| 1. |
- Allison, Timothy M., et al.
(författare)
-
Complementing machine learning‐based structure predictions with native mass spectrometry
- 2022
-
Ingår i: Protein Science. - : John Wiley & Sons. - 0961-8368 .- 1469-896X. ; 31:6
-
Tidskriftsartikel (refereegranskat)abstract
- The advent of machine learning-based structure prediction algorithms such as AlphaFold2 (AF2) and RoseTTa Fold have moved the generation of accurate structural models for the entire cellular protein machinery into the reach of the scientific community. However, structure predictions of protein complexes are based on user-provided input and may require experimental validation. Mass spectrometry (MS) is a versatile, time-effective tool that provides information on post-translational modifications, ligand interactions, conformational changes, and higher-order oligomerization. Using three protein systems, we show that native MS experiments can uncover structural features of ligand interactions, homology models, and point mutations that are undetectable by AF2 alone. We conclude that machine learning can be complemented with MS to yield more accurate structural models on a small and large scale.
|
|
| 2. |
- Correa, Yubexi, et al.
(författare)
-
Lipid exchange of apolipoprotein A-I amyloidogenic variants in reconstituted high-density lipoprotein with artificial membranes
- 2024
-
Ingår i: Protein Science. - : John Wiley & Sons. - 0961-8368 .- 1469-896X. ; 33:5
-
Tidskriftsartikel (refereegranskat)abstract
- High-density lipoproteins (HDLs) are responsible for removing cholesterol from arterial walls, through a process known as reverse cholesterol transport. The main protein in HDL, apolipoprotein A-I (ApoA-I), is essential to this process, and changes in its sequence significantly alter HDL structure and functions. ApoA-I amyloidogenic variants, associated with a particular hereditary degenerative disease, are particularly effective at facilitating cholesterol removal, thus protecting carriers from cardiovascular disease. Thus, it is conceivable that reconstituted HDL (rHDL) formulations containing ApoA-I proteins with functional/structural features similar to those of amyloidogenic variants hold potential as a promising therapeutic approach. Here we explored the effect of protein cargo and lipid composition on the function of rHDL containing one of the ApoA-I amyloidogenic variants G26R or L174S by Fourier transformed infrared spectroscopy and neutron reflectometry. Moreover, small-angle x-ray scattering uncovered the structural and functional differences between rHDL particles, which could help to comprehend higher cholesterol efflux activity and apparent lower phospholipid (PL) affinity. Our findings indicate distinct trends in lipid exchange (removal vs. deposition) capacities of various rHDL particles, with the rHDL containing the ApoA-I amyloidogenic variants showing a markedly lower ability to remove lipids from artificial membranes compared to the rHDL containing the native protein. This effect strongly depends on the level of PL unsaturation and on the particles' ultrastructure. The study highlights the importance of the protein cargo, along with lipid composition, in shaping rHDL structure, contributing to our understanding of lipid–protein interactions and their behavior.
|
|
| 3. |
- Li, Gang, 1991, et al.
(författare)
-
Learning deep representations of enzyme thermal adaptation
- 2022
-
Ingår i: Protein Science. - : Wiley. - 1469-896X .- 0961-8368. ; 31:12
-
Tidskriftsartikel (refereegranskat)abstract
- Temperature is a fundamental environmental factor that shapes the evolution of organisms. Learning thermal determinants of protein sequences in evolution thus has profound significance for basic biology, drug discovery, and protein engineering. Here, we use a data set of over 3 million BRENDA enzymes labeled with optimal growth temperatures (OGTs) of their source organisms to train a deep neural network model (DeepET). The protein-temperature representations learned by DeepET provide a temperature-related statistical summary of protein sequences and capture structural properties that affect thermal stability. For prediction of enzyme optimal catalytic temperatures and protein melting temperatures via a transfer learning approach, our DeepET model outperforms classical regression models trained on rationally designed features and other deep-learning-based representations. DeepET thus holds promise for understanding enzyme thermal adaptation and guiding the engineering of thermostable enzymes.
|
|
| 4. |
- Petrlova, Jitka, et al.
