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… Show more
“…9 ). The dimerization interface involves an interaction of the stacked tyrosine ladders from the two INP monomers as previously suggested (10, 24). However, in this model the INPs are aligned antiparallel to each other ( Fig.…”
Section: Discussionmentioning
confidence: 70%
“…Electron microscopy of newly synthesized INPs in a cell-free system shows them as thin molecules of dimensions 4-6 nm in diameter by a few hundred nm in length (25). Negatively stained images of recombinantly produced INP multimers isolated by centrifugation and chromatography show an elongated structure ∼5-7 times longer than a monomer but not much wider (24). The fibres seen in situ in INP-expressing E. coli ( Fig.…”
Section: Discussionmentioning
confidence: 99%
“…The tendency to form such large structures is one of many factors that makes these proteins difficult to work with (3) and may be part of why, despite many attempts, very little is known about them at a molecular level (22). The size of these structures does, however, make them amenable to size-based separation from other proteins (23, 24). INP multimers are also large enough to be visible using negative stain transmission electron microscopy (TEM) on enriched samples, revealing a fibril-like morphology (24, 25).…”
Section: Introductionmentioning
confidence: 99%
“…The size of these structures does, however, make them amenable to size-based separation from other proteins (23, 24). INP multimers are also large enough to be visible using negative stain transmission electron microscopy (TEM) on enriched samples, revealing a fibril-like morphology (24, 25).…”
Ice nucleating bacteria like Pseudomonas borealis (Pb) can trigger frost formation at temperatures as high as -2 C. The efficiency of ice formation by these bacteria comes from the ability of their >100 kDa ice nucleation proteins (INPs) to form ~10 MDa multimers. The INP monomers contain an array of tandem repeats, each of which is predicted to form a single coil in a B-solenoid. The 12 coils at the C-terminal end of the INP differ from the other 53 coils in lacking water organizing motifs and by having arginines on one side of the solenoid in place of acidic residues. Here we show that these arginine-containing coils (R-coils) are a distinct subdomain that, along with the adjacent putative 41-residue capping structure, facilitate INP multimerization. Bioinformatic analyses show that the cap structure is highly conserved, as is the number of R-coils. Indeed, the loss of just a few R-coils eliminated ice-nucleation activity, as did mutations designed to spoil the fold of the capping structure. Movement of the R-coils to the N-terminal end or to the middle of the B-solenoid caused a large decrease in ice nucleation temperature. Replacing the arginines with acidic residues decreased the nucleation temperature. Activity was restored when these residues were in turn replaced by lysines. A role for electrostatic interactions in INP self-assembly was suggested by the effect of pH on ice nucleation activity in bacterial lysates. This activity declined by 3-6 C at pH values below 5.0. When the INP-producing E. coli were examined by cryo-electron tomography, the cell cytoplasm contained clusters of 100 to 200 nm-long and ~5 nm-wide fibres that were absent from control bacteria. Each fibre is wide enough to have up to two INPs in cross-section and is long enough to span several INPs end to end. The ice nucleation activity in the lysates was remarkably resistant to heat treatment up to ~70 C, above which there was a slight decline with increasing temperature. Even after heating to 99 C, the lysate ice nucleation activity only lost ~8 C. We suggest that the R-coils play a crucial role in INP fibre assembly and that a bundle of these fibers could amass a sufficient number of ice-like water molecules to initiate ice nucleation at high sub-zero temperatures.
“…9 ). The dimerization interface involves an interaction of the stacked tyrosine ladders from the two INP monomers as previously suggested (10, 24). However, in this model the INPs are aligned antiparallel to each other ( Fig.…”
Section: Discussionmentioning
confidence: 70%
“…Electron microscopy of newly synthesized INPs in a cell-free system shows them as thin molecules of dimensions 4-6 nm in diameter by a few hundred nm in length (25). Negatively stained images of recombinantly produced INP multimers isolated by centrifugation and chromatography show an elongated structure ∼5-7 times longer than a monomer but not much wider (24). The fibres seen in situ in INP-expressing E. coli ( Fig.…”
Section: Discussionmentioning
confidence: 99%
“…The tendency to form such large structures is one of many factors that makes these proteins difficult to work with (3) and may be part of why, despite many attempts, very little is known about them at a molecular level (22). The size of these structures does, however, make them amenable to size-based separation from other proteins (23, 24). INP multimers are also large enough to be visible using negative stain transmission electron microscopy (TEM) on enriched samples, revealing a fibril-like morphology (24, 25).…”
Section: Introductionmentioning
confidence: 99%
“…The size of these structures does, however, make them amenable to size-based separation from other proteins (23, 24). INP multimers are also large enough to be visible using negative stain transmission electron microscopy (TEM) on enriched samples, revealing a fibril-like morphology (24, 25).…”
