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Zhao K, Zhao P, Wang S, Xia Y, Zhang G. FoldPAthreader: predicting protein folding pathway using a novel folding force field model derived from known protein universe. Genome Biol 2024; 25:152. [PMID: 38862984 PMCID: PMC11167914 DOI: 10.1186/s13059-024-03291-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/10/2024] [Accepted: 05/29/2024] [Indexed: 06/13/2024] Open
Abstract
Protein folding has become a tractable problem with the significant advances in deep learning-driven protein structure prediction. Here we propose FoldPAthreader, a protein folding pathway prediction method that uses a novel folding force field model by exploring the intrinsic relationship between protein evolution and folding from the known protein universe. Further, the folding force field is used to guide Monte Carlo conformational sampling, driving the protein chain fold into its native state by exploring potential intermediates. On 30 example targets, FoldPAthreader successfully predicts 70% of the proteins whose folding pathway is consistent with biological experimental data.
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Affiliation(s)
- Kailong Zhao
- College of Information Engineering, Zhejiang University of Technology, HangZhou, 310023, China
| | - Pengxin Zhao
- College of Information Engineering, Zhejiang University of Technology, HangZhou, 310023, China
| | - Suhui Wang
- College of Information Engineering, Zhejiang University of Technology, HangZhou, 310023, China
| | - Yuhao Xia
- College of Information Engineering, Zhejiang University of Technology, HangZhou, 310023, China
| | - Guijun Zhang
- College of Information Engineering, Zhejiang University of Technology, HangZhou, 310023, China.
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Xiao Z, Li K, Li T, Zhang F, Xue J, Zhao M, Yin H. Characterization and Mechanism Study of a Novel PL7 Family Exolytic Alginate Lyase from Marine Bacteria Vibrio sp. W13. Appl Biochem Biotechnol 2024; 196:68-84. [PMID: 37099125 DOI: 10.1007/s12010-023-04483-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 04/11/2023] [Indexed: 04/27/2023]
Abstract
Alginate lyase can degrade alginate into oligosaccharides through β-elimination for various biological, biorefinery, and agricultural purposes. Here, we report a novel PL7 family exolytic alginate lyase VwAlg7A from marine bacteria Vibrio sp. W13 and achieve the heterologous expression in E. coli BL21 (DE3). VwAlg7A is 348aa with a calculated molecular weight of 36 kDa, containing an alginate lyase 2 domain. VwAlg7A exhibits specificity towards poly-guluronate. The optimal temperature and pH of VwAlg7A are 30 °C and 7.0, respectively. The activity of VwAlg7A can be significantly inhibited by the Ni2+, Zn2+, and NaCl. The Km and Vmax of VwAlg7A are 36.9 mg/ml and 395.6 μM/min, respectively. The ESI and HPAEC-PAD results indicate that VwAlg7A cleaves the sugar bond in an exolytic mode. Based on the molecular docking and mutagenesis results, we further confirmed that R98, H169, and Y303 are important catalytic residues.
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Affiliation(s)
- Zhongbin Xiao
- Dalian Engineering Research Center for Carbohydrate Agricultural Preparations, Dalian Technology Innovation Center for Green Agriculture, Liaoning Provincial Key Laboratory of Carbohydrates, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian, 116023, China
- Department of Materials and Chemicals, Dalian Polytechnic University, Dalian, 116023, China
| | - Kuikui Li
- Dalian Engineering Research Center for Carbohydrate Agricultural Preparations, Dalian Technology Innovation Center for Green Agriculture, Liaoning Provincial Key Laboratory of Carbohydrates, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian, 116023, China
| | - Tang Li
- Dalian Engineering Research Center for Carbohydrate Agricultural Preparations, Dalian Technology Innovation Center for Green Agriculture, Liaoning Provincial Key Laboratory of Carbohydrates, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian, 116023, China
| | - Fanxing Zhang
- Dalian Engineering Research Center for Carbohydrate Agricultural Preparations, Dalian Technology Innovation Center for Green Agriculture, Liaoning Provincial Key Laboratory of Carbohydrates, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian, 116023, China
- Department of Materials and Chemicals, Dalian Polytechnic University, Dalian, 116023, China
| | - Jiayi Xue
- Dalian Engineering Research Center for Carbohydrate Agricultural Preparations, Dalian Technology Innovation Center for Green Agriculture, Liaoning Provincial Key Laboratory of Carbohydrates, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian, 116023, China
- Department of Materials and Chemicals, Dalian Polytechnic University, Dalian, 116023, China
| | - Miao Zhao
- Department of Materials and Chemicals, Dalian Polytechnic University, Dalian, 116023, China
| | - Heng Yin
- Dalian Engineering Research Center for Carbohydrate Agricultural Preparations, Dalian Technology Innovation Center for Green Agriculture, Liaoning Provincial Key Laboratory of Carbohydrates, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian, 116023, China.
