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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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Highly accurate protein structure prediction with AlphaFold
Jumper, J., Evans, R., Pritzel, A., Green, T., Figurnov, M., Ronneberger, O., Tunyasuvunakool, K., Bates, R., Žídek, A., Potapenko, A., et al. (2021) · Nature · doi:10.1038/s41586-021-03819-2 · Cited by 43,764
Perineuronal nets stabilize the grid cell network
Christensen, A. C., Lensjø, K. K., Lepperød, M. E., Dragly, S.-A., Sutterud, H., Blackstad, J. S., Fyhn, M., & Hafting, T. (2021) · Nature Communications · doi:10.1038/s41467-020-20241-w · Cited by 1,865
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Research works printed but not linked: 82
- 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
- Alsved, 2018, Effect of Aerosolization and drying on the viability of Pseudomonas syringae cells, Front. Microbiol., 9, 3086, 10.3389/fmicb.2018.03086 · DOI
- 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
- Andrade, 2001, Protein repeats: structures, functions, and evolution, J. Struct. Biol., 134, 117, 10.1006/jsbi.2001.4392 · DOI
- Anthis, 2013, Sequence-specific determination of protein and peptide concentrations by absorbance at 205 nm, Protein Sci., 22, 851, 10.1002/pro.2253 · DOI
- Augustin, 2013, Immersion freezing of birch pollen washing water, Atmos. Chem. Phys., 13, 10989, 10.5194/acp-13-10989-2013 · DOI
- 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
- 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
- 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
- Cascajo-Castresana, 2019, Protein aggregates nucleate ice: the example of apoferritin, Atmos. Chem. Phys. Discuss., 20, 3219, 10.5194/acp-2019-861 · DOI
- Christner, 2008, Ubiquity of biological ice nucleators in snowfall, Science, 319, 1214, 10.1126/science.1149757 · DOI
- 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
- Creamean, 2020, Thawing permafrost: an overlooked source of seeds for Arctic cloud formation, Environ. Res. Lett., 15, 1, 10.1088/1748-9326/ab87d3 · DOI
- Delort, 2017, Microbiology of Aerosols, 10.1002/9781119132318 · DOI
- 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
- Fletcher, 1959, Entropy effect in ice crystal nucleation, J. Chem. Phys., 30, 1476, 10.1063/1.1730221 · DOI
- Fröhlich-Nowoisky, 2015, Ice nucleation activity in the widespread soil fungus Mortierella alpina, Biogeosciences, 12, 1057, 10.5194/bg-12-1057-2015 · DOI
- Garnham, Anchored clathrate waters bind antifreeze proteins to ice, Proc. Natl. Acad. Sci., 108, 7363, 10.1073/pnas.1100429108 · DOI
- 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
- 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
- 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
- Green, 1985, Physical and functional repetition in a bacterial ice nucleation gene, Nature, 317, 645, 10.1038/317645a0 · DOI
- 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
- Hartmann, 2013, Immersion freezing of ice nucleation active protein complexes, Atmos. Chem. Phys., 13, 5751, 10.5194/acp-13-5751-2013 · DOI
- Hartmann, 2019, Variation of ice nucleating particles in the European Arctic Over the last centuries, Geophys. Res. Lett., 46, 4007, 10.1029/2019GL082311 · DOI
- Hoffmann, 2016, Circular Dichroism Spectroscopy for Structural Characterization of Proteins, 10.1007/978-1-4939-4029-5_6 · DOI
- Huang, 2021, Overview of biological ice nucleating particles in the atmosphere, Environ. Int., 146, 106197, 10.1016/j.envint.2020.106197 · DOI
- 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
- Kajava, 1993, A model of the three-dimensional structure of ice nucleation proteins, J. Mol. Biol., 232, 709, 10.1006/jmbi.1993.1424 · DOI
- Kanji, 2017, Overview of ice nucleating particles, Meteorol. Monogr., 58, 1.1, 10.1175/AMSMONOGRAPHS-D-16-0006.1 · DOI
- Knackstedt, 2018, Terrestrial origin for abundant riverine Nanoscale ice-nucleating particles, Environ. Sci. Technol., 52, 12358, 10.1021/acs.est.8b03881 · DOI
- 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
- Lindow, 1982, Bacterial ice nucleation: a factor in frost injury to plants, Plant Physiol., 70, 1084, 10.1104/pp.70.4.1084 · DOI
- 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
- 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
- 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
