Cited by 43Protein Structure and Dynamicsnanoparticles nucleation surface interactionsAtmospheric aerosols and clouds

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Structure and Protein-Protein Interactions of Ice Nucleation Proteins Drive Their Activity

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Abstract

Microbially-produced ice nucleating proteins (INpro) are unique molecular structures with the highest known catalytic efficiency for ice formation. Airborne microorganisms utilize these proteins to enhance their survival by reducing their atmospheric residence times. INpro also have critical environmental effects including impacts on the atmospheric water cycle, through their role in cloud and precipitation formation, as well as frost damage on crops. INpro are ubiquitously present in the atmosphere where they are emitted from diverse terrestrial and marine environments. Even though bacterial genes encoding INpro have been discovered and sequenced decades ago, the details of how the INpro molecular structure and oligomerization foster their unique ice-nucleation activity remain elusive. Using machine-learning based software AlphaFold 2 and trRosetta, we obtained and analysed the first ab initio structural models of full length and truncated versions of bacterial INpro. The modeling revealed a novel beta-helix structure of the INpro central repeat domain responsible for ice nucleation activity. This domain consists of repeated stacks of two beta strands connected by two sharp turns. One beta-strand is decorated with a TxT amino acid sequence motif and the other strand has an SxL[T/I] motif. The core formed between the stacked beta helix-pairs is unusually polar and very distinct from previous INpro models. Using synchrotron radiation circular dichroism, we validated the β-strand content of the central repeat domain in the model. Combining the structural model with functional studies of purified recombinant INpro, electron microscopy and modeling, we further demonstrate that the formation of dimers and higher-order oligomers is key to INpro activity. Using computational docking of the new INpro model based on rigid-body algorithms we could reproduce a previously proposed homodimer structure of the INpro CRD with an interface along a highly conserved tyrosine ladder and show that the dimer model agrees with our functional data. The parallel dimer structure creates a surface where the TxT motif of one monomer aligns with the SxL[T/I] motif of the other monomer widening the surface that interacts with water molecules and therefore enhancing the ice nucleation activity. This work presents a major advance in understanding the molecular foundation for bacterial ice-nucleation activity.

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Research works printed but not linked: 82

  1. Abe, 1989, An ice nucleation active gene of Erwinia ananas. Sequence similarity to those of Pseudomonas species and regions required for ice nucleation activity, FEBS Lett., 258, 297, 10.1016/0014-5793(89)81678-3 · DOI
  2. Alsved, 2018, Effect of Aerosolization and drying on the viability of Pseudomonas syringae cells, Front. Microbiol., 9, 3086, 10.3389/fmicb.2018.03086 · DOI
  3. Amato, 2015, Survival and ice nucleation activity of bacteria as aerosols in a cloud simulation chamber, Atmos. Chem. Phys., 15, 6455, 10.5194/acp-15-6455-2015 · DOI
  4. Andrade, 2001, Protein repeats: structures, functions, and evolution, J. Struct. Biol., 134, 117, 10.1006/jsbi.2001.4392 · DOI