(författare)
-
Conformational and aggregation properties of the 1-93 fragment of apolipoprotein A-I
- 2014
-
Ingår i: Protein Science. - : Wiley. - 1469-896X .- 0961-8368. ; 23:11, s. 71-1559
-
Tidskriftsartikel (refereegranskat)abstract
- Several disease-linked mutations of apolipoprotein A-I, the major protein in high-density lipoprotein (HDL), are known to be amyloidogenic, and the fibrils often contain N-terminal fragments of the protein. Here, we present a combined computational and experimental study of the fibril-associated disordered 1-93 fragment of this protein, in wild-type and mutated (G26R, S36A, K40L, W50R) forms. In atomic-level Monte Carlo simulations of the free monomer, validated by circular dichroism spectroscopy, we observe changes in the position-dependent β-strand probability induced by mutations. We find that these conformational shifts match well with the effects of these mutations in thioflavin T fluorescence and transmission electron microscopy experiments. Together, our results point to molecular mechanisms that may have a key role in disease-linked aggregation of apolipoprotein A-I.
|
|
| 5. |
- Lindgren, Joel, et al.
(författare)
-
N-terminal engineering of amyloid-β-binding Affibody molecules yields improved chemical synthesis and higher binding affinity
- 2010
-
Ingår i: Protein Science. - : Wiley. - 0961-8368 .- 1469-896X. ; 19:12, s. 2319-2329
-
Tidskriftsartikel (refereegranskat)abstract
- The aggregation of amyloid-beta (A beta) peptides is believed to be a major factor in the onset and progression of Alzheimer's disease Molecules binding with high affinity and selectivity to A beta-peptides are important tools for investigating the aggregation process An A beta-binding Affibody molecule, Z(A beta 3), has earlier been selected by phage display and shown to bind A beta(1-40) with nanomolar affinity and to inhibit A beta-peptide aggregation In this study, we create truncated functional versions of the Z(A beta 3) Affibody molecule better suited for chemical synthesis production Engineered Affibody molecules of different length were produced by solid phase peptide synthesis and allowed to form covalently linked homodimers by S-S-bridges The N-terminally truncated Affibody molecules Z(A beta 3)(12-58), Z(A beta 3)(15-58), and Z(A beta 3)(18-58) were produced in considerably higher synthetic yield than the corresponding full-length molecule Z(A beta 3)(1-58) Circular dichroism spectroscopy and surface plasmon resonance-based biosensor analysis showed that the shortest Affibody molecule, Z(A beta 3)(18-58), exhibited complete loss of binding to the A beta(1-40)-peptide, while the Z(A beta 3)(12-58) and Z(A beta 3)(15-58) Affibody molecules both displayed approximately one order of magnitude higher binding affinity to the A beta(1-40)-peptide compared to the full-length Affibody molecule Nuclear magnetic resonance spectroscopy showed that the structure of A beta(1-40) in complex with the truncated Affibody dimers is very similar to the previously published solution structure of the A beta(1-40)-peptide in complex with the full-length Z(A beta 3) Affibody molecule This indicates that the N-terminally truncated Affibody molecules Z(A beta 3)(12-58) and Z(A beta 3)(15-58) are highly promising for further engineering and future use as binding agents to monomeric A beta(1-40)
|
|
| 6. |
- Virkki, Minttu T., et al.
(författare)
-
Folding of Aquaporin 1 : Multiple evidence that helix 3 can shift out of the membrane core
- 2014
-
Ingår i: Protein Science. - : Wiley. - 0961-8368 .- 1469-896X. ; 23:7, s. 981-992
-
Tidskriftsartikel (refereegranskat)abstract
- The folding of most integral membrane proteins follows a two-step process: initially, individual transmembrane helices are inserted into the membrane by the Sec translocon. Thereafter, these helices fold to shape the final conformation of the protein. However, for some proteins, including Aquaporin 1 (AQP1), the folding appears to follow a more complicated path. AQP1 has been reported to first insert as a four-helical intermediate, where helix 2 and 4 are not inserted into the membrane. In a second step, this intermediate is folded into a six-helical topology. During this process, the orientation of the third helix is inverted. Here, we propose a mechanism for how this reorientation could be initiated: first, helix 3 slides out from the membrane core resulting in that the preceding loop enters the membrane. The final conformation could then be formed as helix 2, 3, and 4 are inserted into the membrane and the reentrant regions come together. We find support for the first step in this process by showing that the loop preceding helix 3 can insert into the membrane. Further, hydrophobicity curves, experimentally measured insertion efficiencies and MD-simulations suggest that the barrier between these two hydrophobic regions is relatively low, supporting the idea that helix 3 can slide out of the membrane core, initiating the rearrangement process.
|
|
| 7. |
- Forsgren, Nina, 1979-, et al.