- Lukas, 2020, Electrostatic interactions control the functionality of bacterial ice Nucleators, J. Am. Chem. Soc., 142, 6842, 10.1021/jacs.9b13069 · DOI
- Marcolli, 2017, Pre-activation of aerosol particles by ice preserved in pores, Atmos. Chem. Phys., 17, 1595, 10.5194/acp-17-1595-2017 · DOI
- Margaritis, 1991, Principles and biotechnological applications of bacterial ice nucleation, Crit. Rev. Biotechnol., 11, 277, 10.3109/07388559109069185 · DOI
- Miles, 2007, Synchrotron radiation circular Dichroism (SRCD) spectroscopy: new beamlines and new applications in biology, Spectroscopy, 21, 245, 10.1155/2007/282713 · DOI
- 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
- Morris, 2004, Ice nucleation active bacteria and their potential role in precipitation, J. Phys. IV, 121, 87, 10.1051/jp4:2004121004 · DOI
- 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
- Mueller, 1990, Clustering of ice nucleation protein correlates with ice nucleation activity, Cryobiology, 27, 416, 10.1016/0011-2240(90)90018-Y · DOI
- 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
- Pandey, 2016, Ice-nucleating bacteria control the order and dynamics of interfacial water, Sci. Adv., 2, e1501630, 10.1126/sciadv.1501630 · DOI
- 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
- 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
- Pummer, 2015, Ice nucleation by water-soluble macromolecules, Atmos. Chem. Phys., 15, 4077, 10.5194/acp-15-4077-2015 · DOI
- Qian, 2007, Heterogeneous nucleation on potent spherical substrates during solidification, Acta Mater., 55, 943, 10.1016/j.actamat.2006.09.016 · DOI
- 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
- 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
- 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
- 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
- Roeters, 2020, The ice nucleating protein InaZ is activated by low temperature, 10.1101/2020.05.15.092684 · DOI
- 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
- Šantl-Temkiv, 2022, Microbial ecology of the atmosphere, FEMS Microbiol. Rev., 1, 10.1093/femsre/fuac009 · DOI
- 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
- Šantl-Temkiv, 2020, Bioaerosol field measurements: challenges and perspectives in outdoor studies, Aerosol Sci. Technol., 54, 520, 10.1080/02786826.2019.1676395 · DOI
- 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
- Schwidetzky, Specific ion-protein interactions influence bacterial ice nucleation, Chem. Eur. J., 27, 7402, 10.1002/chem.202004630 · DOI
- Schwidetzky, Membranes are decisive for maximum freezing efficiency of bacterial ice Nucleators, J. Phys. Chem. Lett., 12, 10783, 10.1021/acs.jpclett.1c03118 · DOI
- 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
- Sneath, 1966, Relations between chemical structure and biological activity in peptides, J. Theor. Biol., 12, 157, 10.1016/0022-5193(66)90112-3 · DOI
- Tesson, 2018, Ice nucleation activity and aeolian dispersal success in airborne and aquatic microalgae, Front. Microbiol., 9, 2681, 10.3389/fmicb.2018.02681 · DOI
- Tesson, 2016, Airborne microalgae: insights, opportunities, and challenges, Appl. Environ. Microbiol., 82, 1978, 10.1128/AEM.03333-15 · DOI
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- Whitmore, 2008, Protein secondary structure analyses from circular dichroism spectroscopy: methods and reference databases, Biopolymers, 89, 392, 10.1002/bip.20853 · DOI
- Wolber, 1986, Identification and purification of a bacterial ice nucleation protein, PNAS USA, 83, 7256, 10.1073/pnas.83.19.7256 · DOI
- Wolber, 1989, Bacterialice-nucleation proteins, Trends Biochem. Sci., 14, 179, 10.1016/0968-0004(89)90270-3 · DOI
- 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
- 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
- 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
- Zipori, 2018, The role of secondary ice processes in Midlatitude continental clouds, J. Geophys. Res. Atmos., 123, 146, 10.1029/2018JD029146 · DOI
- 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
- 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
- ORCID
- Venue
- Frontiers in Microbiology
- Publisher
- Frontiers Media SA
- Published
- 2022-06-17
- Volume
- 13
- Pages
- 872306-872306
- ISSN
- 1664-302X (ISSN-L)
- PMC
- PMC9247515
- 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
- gold
- doi.org
- Licence
- 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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