De novo protein design for catalysis of any desired chemical reaction is a long standing goal in protein engineering, due to the broad spectrum of technological, scientific and medical applications. Currently, mapping protein sequence to protein function is, however, neither computationionally nor experimentally tangible 1,2 . Here we developed ProteinGAN, a specialised variant of the generative adversarial network 3 that is able to 'learn' natural protein sequence diversity and enables the generation of functional protein sequences. ProteinGAN learns the evolutionary relationships of protein sequences directly from the complex multidimensional amino acid sequence space and creates new, highly diverse sequence variants with natural-like physical properties. Using malate dehydrogenase as a template enzyme, we show that 24% of the ProteinGAN-generated and experimentally tested sequences are soluble and display wild-type level catalytic activity in the tested conditions in vitro , even in highly mutated (>100 mutations) sequences.ProteinGAN therefore demonstrates the potential of artificial intelligence to rapidly generate highly diverse novel functional proteins within the allowed biological constraints of the sequence space.

BackgroundAuto-antibodies with specificity to self-antigens have been implicated in a wide variety of neurological diseases, including Parkinson's (PD) and Alzheimer's diseases, being sensitive indicators of neurodegeneration and focus for disease prevention. Of particular interest are the studies focused on the auto-immune responses to amyloidogenic proteins associated with diseases and their applications in therapeutic treatments such as vaccination with amyloid antigens and antibodies in PD, Alzheimer's disease and potentially other neurodegeneration ailments.Methodology/Principal FindingsGenerated auto-antibodies towards the major amyloidogenic protein involved in PD Lewy bodies – α-synuclein and its amyloid oligomers and fibrils were measured in the blood sera of early and late PD patients and controls by using ELISA, Western blot and Biacore surface plasmon resonance. We found significantly higher antibody levels towards monomeric α-synuclein in the blood sera of PD patients compared to controls, though the responses decreased with PD progression (P<0.0001). This indicates potential protective role of autoimmunity in maintaining the body homeostasis and clearing protein species whose disbalance may lead to amyloid assembly. There were no noticeable immune responses towards amyloid oligomers, but substantially increased levels of IgGs towards α-synuclein amyloid fibrils both in PD patients and controls, which subsided with the disease progression (P<0.0001). Pooled IgGs from PD patients and controls interacted also with the amyloid fibrils of Aβ (1–40) and hen lysozyme, however the latter were recognized with lower affinity. This suggests that IgGs bind to the generic amyloid conformational epitope, displaying higher specificity towards human amyloid species associated with neurodegeneration.Conclusions/SignificanceOur findings may suggest the protective role of autoimmunity in PD and therefore immune reactions towards PD major amyloid protein – α-synuclein can be of value in the development of treatment and diagnostic strategies, especially during the early disease stages.

The reaction of heterotetrameric sarcosine oxidase (TSOX) of Arthrobactor sp. 1-IN has been studied by stopped-flow spectroscopy, with particular emphasis on the reduction of the enzyme by sarcosine. Expression of the cloned gene encoding TSOX in Escherichia coli enables the production of TSOX on a scale suitable for stopped-flow studies. Treatment of the enzyme with sulfite provides the means for selective formation of a flavin-sulfite adduct with the covalent 8alpha-(N(3)-histidyl)-FMN. Formation of the sulfite-flavin adduct suppresses internal electron transfer between the noncovalent FAD (site of sarcosine oxidation) and the covalent FMN (site of enzyme oxidation) and thus enables detailed characterization of the kinetics of FAD reduction by sarcosine using stopped-flow methods. The rate of FAD reduction displays a simple hyperbolic dependence on sarcosine concentration. Studies in the pH range 6.5-10 indicate there are no kinetically influential ionizations in the enzyme-substrate complex. A plot of the limiting rate of flavin reduction/the enzyme-substrate dissociation constant (k(lim)/K(d)) versus pH is bell-shaped and characterized by two macroscopic pK(a) values of 7.4 +/- 0.1 and 10.4 +/- 0.2: potential candidates for the two ionizable groups are discussed with reference to the structure of monomeric sarcosine oxidase (MSOX). The kinetic data are discussed with reference to potential mechanisms for the oxidation of amine molecules by flavoenzymes. Additionally, kinetic isotope effect studies of the rate of C-H bond breakage suggest that a ground-state quantum tunneling mechanism for H-transfer, facilitated by the low-frequency thermal motions of the protein molecule, accounts for C-H bond cleavage by TSOX. TSOX thus provides another example of C-H bond breakage by ground-state quantum tunneling, driven by protein dynamics [vibrationally enhanced ground-state quantum tunneling (VEGST)], for the oxidation of amines by enzymes.

Acidithiobacillus caldus has been proposed to play a role in the oxidation of reduced inorganic sulfur compounds (RISCs) produced in industrial biomining of sulfidic minerals. Here, we describe the regulation of a new cluster containing the gene encoding tetrathionate hydrolase (tetH), a key enzyme in the RISC metabolism of this bacterium. The cluster contains five cotranscribed genes, ISac1, rsrR, rsrS, tetH, and doxD, coding for a transposase, a two-component response regulator (RsrR and RsrS), tetrathionate hydrolase, and DoxD, respectively. As shown by quantitative PCR, rsrR, tetH, and doxD are upregulated to different degrees in the presence of tetrathionate. Western blot analysis also indicates upregulation of TetH in the presence of tetrathionate, thiosulfate, and pyrite. The tetH cluster is predicted to have two promoters, both of which are functional in Escherichia coli and one of which was mapped by primer extension. A pyrrolo-quinoline quinone binding domain in TetH was predicted by bioinformatic analysis, and the presence of an o-quinone moiety was experimentally verified, suggesting a mechanism for tetrathionate oxidation.

Comparison of conventional and newly developed laccase-based electrocatalytic systems for oxygen reduction.