One Pot, One Step, Precision Cloning Method with High Throughput Capability. PLOS ONE 3, e3647 (2008). · DOI
  38. 10.1073/pnas.082243699 · DOI
  39. 10.1016/j.molcel.2006.04.027 · DOI
  40. 2001, Tobacco etch virus protease: mechanism of autolysis and rational design of stable mutants with wild-type catalytic proficiency. Protein Engineering, Design and Selection, 14, 993, 10.1093/protein/14.12.993 · DOI
  41. 10.1002/pro.506 · DOI
  42. 10.1093/nar/gky010 · DOI
  43. 10.1002/pro.3235 · DOI · Paper page
  44. 10.1002/PRO.3943 · DOI
  45. 10.1093/nar/25.17.3389 · DOI · Paper page
  46. 10.1006/jmbi.1990.9999 · DOI · Paper page
  47. 10.1093/nar/gkh340 · DOI · Paper page
  48. 10.1007/s008940050043 · DOI
  49. 10.1371/journal.pcbi.1004100 · DOI
  50. 10.1524/auto.2011.0951 · DOI
  51. 10.1042/bj2690691 · DOI
  52. 1988, Positional flexibilities of amino acid residues in globular proteins, International Journal of Peptide and Protein Research, 32, 241, 10.1111/j.1399-3011.1988.tb01258.x · DOI
  53. 10.1093/protein/14.8.525 · DOI
  54. 2004, Quantifying the effect of burial of amino acid residues on protein stability, Proteins: Structure, Function, and Bioinformatics, 54, 315, 10.1002/prot.10584 · DOI

Metadata

Authors
Mathony, J., Aschenbrenner, S., Becker, P., & Niopek, D.
Affiliations
  • Technische Universität Darmstadt (DE)
  • Heidelberg University (DE)
Corresponding author
  • Mathony, Jan
  • Niopek, Dominik
Venue
bioRxiv (Cold Spring Harbor Laboratory)
Publisher
openRxiv
Published
2023-04-11
OpenAlex
W4365148007
Cited by
0
References
2
Type
posted content
Language
en
Open access
Licence
cc-by
Locations
  • bioRxiv (Cold Spring Harbor Laboratory) (acceptedVersion, cc-by)
  • Technical University of Denmark, DTU Orbit (Technical University of Denmark, DTU) (submittedVersion, cc-by)
  • TUbilio (Technical University of Darmstadt) (submittedVersion, cc-by)
  • Technischen Universität Darmstadt (submittedVersion, cc-by)
  • Technischen Universität Darmstadt (cc-by)
Funders
  • European Commission (101041570)
  • Deutsche Forschungsgemeinschaft (453202693)
  • Aventis Foundation
Topics
  • Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Protein Structure and Dynamics
  • Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Biochemical and Structural Characterization
  • Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Gene Regulatory Network Analysis
Keywords
protein allostery, allosteric effectors, sequence conservation, machine learning prediction, optogenetics, chemogenetics, Boolean logic gates, protein engineering

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CoChat. (2026). Citation check: Dissecting the Determinants of Domain Insertion Tolerance and Allostery in Proteins. https://app.cochat.ai/papers/10.1101/2023.04.11.536407
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Mathony, J., Aschenbrenner, S., Becker, P., & Niopek, D. (2023). Dissecting the Determinants of Domain Insertion Tolerance and Allostery in Proteins. bioRxiv (Cold Spring Harbor Laboratory). https://doi.org/10.1101/2023.04.11.536407