Ice nucleating bacteria like Pseudomonas borealis (Pb) can trigger frost formation at temperatures as high as -2 C. The efficiency of ice formation by these bacteria comes from the ability of their >100 kDa ice nucleation proteins (INPs) to form ~10 MDa multimers. The INP monomers contain an array of tandem repeats, each of which is predicted to form a single coil in a B-solenoid. The 12 coils at the C-terminal end of the INP differ from the other 53 coils in lacking water organizing motifs and by having arginines on one side of the solenoid in place of acidic residues. Here we show that these arginine-containing coils (R-coils) are a distinct subdomain that, along with the adjacent putative 41-residue capping structure, facilitate INP multimerization. Bioinformatic analyses show that the cap structure is highly conserved, as is the number of R-coils. Indeed, the loss of just a few R-coils eliminated ice-nucleation activity, as did mutations designed to spoil the fold of the capping structure. Movement of the R-coils to the N-terminal end or to the middle of the B-solenoid caused a large decrease in ice nucleation temperature. Replacing the arginines with acidic residues decreased the nucleation temperature. Activity was restored when these residues were in turn replaced by lysines. A role for electrostatic interactions in INP self-assembly was suggested by the effect of pH on ice nucleation activity in bacterial lysates. This activity declined by 3-6 C at pH values below 5.0. When the INP-producing E. coli were examined by cryo-electron tomography, the cell cytoplasm contained clusters of 100 to 200 nm-long and ~5 nm-wide fibres that were absent from control bacteria. Each fibre is wide enough to have up to two INPs in cross-section and is long enough to span several INPs end to end. The ice nucleation activity in the lysates was remarkably resistant to heat treatment up to ~70 C, above which there was a slight decline with increasing temperature. Even after heating to 99 C, the lysate ice nucleation activity only lost ~8 C. We suggest that the R-coils play a crucial role in INP fibre assembly and that a bundle of these fibers could amass a sufficient number of ice-like water molecules to initiate ice nucleation at high sub-zero temperatures.
“…The broad spread use of AI-based structure prediction leads us to ask the question: How reliable are the structures predicted by such models? Despite the growing number of success stories ( Jumper et al, 2021a ; Jumper et al, 2021b ; Mosalaganti et al, 2021 ; Skolnick et al, 2021 ; Hartmann et al, 2022 ; Varadi et al, 2022 ), researchers are accumulating evidence showing that AI-based structure prediction methods are still not perfect ( Perrakis and Sixma, 2021 ; Outeiral et al, 2022 ), and that there is ample room for improvement. In other words, some results suggest that both AlphaFold and RoseTTAFold are qualitatively great, but in many cases, they lack the level of details that is important to understand a protein function ( Akdel et al, 2021 ; Eisenstein, 2021 ; Callaway, 2022 ).…”
Mechanoactive proteins are essential for a myriad of physiological and pathological processes. Guided by the advances in single-molecule force spectroscopy (SMFS), we have reached a molecular-level understanding of how mechanoactive proteins sense and respond to mechanical forces. However, even SMFS has its limitations, including the lack of detailed structural information during force-loading experiments. That is where molecular dynamics (MD) methods shine, bringing atomistic details with femtosecond time-resolution. However, MD heavily relies on the availability of high-resolution structural data, which is not available for most proteins. For instance, the Protein Data Bank currently has 192K structures deposited, against 231M protein sequences available on Uniprot. But many are betting that this gap might become much smaller soon. Over the past year, the AI-based AlphaFold created a buzz on the structural biology field by being able to predict near-native protein folds from their sequences. For some, AlphaFold is causing the merge of structural biology with bioinformatics. Here, using an in silico SMFS approach pioneered by our group, we investigate how reliable AlphaFold structure predictions are to investigate mechanical properties of Staphylococcus bacteria adhesins proteins. Our results show that AlphaFold produce extremally reliable protein folds, but in many cases is unable to predict high-resolution protein complexes accurately. Nonetheless, the results show that AlphaFold can revolutionize the investigation of these proteins, particularly by allowing high-throughput scanning of protein structures. Meanwhile, we show that the AlphaFold results need to be validated and should not be employed blindly, with the risk of obtaining an erroneous protein mechanism.
Aerosol acts as ice-nucleating particles (INPs) by catalyzing the formation of ice crystals in clouds at temperatures above the homogeneous nucleation threshold (−38 °C). In this study, we show that the immersion mode ice nucleation efficiency of the environmentally relevant protein, ribulose-1,5bisphosphate carboxylase/oxygenase (RuBisCO), occurs at temperatures between −6.8 and −31.6 °C. Further, we suggest that this range is controlled by the RuBisCO concentration and protein aggregation. The warmest median nucleation temperature (−7.9 ± 0.8 °C) was associated with the highest concentration of RuBisCO (2 × 10 −1 mg mL −1 ) and large aggregates with a hydrodynamic diameter of ∼10 3 nm. We investigated four additional chemically and structurally diverse proteins, plus the tripeptide glutathione, and found that each of them was a less effective INP than RuBisCO. Ice nucleation efficiency of the proteins was independent of the size (molecular weight) for the five proteins investigated in this study. In contrast to previous work, increasing the concentration and degree of aggregation did not universally increase ice nucleation efficiency. RuBisCO was the exception to this generalization, although the underlying molecular mechanism determining why aggregated RuBisCO is such an effective INP remains elusive.
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