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Yang M, Zhang Y, Deng F, Wu X, Chen Y, Ma F, Shi L. Development of self-cooperative nanochaperones with enhanced activity to facilitate protein refolding. MATERIALS HORIZONS 2023; 10:5547-5554. [PMID: 37843027 DOI: 10.1039/d3mh00619k] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/17/2023]
Abstract
Regulating protein folding including assisting de novo folding, preventing misfolding and aggregation, and facilitating refolding of proteins are of significant importance for retaining protein's biological activities. Here, we report a mixed shell polymeric micelle (MSPM)-based self-cooperative nanochaperone (self-CO-nChap) with enhanced activity to facilitate protein refolding. This self-CO-nChap was fabricated by introducing Hsp40-mimetic artificial carriers into the traditional nanochaperone to cooperate with the Hsp70-mimetic confined hydrophobic microdomains. The artificial carrier facilitates transfer and immobilization of client proteins into confined hydrophobic microdomains, by which significantly improving self-CO-nChap's capability to inhibit unfolding and aggregation of client proteins, and finally facilitating refolding. Compared to traditional nanochaperones, the self-CO-nChap significantly enhances the thermal stability of horseradish peroxidase (HRP) epicyclically under harsher conditions. Moreover, the self-CO-nChap efficiently protects misfolding-prone proteins, such as immunoglobulin G (IgG) antibody from thermal denaturation, which is hardly achieved using traditional nanochaperones. In addition, a kinetic partitioning mechanism was devised to explain how self-CO-nChap facilitates refolding by regulating the cooperative effect of kinetics between the nanochaperone and client proteins. This work provides a novel strategy for the design of protein folding regulatory materials, including nanochaperones.
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Affiliation(s)
- Menglin Yang
- Key Laboratory of Functional Polymer Materials of Ministry of Education, State Key Laboratory of Medicinal Chemical Biology, Institute of Polymer Chemistry and College of Chemistry, Nankai University, Tianjin, 300071, P.R. China.
| | - Yanli Zhang
- Key Laboratory of Functional Polymer Materials of Ministry of Education, State Key Laboratory of Medicinal Chemical Biology, Institute of Polymer Chemistry and College of Chemistry, Nankai University, Tianjin, 300071, P.R. China.
| | - Fei Deng
- Key Laboratory of Functional Polymer Materials of Ministry of Education, State Key Laboratory of Medicinal Chemical Biology, Institute of Polymer Chemistry and College of Chemistry, Nankai University, Tianjin, 300071, P.R. China.
| | - Xiaohui Wu
- Key Laboratory of Functional Polymer Materials of Ministry of Education, State Key Laboratory of Medicinal Chemical Biology, Institute of Polymer Chemistry and College of Chemistry, Nankai University, Tianjin, 300071, P.R. China.
| | - Yujie Chen
- Key Laboratory of Functional Polymer Materials of Ministry of Education, State Key Laboratory of Medicinal Chemical Biology, Institute of Polymer Chemistry and College of Chemistry, Nankai University, Tianjin, 300071, P.R. China.
| | - Feihe Ma
- State Key Laboratory of Separation Membranes and Membrane Processes and School of Materials Science and Engineering, Tiangong University, Tianjin, 300387, P.R. China.
| | - Linqi Shi
- Key Laboratory of Functional Polymer Materials of Ministry of Education, State Key Laboratory of Medicinal Chemical Biology, Institute of Polymer Chemistry and College of Chemistry, Nankai University, Tianjin, 300071, P.R. China.