  5. Anthis, 2013, Sequence-specific determination of protein and peptide concentrations by absorbance at 205 nm, Protein Sci., 22, 851, 10.1002/pro.2253 · DOI
  6. Augustin, 2013, Immersion freezing of birch pollen washing water, Atmos. Chem. Phys., 13, 10989, 10.5194/acp-13-10989-2013 · DOI
  7. Budke, 2015, BINARY: An optical freezing array for assessing temperature and time dependence of heterogeneous ice nucleation, Atmos. Meas. Tech., 8, 689, 10.5194/amt-8-689-2015 · DOI
  8. Bühl, 2013, Toward a quantitative characterization of heterogeneous ice formation with lidar/radar: comparison of CALIPSO/CloudSat with ground-based observations, Geophys. Res. Lett., 40, 4404, 10.1002/grl.50792 · DOI
  9. Burke, 1990, Surface properties and size of the ice nucleation site in ice nucleation active bacteria: theoretical considerations, Cryobiology, 27, 80, 10.1016/0011-2240(90)90054-8 · DOI
  10. Cascajo-Castresana, 2019, Protein aggregates nucleate ice: the example of apoferritin, Atmos. Chem. Phys. Discuss., 20, 3219, 10.5194/acp-2019-861 · DOI
  11. Christner, 2008, Ubiquity of biological ice nucleators in snowfall, Science, 319, 1214, 10.1126/science.1149757 · DOI
  12. Costa, 2014, Bacterial ice nuclei impact cloud lifetime and radiative properties and reduce atmospheric heat loss in the BRAMS simulation model, Environ. Res. Lett., 9, 084020, 10.1088/1748-9326/9/8/084020 · DOI
  13. Creamean, 2020, Thawing permafrost: an overlooked source of seeds for Arctic cloud formation, Environ. Res. Lett., 15, 1, 10.1088/1748-9326/ab87d3 · DOI
  14. Delort, 2017, Microbiology of Aerosols, 10.1002/9781119132318 · DOI
  15. Eickhoff, 2019, Contrasting behavior of antifreeze proteins: ice growth inhibitors and ice nucleation promoters, J. Phys. Chem. Lett., 10, 966, 10.1021/acs.jpclett.8b03719 · DOI
  16. Fletcher, 1959, Entropy effect in ice crystal nucleation, J. Chem. Phys., 30, 1476, 10.1063/1.1730221 · DOI
  17. Fröhlich-Nowoisky, 2015, Ice nucleation activity in the widespread soil fungus Mortierella alpina, Biogeosciences, 12, 1057, 10.5194/bg-12-1057-2015 · DOI
  18. Garnham, Anchored clathrate waters bind antifreeze proteins to ice, Proc. Natl. Acad. Sci., 108, 7363, 10.1073/pnas.1100429108 · DOI
  19. Garnham, Novel dimeric β-helical model of an ice nucleation protein with bridged active sites, BMC Struct. Biol., 11, 36, 10.1186/1472-6807-11-36 · DOI
  20. Govindarajan, 1988, Size of bacterial ice-nucleation sites measured in situ by radiation inactivation analysis, PNAS USA, 85, 1334, 10.1073/pnas.85.5.1334 · DOI
  21. Grawe, 2018, Coal fly ash: linking immersion freezing behavior and physicochemical particle properties, Atmos. Chem. Phys., 18, 13903, 10.5194/acp-18-13903-2018 · DOI
  22. Green, 1985, Physical and functional repetition in a bacterial ice nucleation gene, Nature, 317, 645, 10.1038/317645a0 · DOI
  23. Han, 2017, Biophysical characterization of soluble Pseudomonas syringae ice nucleation protein InaZ fragments, Int. J. Biol. Macromol., 94, 634, 10.1016/j.ijbiomac.2016.10.062 · DOI
  24. Hartmann, 2013, Immersion freezing of ice nucleation active protein complexes, Atmos. Chem. Phys., 13, 5751, 10.5194/acp-13-5751-2013 · DOI
  25. Hartmann, 2019, Variation of ice nucleating particles in the European Arctic Over the last centuries, Geophys. Res. Lett., 46, 4007, 10.1029/2019GL082311 · DOI
  26. Hoffmann, 2016, Circular Dichroism Spectroscopy for Structural Characterization of Proteins, 10.1007/978-1-4939-4029-5_6 · DOI
  27. Huang, 2021, Overview of biological ice nucleating particles in the atmosphere, Environ. Int., 146, 106197, 10.1016/j.envint.2020.106197 · DOI
