1
|
Niu J, Ma B, Shen J, Zhu H, Lu Y, Lu Z, Lu F, Zhu P. Enzymatic degradation of mycotoxin patulin by a short-chain dehydrogenase/reductase from Bacillus subtilis and its application in apple juice. Food Microbiol 2025; 126:104676. [PMID: 39638445 DOI: 10.1016/j.fm.2024.104676] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/30/2024] [Revised: 09/30/2024] [Accepted: 10/27/2024] [Indexed: 12/07/2024]
Abstract
Patulin (PAT), a notorious mycotoxin widely found in fruits and their derived products, poses serious health risks to humans and animals due to its high toxicity. Biodegradation based on microbial enzymes has shown broad application prospects in controlling PAT contamination due to its environmental friendliness, high efficiency, strong specificity, and mild conditions of action. Bacillus subtilis is a cosmopolitan probiotic bacterium with an extensive enzymatic profile, which could serve as a valuable resource for the effective production of a range of enzymes utilized in various industrial processes and production applications. In this work, we demonstrated that a short-chain dehydrogenase/reductase from B. subtilis (BsSDR) that can effectively convert PAT to the non-toxic E-ascladiol. Multiple sequence alignment results revealed that BsSDR displayed less than 30% identity with the previously reported PAT-degrading enzymes, indicating that it is a novel PAT-degrading enzyme. BsSDR exhibited a powerful PAT-degrading ability and strong PAT tolerance, as it was capable of degrading over 95% of PAT at initial concentrations of 50-500 μM. In addition, BsSDR exhibited the highest activity at pH 8.0 and 40 °C, and retained more than 60% residual activity after incubation at 40 °C for 3 h, indicating a remarkable thermostability of BsSDR. Molecular docking and site-directed mutagenesis indicated that the catalytic triad formed by the residues (S, Y, and K) was the key for short-chain dehydrogenase/reductase activity and this conserved catalytic mechanism was followed in BsSDR catalysis. More importantly, BsSDR is able to eliminate 83.61% of PAT in apple juice without compromising its quality during the biodegradation process. These results suggest that BsSDR may serve as a promising detoxification agent for the degradation of PAT in food processing.
Collapse
Affiliation(s)
- Jiafeng Niu
- College of Food Science and Technology, Nanjing Agricultural University, Nanjing, 210095, China.
| | - Bin Ma
- College of Food Science and Technology, Nanjing Agricultural University, Nanjing, 210095, China
| | - Juan Shen
- College of Food Science and Technology, Nanjing Agricultural University, Nanjing, 210095, China
| | - Hao Zhu
- College of Food Science and Technology, Nanjing Agricultural University, Nanjing, 210095, China
| | - Yaping Lu
- College of Life Science, Nanjing Agricultural University, Nanjing, 210095, China
| | - Zhaoxin Lu
- College of Food Science and Technology, Nanjing Agricultural University, Nanjing, 210095, China
| | - Fengxia Lu
- College of Food Science and Technology, Nanjing Agricultural University, Nanjing, 210095, China.
| | - Ping Zhu
- College of Food Science and Technology, Nanjing Agricultural University, Nanjing, 210095, China.
| |
Collapse
|
2
|
Ghatak A, Shanbhag AP, Datta S. Reducing the vicissitudes of heterologous prochiral substrate catalysis by alcohol dehydrogenases through machine learning algorithms. Biochem Biophys Res Commun 2024; 691:149298. [PMID: 38011820 DOI: 10.1016/j.bbrc.2023.149298] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/24/2023] [Revised: 10/31/2023] [Accepted: 11/19/2023] [Indexed: 11/29/2023]
Abstract
Alcohol dehydrogenases (ADHs) are popular catalysts for synthesizing chiral synthons a vital step for active pharmaceutical intermediate (API) production. They are grouped into three superfamilies namely, medium-chain (MDRs), short-chain dehydrogenase/reductases (SDRs), and iron-containing alcohol dehydrogenases. The former two are used extensively for producing various chiral synthons. Many studies screen multiple enzymes or engineer a specific enzyme for catalyzing a substrate of interest. These processes are resource-intensive and intricate. The current study attempts to decipher the ability to match different ADHs with their ideal substrates using machine learning algorithms. We explore the catalysis of 284 antibacterial ketone intermediates, against MDRs and SDRs to demonstrate a unique pattern of activity. To facilitate machine learning we curated a dataset comprising 33 features, encompassing 4 descriptors for each compound. Subsequently, an ensemble of machine learning techniques viz. Partial Least Squares (PLS) regression, k-Nearest Neighbors (kNN) regression, and Support Vector Machine (SVM) regression, was harnessed. Moreover, the assimilation of Principal Component Analysis (PCA) augmented precision and accuracy, thereby refining and demarcating diverse compound classes. As such, this classification is useful for discerning substrates amenable to diverse alcohol dehydrogenases, thereby mitigating the reliance on high-throughput screening or engineering in identifying the optimal enzyme for specific substrate.