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Vallerinteavide Mavelli G, Sadeghi S, Drum CL. Laboratory Scale Production of Complex Proteins Using Charge Complimentary Nanoenvironments. Methods Mol Biol 2023; 2671:403-418. [PMID: 37308658 DOI: 10.1007/978-1-0716-3222-2_23] [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] [Indexed: 06/14/2023]
Abstract
Protein refolding is a crucial procedure in bacterial recombinant expression. Aggregation and misfolding are the two challenges that can affect the overall yield and specific activity of the folded proteins. We demonstrated the in vitro use of nanoscale "thermostable exoshells" (tES) to encapsulate, fold and release diverse protein substrates. With tES, the soluble yield, functional yield, and specific activity increased from 2-fold to >100-fold when compared to folding in its absence. On average, the soluble yield was determined to be 6.5 mg/100 mg of tES for a set of 12 diverse substrates evaluated. The electrostatic charge complementation between the tES interior and the protein substrate was considered as the primary determinant for functional folding. We thus describe a useful and simple method for in vitro folding that has been evaluated and implemented in our laboratory.
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Affiliation(s)
| | - Samira Sadeghi
- Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
| | - Chester Lee Drum
- Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
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Gastrointestinal Tract Stabilized Protein Delivery Using Disulfide Thermostable Exoshell System. Int J Mol Sci 2022; 23:ijms23179856. [PMID: 36077259 PMCID: PMC9456531 DOI: 10.3390/ijms23179856] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/07/2022] [Revised: 08/12/2022] [Accepted: 08/13/2022] [Indexed: 11/17/2022] Open
Abstract
Thermostable exoshells (tES) are engineered proteinaceous nanoparticles used for the rapid encapsulation of therapeutic proteins/enzymes, whereby the nanoplatform protects the payload from proteases and other denaturants. Given the significance of oral delivery as the preferred model for drug administration, we structurally improved the stability of tES through multiple inter-subunit disulfide linkages that were initially absent in the parent molecule. The disulfide-linked tES, as compared to tES, significantly stabilized the activity of encapsulated horseradish peroxidase (HRP) at acidic pH and against the primary human digestive enzymes, pepsin, and trypsin. Furthermore, the disulfide-linked tES (DS-tES) exhibited significant intestinal permeability as evaluated using Caco2 cells. In vivo bioluminescence assay showed that encapsulated Renilla luciferase (rluc) was ~3 times more stable in mice compared to the free enzyme. DS-tES collected mice feces had ~100 times more active enzyme in comparison to the control (free enzyme) after 24 h of oral administration, demonstrating strong intestinal stability. Taken together, the in vitro and in vivo results demonstrate the potential of DS-tES for intraluminal and systemic oral drug delivery applications.
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Sadeghi S, Masurkar ND, Vallerinteavide Mavelli G, Deshpande S, Kok Yong Tan W, Yee S, Kang SA, Lim YP, Kai-Hua Chow E, Drum CL. Bioorthogonal Catalysis for Treatment of Solid Tumors Using Thermostable, Self-Assembling, Single Enzyme Nanoparticles and Natural Product Conversion with Indole-3-acetic Acid. ACS NANO 2022; 16:10292-10301. [PMID: 35653306 PMCID: PMC9333347 DOI: 10.1021/acsnano.1c11560] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/14/2023]
Abstract
Bioorthogonal catalysis (BC) generates chemical reactions not present in normal physiology for the purpose of disease treatment. Because BC catalytically produces the desired therapy only at the site of disease, it holds the promise of site-specific treatment with little or no systemic exposure or side effects. Transition metals are typically used as catalytic centers in BC; however, solubility and substrate specificity typically necessitate a coordinating enzyme and/or stabilizing superstructure for in vivo application. We report the use of self-assembling, porous exoshells (tESs) to encapsulate and deliver an iron-containing reaction center for the treatment of breast cancer. The catalytic center is paired with indole-3-acetic acid (IAA), a natural product found in edible plants, which undergoes oxidative decarboxylation, via reduction of iron(III) to iron(II), to produce free radicals and bioactive metabolites. The tES encapsulation is critical for endocytic uptake of BC reaction centers and, when followed by administration of IAA, results in apoptosis of MDA-MB-231 triple negative cancer cells and complete regression of in vivo orthotopic xenograft tumors (p < 0.001, n = 8 per group). When Renilla luciferase (rLuc) is substituted for horseradish peroxidase (HRP), whole animal luminometry can be used to monitor in vivo activity.