  28. Hudait, 2018, Ice-nucleating and antifreeze proteins recognize ice through a diversity of anchored Clathrate and ice-like motifs, J. Am. Chem. Soc., 140, 4905, 10.1021/jacs.8b01246 · DOI
  29. Kajava, 1993, A model of the three-dimensional structure of ice nucleation proteins, J. Mol. Biol., 232, 709, 10.1006/jmbi.1993.1424 · DOI
  30. Kanji, 2017, Overview of ice nucleating particles, Meteorol. Monogr., 58, 1.1, 10.1175/AMSMONOGRAPHS-D-16-0006.1 · DOI
  31. Knackstedt, 2018, Terrestrial origin for abundant riverine Nanoscale ice-nucleating particles, Environ. Sci. Technol., 52, 12358, 10.1021/acs.est.8b03881 · DOI
  32. Li, 1995, Bacterial ice nucleation and its potential application in the food industry, Trends Food Sci. Technol., 6, 259, 10.1016/S0924-2244(00)89110-4 · DOI
  33. Lindow, 1982, Bacterial ice nucleation: a factor in frost injury to plants, Plant Physiol., 70, 1084, 10.1104/pp.70.4.1084 · DOI
  34. Ling, 2021, Properties relevant to atmospheric dispersal of the ice-nucleation active Pseudomonas syringae strain R10.79 isolated from rain water, Aerobiologia, 37, 225, 10.1007/s10453-020-09682-4 · DOI
  35. Ling, 2018, Effects of ice nucleation protein repeat number and Oligomerization level on ice nucleation activity, J. Geophys. Res. Atmos., 123, 1802, 10.1002/2017JD027307 · DOI
  36. Lukas, 2021, Interfacial water ordering is insufficient to explain ice-nucleating protein activity, J. Phys. Chem. Lett., 12, 218, 10.1021/acs.jpclett.0c03163 · DOI
  37. Lukas, 2020, Electrostatic interactions control the functionality of bacterial ice Nucleators, J. Am. Chem. Soc., 142, 6842, 10.1021/jacs.9b13069 · DOI
  38. Marcolli, 2017, Pre-activation of aerosol particles by ice preserved in pores, Atmos. Chem. Phys., 17, 1595, 10.5194/acp-17-1595-2017 · DOI
  39. Margaritis, 1991, Principles and biotechnological applications of bacterial ice nucleation, Crit. Rev. Biotechnol., 11, 277, 10.3109/07388559109069185 · DOI
  40. Miles, 2007, Synchrotron radiation circular Dichroism (SRCD) spectroscopy: new beamlines and new applications in biology, Spectroscopy, 21, 245, 10.1155/2007/282713 · DOI
  41. Miles, 2008, Light flux density threshold at which protein denaturation is induced by synchrotron radiation circular dichroism beamlines, J. Synchrotron Radiat., 15, 420, 10.1107/S0909049508009606 · DOI
  42. Morris, 2004, Ice nucleation active bacteria and their potential role in precipitation, J. Phys. IV, 121, 87, 10.1051/jp4:2004121004 · DOI
  43. Morris, 2011, Microbiology and atmospheric processes: research challenges concerning the impact of airborne micro-organisms on the atmosphere and climate, Biogeosciences, 8, 17, 10.5194/bg-8-17-2011 · DOI
  44. Mueller, 1990, Clustering of ice nucleation protein correlates with ice nucleation activity, Cryobiology, 27, 416, 10.1016/0011-2240(90)90018-Y · DOI
  45. Niedermeier, 2015, Can we define an asymptotic value for the ice active surface site density for heterogeneous ice nucleation?, J. Geophys. Res., 120, 5036, 10.1002/2014JD022814 · DOI
  46. Pandey, 2016, Ice-nucleating bacteria control the order and dynamics of interfacial water, Sci. Adv., 2, e1501630, 10.1126/sciadv.1501630 · DOI
  47. Peckhaus, 2016, A comparative study of K-rich and Na/Ca-rich feldspar ice-nucleating particles in a nanoliter droplet freezing assay, Atmos. Chem. Phys., 16, 11477, 10.5194/acp-16-11477-2016 · DOI
  48. Pouleur, 1992, Ice nucleation activity in Fusarium acuminatum and Fusarium avenaceum, Appl. Environ. Microbiol., 58, 2960, 10.1128/aem.58.9.2960-2964.1992 · DOI
  49. Pummer, 2015, Ice nucleation by water-soluble macromolecules, Atmos. Chem. Phys., 15, 4077, 10.5194/acp-15-4077-2015 · DOI