Collapse
Affiliation(s)
- Arindam Ghatak
- Department of Biophysics, Molecular Biology and Bioinformatics, University of Calcutta, Kolkata, India; Biomoneta Research Pvt. Ltd., C-CAMP, National Centre for Biological Sciences (NCBS), UAS GKVK, Bangalore, 560065, India
| | - Anirudh P Shanbhag
- Bugworks Research India Pvt. Ltd., C-CAMP, National Centre for Biological Sciences (NCBS), UAS GKVK, Bangalore, 560065, India.
| | - Santanu Datta
- Bugworks Research India Pvt. Ltd., C-CAMP, National Centre for Biological Sciences (NCBS), UAS GKVK, Bangalore, 560065, India
| |
Collapse
|
3
|
Shanbhag AP. Stairway to Stereoisomers: Engineering Short- and Medium-Chain Ketoreductases To Produce Chiral Alcohols. Chembiochem 2023; 24:e202200687. [PMID: 36640298 DOI: 10.1002/cbic.202200687] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/21/2022] [Revised: 01/14/2023] [Accepted: 01/14/2023] [Indexed: 01/15/2023]
Abstract
The short- and medium-chain dehydrogenase/reductase superfamilies are responsible for most chiral alcohol production in laboratories and industries. In nature, they participate in diverse roles such as detoxification, housekeeping, secondary metabolite production, and catalysis of several chemicals with commercial and environmental significance. As a result, they are used in industries to create biopolymers, active pharmaceutical intermediates (APIs), and are also used as components of modular enzymes like polyketide synthases for fabricating bioactive molecules. Consequently, random, semi-rational and rational engineering have helped transform these enzymes into product-oriented efficient catalysts. The rise of newer synthetic chemicals and their enantiopure counterparts has proved challenging, and engineering them has been the subject of numerous studies. However, they are frequently limited to the synthesis of a single chiral alcohol. The study attempts to defragment and describe hotspots of engineering short- and medium-chain dehydrogenases/reductases for the production of chiral synthons.
Collapse
Affiliation(s)
- Anirudh P Shanbhag
- Department of Biophysics, Molecular Biology and Bioinformatics, University of Calcutta, Kolkata, 700009, India.,Bugworks Research India Pvt. Ltd., C-CAMP, National Centre for Biological Sciences (NCBS-TIFR), Bellary Road, Bangalore, 560003, India
| |
Collapse
|
4
|
Assessing the genomic composition, putative ecological relevance and biotechnological potential of plasmids from sponge bacterial symbionts. Microbiol Res 2022; 265:127183. [PMID: 36108440 DOI: 10.1016/j.micres.2022.127183] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/10/2022] [Revised: 02/24/2022] [Accepted: 09/01/2022] [Indexed: 11/24/2022]
Abstract
Plasmid-mediated transfer of genes can have direct consequences in several biological processes within sponge microbial communities. However, very few studies have attempted genomic and functional characterization of plasmids from marine host-associated microbial communities in general and those of sponges in particular. In the present study, we used an endogenous plasmid isolation method to obtain plasmids from bacterial symbionts of the marine sponges Stylissa carteri and Paratetilla sp. and investigated the genomic composition, putative ecological relevance and biotechnological potential of these plasmids. In total, we isolated and characterized three complete plasmids, three plasmid prophages and one incomplete plasmid. Our results highlight the importance of plasmids to transfer relevant genetic traits putatively involved in microbial symbiont adaptation and host-microbe and microbe-microbe interactions. For example, putative genes involved in bacterial response to chemical stress, competition, metabolic versatility and mediation of bacterial colonization and pathogenicity were detected. Genes coding for enzymes and toxins of biotechnological potential were also detected. Most plasmid prophage coding sequences were, however, hypothetical proteins with unknown functions. Overall, this study highlights the ecological relevance of plasmids in the marine sponge microbiome and provides evidence that plasmids of sponge bacterial symbionts may represent an untapped resource of genes of biotechnological interest.