(författare)
-
Crystal structure of the variable domain of the Streptococcus gordonii surface protein SspB
- 2009
-
Ingår i: Protein Science. - : Wiley. - 0961-8368 .- 1469-896X. ; 18:9, s. 1896-1905
-
Tidskriftsartikel (refereegranskat)abstract
- The Antigen I/II (AgI/II) family of proteins are cell wall anchored adhesins expressed on the surface of oral streptococci. The AgI/II proteins interact with molecules on other bacteria, on the surface of host cells, and with salivary proteins. Streptococcus gordonii is a commensal bacterium, and one of the primary colonizers that initiate the formation of the oral biofilm. S. gordonii expresses two AgI/II proteins, SspA and SspB that are closely related. One of the domains of SspB, called the variable (V-) domain, is significantly different from corresponding domains in SspA and all other AgI/II proteins. As a first step to elucidate the differences among these proteins, we have determined the crystal structure of the V-domain from S. gordonii SspB at 2.3 A resolution. The domain comprises a beta-supersandwich with a putative binding cleft stabilized by a metal ion. The overall structure of the SspB V-domain is similar to the previously reported V-domain of the Streptococcus mutans protein SpaP, despite their low sequence similarity. In spite of the conserved architecture of the binding cleft, the cavity is significantly smaller in SspB, which may provide clues about the difference in ligand specificity. We also verified that the metal in the binding cleft is a calcium ion, in concurrence with previous biological data. It was previously suggested that AgI/II V-domains are carbohydrate binding. However, we tested that hypothesis by screening the SspB V-domain for binding to over 400 glycoconjucates and found that the domain does not interact with any of the carbohydrates.
|
|
| 8. |
- Gavrilov, Yulian, et al.
(författare)
-
Slow conformational changes in the rigid and highly stable chymotrypsin inhibitor 2
- 2023
-
Ingår i: Protein Science. - : Wiley. - 0961-8368 .- 1469-896X. ; 32:4
-
Tidskriftsartikel (refereegranskat)abstract
- Slow conformational changes are often directly linked to protein function. It is however less clear how such processes may perturb the overall folding stability of a protein. We previously found that the stabilizing double mutant L49I/I57V in the small protein chymotrypsin inhibitor 2 from barley led to distributed increased nanosecond and faster dynamics. Here we asked what effects the L49I and I57V substitutions, either individually or together, have on the slow conformational dynamics of CI2. We used 15N CPMG spin relaxation dispersion experiments to measure the kinetics, thermodynamics, and structural changes associated with slow conformational change in CI2. These changes result in an excited state that is populated to 4.3% at 1°C. As the temperature is increased the population of the excited state decreases. Structural changes in the excited state are associated with residues that interact with water molecules that have well defined positions and are found at these positions in all crystal structures of CI2. The substitutions in CI2 have only little effect on the structure of the excited state whereas the stability of the excited state to some extent follows the stability of the main state. The minor state is thus most populated for the most stable CI2 variant and least populated for the least stable variant. We hypothesize that the interactions between the substituted residues and the well-ordered water molecules links subtle structural changes around the substituted residues to the region in the protein that experience slow conformational changes.
|
|
| 9. |
- Hennerdal, Aron, et al.
(författare)
-
Internal duplications in alpha-helical membrane protein topologies are common but the nonduplicated forms are rare
- 2010
-
Ingår i: Protein Science. - : Wiley. - 0961-8368 .- 1469-896X. ; 19:12, s. 2305-2318
-
Tidskriftsartikel (refereegranskat)abstract
- Many alpha-helical membrane proteins contain internal symmetries, indicating that they might have evolved through a gene duplication and fusion event Here, we have characterized internal duplications among membrane proteins of known structure and in three complete genomes We found that the majority of large transmembrane (TM) proteins contain an internal duplication The duplications found showed a large variability both in the number of TM-segments included and in their orientation Surprisingly, an approximately equal number of antiparallel duplications and parallel duplications were found However, of all 11 superfamilies with an internal duplication, only for one, the AcrB Multidrug Efflux Pump, the duplicated unit could be found in its nonduplicated form An evolutionary analysis of the AcrB homologs indicates that several independent fusions have occurred, including the fusion of the SecD and SecF proteins into the 12-TM-protein SecDF in Brucella and Staphylococcus aureus In one additional case, the Vitamin B-12 transporter-like ABC transporters, the protein had undergone an additional fusion to form protein with 20 TM-helices in several bacterial genomes Finally, homologs to all human membrane proteins were used to detect the presence of duplicated and nonduplicated proteins This confirmed that only in rare cases can homologs with different duplication status be found, although internal symmetry is frequent among these proteins One possible explanation is that it is frequent that duplication and fusion events happen simultaneously and that there is almost always a strong selective advantage for the fused form
|
|
| 10. |
|
|