  50. Qian, 2007, Heterogeneous nucleation on potent spherical substrates during solidification, Acta Mater., 55, 943, 10.1016/j.actamat.2006.09.016 · DOI
  51. Qiu, 2019, How size and aggregation of ice-binding proteins control their ice nucleation efficiency, J. Am. Chem. Soc., 141, 7439, 10.1021/jacs.9b01854 · DOI
  52. Reicher, 2019, Size-dependent ice nucleation by airborne particles during dust events in the eastern Mediterranean, Atmos. Chem. Phys., 19, 11143, 10.5194/acp-19-11143-2019 · DOI
  53. Reicher, 2018, The WeIzmann Supercooled droplets observation on a microarray (WISDOM) and application for ambient dust, Atmospheric Measur. Tech., 11, 233, 10.5194/amt-11-233-2018 · DOI
  54. Roeters, 2021, Ice-nucleating proteins are activated by low temperatures to control the structure of interfacial water, Nat. Commun., 12, 1183, 10.1038/s41467-021-21349-3 · DOI
  55. Roeters, 2020, The ice nucleating protein InaZ is activated by low temperature, 10.1101/2020.05.15.092684 · DOI
  56. Rozen, 2000, Primer3 on the WWW for general users and for biologist programmers, Methods Mol. Biol., 132, 365, 10.1385/1-59259-192-2:365 · DOI
  57. Šantl-Temkiv, 2022, Microbial ecology of the atmosphere, FEMS Microbiol. Rev., 1, 10.1093/femsre/fuac009 · DOI
  58. Šantl-Temkiv, 2015, Characterization of airborne ice-nucleation-active bacteria and bacterial fragments, Atmos. Environ., 109, 105, 10.1016/j.atmosenv.2015.02.060 · DOI
  59. Šantl-Temkiv, 2020, Bioaerosol field measurements: challenges and perspectives in outdoor studies, Aerosol Sci. Technol., 54, 520, 10.1080/02786826.2019.1676395 · DOI
  60. Schmid, 1997, Molecular organisation of the ice nucleation protein InaV from Pseudomonas syringae, FEBS Lett., 414, 590, 10.1016/S0014-5793(97)01079-X · DOI
  61. Schwidetzky, Specific ion-protein interactions influence bacterial ice nucleation, Chem. Eur. J., 27, 7402, 10.1002/chem.202004630 · DOI
  62. Schwidetzky, Membranes are decisive for maximum freezing efficiency of bacterial ice Nucleators, J. Phys. Chem. Lett., 12, 10783, 10.1021/acs.jpclett.1c03118 · DOI
  63. Skirvin, 2000, The use of genetically engineered bacteria to control frost on strawberries and potatoes. Whatever happened to all of that research?, Sci. Hortic., 84, 179, 10.1016/S0304-4238(99)00097-7 · DOI
  64. Sneath, 1966, Relations between chemical structure and biological activity in peptides, J. Theor. Biol., 12, 157, 10.1016/0022-5193(66)90112-3 · DOI
  65. Tesson, 2018, Ice nucleation activity and aeolian dispersal success in airborne and aquatic microalgae, Front. Microbiol., 9, 2681, 10.3389/fmicb.2018.02681 · DOI
  66. Tesson, 2016, Airborne microalgae: insights, opportunities, and challenges, Appl. Environ. Microbiol., 82, 1978, 10.1128/AEM.03333-15 · DOI
  67. Treangen, 2009, Genesis, Effects and Fates of Repeats in Prokaryotic Genomes, FEMS Microbiol. Rev., 33, 539, 10.1111/j.1574-6976.2009.00169.x · DOI
  68. Vali, 1971, Quantitative evaluation of experimental results an the heterogeneous freezing nucleation of Supercooled liquids, J. Atmos. Sci., 28, 402, 10.1175/1520-0469(1971)028<0402:QEOERA>2.0.CO;2 · DOI
  69. Van Zundert, 2016, The HADDOCK2.2 web server: user-friendly integrative modeling of biomolecular complexes, J. Mol. Biol., 428, 720, 10.1016/j.jmb.2015.09.014 · DOI · Paper page
  70. Vanderveer, 2014, Expression and localization of an ice nucleating protein from a soil bacterium, Pseudomonas borealis, Cryobiology, 69, 110, 10.1016/j.cryobiol.2014.06.001 · DOI