Collapse
|
5
|
Shanbhag AP. FabG: from a core to circumstantial catalyst. Biotechnol Lett 2019; 41:675-688. [PMID: 31037463 DOI: 10.1007/s10529-019-02678-2] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/05/2019] [Accepted: 04/22/2019] [Indexed: 12/30/2022]
Abstract
Core biochemical pathways such as Fatty-acid synthesis II (FAS II) is ascribed to the synthesis of fatty-acids, biotin and lipoic acid in prokaryotes. It has two dehydrogenases namely, FabG and FabI which interact with the fatty-acid chain bound to Acyl-carrier protein (ACP), a well-studied enzyme which binds to substrates of varying lengths. This protein-protein interaction 'broadens' the active site of these dehydrogenases thus, contributing to their flexible nature. This property is exploited for catalysing numerous chiral synthons, alkanes, long-chain alcohols and secondary metabolites in industries especially with FabG. FASI relegates FASII in eukaryotes making it a 'relic gene pool' and an antibacterial drug target with diverse inhibitor and substrate markush. FabG often substitutes other dehydrogenases for producing secondary metabolites in nature. This redundancy is probably due to gene duplication or addition events possibly making FabG, a progenitor to some of the complex short-chain dehydrogenases used in organisms and industries today.
Collapse
Affiliation(s)
- Anirudh P Shanbhag
- Department of Biophysics, Molecular Biology and Bioinformatics, University of Calcutta, Kolkata, 700009, India. .,Bugworks Research India Pvt. Ltd, C-CAMP, NCBS Campus, UAS-GKVK, Bellary Road, Bangalore, 560065, India.
| |
Collapse
|
6
|
Haq SF, Shanbhag AP, Karthikeyan S, Hassan I, Thanukrishnan K, Ashok A, Sukumaran S, Ramaswamy S, Bharatham N, Datta S, Samant S, Katagihallimath N. A strategy to identify a ketoreductase that preferentially synthesizes pharmaceutically relevant (S)-alcohols using whole-cell biotransformation. Microb Cell Fact 2018; 17:192. [PMID: 30509260 PMCID: PMC6276252 DOI: 10.1186/s12934-018-1036-2] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/16/2018] [Accepted: 11/21/2018] [Indexed: 01/10/2023] Open
Abstract
Introduction Chemical industries are constantly in search of an expeditious and environmentally benign method for producing chiral synthons. Ketoreductases have been used as catalysts for enantioselective conversion of desired prochiral ketones to their corresponding alcohol. We chose reported promiscuous ketoreductases belonging to different protein families and expressed them in E. coli to evaluate their ability as whole-cell catalysts for obtaining chiral alcohol intermediates of pharmaceutical importance. Apart from establishing a method to produce high value (S)-specific alcohols that have not been evaluated before, we propose an in silico analysis procedure to predict product chirality. Results Six enzymes originating from Sulfolobus sulfotaricus, Zygosaccharomyces rouxii, Hansenula polymorpha, Corynebacterium sp. ST-10, Synechococcus sp. PCC 7942 and Bacillus sp. ECU0013 with reported efficient activity for dissimilar substrates are compared here to arrive at an optimal enzyme for the method. Whole–cell catalysis of ketone intermediates for drugs like Aprepitant, Sitagliptin and Dolastatin using E. coli over-expressing these enzymes yielded (S)-specific chiral alcohols. We explain this chiral specificity for the best-performing enzyme, i.e., Z. rouxii ketoreductase using in silico modelling and MD simulations. This rationale was applied to five additional ketones that are used in the synthesis of Crizotinib, MA-20565 (an antifungal agent), Sulopenem, Rivastigmine, Talampanel and Barnidipine and predicted the yield of (S) enantiomers. Experimental evaluation matched the in silico analysis wherein ~ 95% (S)-specific alcohol with a chemical yield of 23–79% was obtained through biotransformation. Further, the cofactor re-cycling was optimized by switching the carbon source from glucose to sorbitol that improved the chemical yield to 85–99%. Conclusions Here, we present a strategy to synthesize pharmaceutically relevant chiral alcohols by ketoreductases using a cofactor balanced whole-cell catalysis scheme that is useful for the industry. Based on the results obtained in these trials, Zygosaccharomyces rouxii ketoreductase was identified as a proficient enzyme to obtain (S)-specific alcohols from their respective ketones. The whole–cell catalyst when combined with nutrient modulation of using sorbitol as a carbon source helped obtain high enantiomeric and chemical yield. Electronic supplementary material The online version of this article (10.1186/s12934-018-1036-2) contains supplementary material, which is available to authorized users.
Collapse
Affiliation(s)
| | - Anirudh P Shanbhag
- Bugworks Research India, Pvt. Ltd, Bengaluru, India.,Department of Biophysics, Molecular Biology and Bioinformatics, University of Calcutta, Kolkata, India
| | - Subbulakshmi Karthikeyan
- Anthem Biosciences Pvt. Ltd, Bengaluru, India.,Centre for Pharmaceutical Biotechnology, University of Illinois Chicago, Chicago, USA
| | - Imran Hassan
- Anthem Biosciences Pvt. Ltd, Bengaluru, India.,PerkinElmer, Bengaluru, India
| | - Kannan Thanukrishnan
- Anthem Biosciences Pvt. Ltd, Bengaluru, India.,Shasun Research Center, Chennai, India
| | | | | | - S Ramaswamy
- Institute for Stem Cell Biology and Regenerative Medicine, Bengaluru, India
| | | | | | | | | |
Collapse
|
7
|
Beer B, Pick A, Döring M, Lommes P, Sieber V. Substrate scope of a dehydrogenase from Sphingomonas species A1 and its potential application in the synthesis of rare sugars and sugar derivatives. Microb Biotechnol 2018; 11:747-758. [PMID: 29697194 PMCID: PMC6011931 DOI: 10.1111/1751-7915.13272] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/22/2017] [Revised: 03/31/2018] [Accepted: 04/02/2018] [Indexed: 12/24/2022] Open
Abstract
Rare sugars and sugar derivatives that can be obtained from abundant sugars are of great interest to biochemical and pharmaceutical research. Here, we describe the substrate scope of a short‐chain dehydrogenase/reductase from Sphingomonas species A1 (SpsADH) in the oxidation of aldonates and polyols. The resulting products are rare uronic acids and rare sugars respectively. We provide insight into the substrate recognition of SpsADH using kinetic analyses, which show that the configuration of the hydroxyl groups adjacent to the oxidized carbon is crucial for substrate recognition. Furthermore, the specificity is demonstrated by the oxidation of d‐sorbitol leading to l‐gulose as sole product instead of a mixture of d‐glucose and l‐gulose. Finally, we applied the enzyme to the synthesis of l‐gulose from d‐sorbitol in an in vitro system using a NADH oxidase for cofactor recycling. This study shows the usefulness of exploring the substrate scope of enzymes to find new enzymatic reaction pathways from renewable resources to value‐added compounds.
Collapse
Affiliation(s)
- Barbara Beer
- Chair of Chemistry of Biogenic Resources, Technical University of Munich, Schulgasse 16, 94315, Straubing, Germany
| | - André Pick
- Chair of Chemistry of Biogenic Resources, Technical University of Munich, Schulgasse 16, 94315, Straubing, Germany
| | - Manuel Döring
- Chair of Chemistry of Biogenic Resources, Technical University of Munich, Schulgasse 16, 94315, Straubing, Germany
| | - Petra Lommes
- Chair of Chemistry of Biogenic Resources, Technical University of Munich, Schulgasse 16, 94315, Straubing, Germany
| | - Volker Sieber
- Chair of Chemistry of Biogenic Resources, Technical University of Munich, Schulgasse 16, 94315, Straubing, Germany.,Catalysis Research Center, Technical University of Munich, Ernst-Otto-Fischer-Str. 1, 85748, Garching, Germany.,Fraunhofer Institute of Interfacial Engineering and Biotechnology (IGB), Bio-, Electro- and Chemo Catalysis (BioCat) Branch, Schulgasse 11a, Straubing, 94315, Germany.,School of Chemistry and Molecular Biosciences, The University of Queensland, 68 Cooper Road, St. Lucia, 4072, Qld, Australia
| |
Collapse
|