  71. Ward, 1989, Preliminary experimental evaluation of Snomax (TM) snow inducer, nucleus Pseudomonas syringae, as an artificial ice for weather modification, J. Weather Modif., 21, 9
  72. Wex, 2015, Intercomparing different devices for the investigation of ice nucleating particles using Snomax® as test substance, Atmos. Chem. Phys., 15, 1463, 10.5194/acp-15-1463-2015 · DOI
  73. Whitmore, 2004, DICHROWEB, an online server for protein secondary structure analyses from circular dichroism spectroscopic data, Nucleic Acids Res., 32, W668, 10.1093/nar/gkh371 · DOI
  74. Whitmore, 2008, Protein secondary structure analyses from circular dichroism spectroscopy: methods and reference databases, Biopolymers, 89, 392, 10.1002/bip.20853 · DOI
  75. Wolber, 1986, Identification and purification of a bacterial ice nucleation protein, PNAS USA, 83, 7256, 10.1073/pnas.83.19.7256 · DOI
  76. Wolber, 1989, Bacterialice-nucleation proteins, Trends Biochem. Sci., 14, 179, 10.1016/0968-0004(89)90270-3 · DOI
  77. Yang, 2020, Improved protein structure prediction using predicted interresidue orientations, Proc. Natl. Acad. Sci. U. S. A., 117, 1496, 10.1073/pnas.1914677117 · DOI · Paper page
  78. Yankofsky, 1981, Association with citrus of ice-nucleating bacteria and their possible role as causative agents of frost damage, Curr. Microbiol., 5, 213, 10.1007/BF01571149 · DOI
  79. Zee, 2019, Homochiral and racemic MicroED structures of a peptide repeat from the ice-nucleation protein InaZ, IUCr J., 6, 197, 10.1107/S2052252518017621 · DOI
  80. Zipori, 2018, The role of secondary ice processes in Midlatitude continental clouds, J. Geophys. Res. Atmos., 123, 146, 10.1029/2018JD029146 · DOI
  81. Zobrist, 2007, Heterogeneous ice nucleation rate coefficient of water droplets coated by a nonadecanol monolayer, J. Phys. Chem. C, 111, 2149, 10.1021/jp066080w · DOI
  82. Zobrist, 2006, Heterogeneous ice nucleation in upper tropospheric aerosols, Atmos. Chem. Phys., 6, 3115, 10.5194/acp-6-3115-2006 · DOI

Metadata

Authors
Hartmann, S., Ling, M., Dreyer, L. S. A., Zipori, A., Finster, K., Grawe, S., Jensen, L. Z., Borck, S., Reicher, N., Drace, T., Niedermeier, D., Jones, N. C., Hoffmann, S. V., Wex, H., Rudich, Y., Boesen, T., & Šantl-Temkiv, T.
Affiliations
  • Leibniz Institute for Tropospheric Research (DE)
  • Aarhus University (DK)
  • Weizmann Institute of Science (IL)
Corresponding author
Boesen, Thomas
Venue
Frontiers in Microbiology
Published
2022-06-17
Volume
13
Pages
872306-872306
ISSN
1664-302X (ISSN-L)
OpenAlex
W4283018332
Cited by
43
References
2
Citations by year
2026: 9 · 2025: 9 · 2024: 9 · 2023: 14 · 2022: 2
FWCI
2.78
Type
journal article
Language
en
Open access
Locations
  • Frontiers in Microbiology (publishedVersion, cc-by)
  • bioRxiv (Cold Spring Harbor Laboratory) (acceptedVersion)
  • PubMed Central (publishedVersion, cc-by)
  • PubMed (publishedVersion)
  • DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion)
Funders
  • Danish National Research Foundation (DNRF106)
  • Villum Fonden (23175, 37435)
  • Novo Nordisk (NNF19OC0056963)
Topics
  • Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Protein Structure and Dynamics
  • Physical Sciences › Chemistry › Physical and Theoretical Chemistry › nanoparticles nucleation surface interactions
  • Physical Sciences › Environmental Science › Global and Planetary Change › Atmospheric aerosols and clouds
Keywords
ice nucleation protein, bacterial ice nucleators, protein structure, protein-protein interaction, oligomerization, homodimer, airborne microorganisms, cloud formation, frost damage

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