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Affiliation(s)
- Samira Sadeghi
- Cardiovascular
Research Institute, Department of Medicine, Yong Loo Lin School of
Medicine, National University of Singapore, 1E Kent Ridge Road,
NUHS Tower Block,
Level 9, NUHCS, Singapore 119228, Singapore
- Department
of Medicine, Yong Loo Lin School of Medicine, National University of Singapore, Singapore 119228, Singapore
- Genome
Institute of Singapore (GIS), Agency for
Science, Technology and Research (A*STAR), Singapore 138672, Singapore
| | - Nihar D. Masurkar
- Cardiovascular
Research Institute, Department of Medicine, Yong Loo Lin School of
Medicine, National University of Singapore, 1E Kent Ridge Road,
NUHS Tower Block,
Level 9, NUHCS, Singapore 119228, Singapore
- Department
of Medicine, Yong Loo Lin School of Medicine, National University of Singapore, Singapore 119228, Singapore
| | - Girish Vallerinteavide Mavelli
- Cardiovascular
Research Institute, Department of Medicine, Yong Loo Lin School of
Medicine, National University of Singapore, 1E Kent Ridge Road,
NUHS Tower Block,
Level 9, NUHCS, Singapore 119228, Singapore
- Department
of Medicine, Yong Loo Lin School of Medicine, National University of Singapore, Singapore 119228, Singapore
| | - Siddharth Deshpande
- Cardiovascular
Research Institute, Department of Medicine, Yong Loo Lin School of
Medicine, National University of Singapore, 1E Kent Ridge Road,
NUHS Tower Block,
Level 9, NUHCS, Singapore 119228, Singapore
- Department
of Medicine, Yong Loo Lin School of Medicine, National University of Singapore, Singapore 119228, Singapore
- NUS
Graduate School for Integrative Sciences and Engineering, National University of Singapore, Singapore 117456, Singapore
| | - Warren Kok Yong Tan
- Cardiovascular
Research Institute, Department of Medicine, Yong Loo Lin School of
Medicine, National University of Singapore, 1E Kent Ridge Road,
NUHS Tower Block,
Level 9, NUHCS, Singapore 119228, Singapore
- Department
of Medicine, Yong Loo Lin School of Medicine, National University of Singapore, Singapore 119228, Singapore
- NUS
Graduate School for Integrative Sciences and Engineering, National University of Singapore, Singapore 117456, Singapore
| | - Sherman Yee
- Cardiovascular
Research Institute, Department of Medicine, Yong Loo Lin School of
Medicine, National University of Singapore, 1E Kent Ridge Road,
NUHS Tower Block,
Level 9, NUHCS, Singapore 119228, Singapore
- Department
of Medicine, Yong Loo Lin School of Medicine, National University of Singapore, Singapore 119228, Singapore
| | - Shin-Ae Kang
- Department
of Biochemistry, Yong Loo Lin School of Medicine, National University of Singapore 117596, Singapore
| | - Yoon-Pin Lim
- Department
of Biochemistry, Yong Loo Lin School of Medicine, National University of Singapore 117596, Singapore
| | - Edward Kai-Hua Chow
- Cancer Science
Institute of Singapore, Yong Loo Lin School of Medicine, National University of Singapore, Singapore 117599, Singapore
- Department
of Pharmacology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore 117597, Singapore
| | - Chester L. Drum
- Cardiovascular
Research Institute, Department of Medicine, Yong Loo Lin School of
Medicine, National University of Singapore, 1E Kent Ridge Road,
NUHS Tower Block,
Level 9, NUHCS, Singapore 119228, Singapore
- Department
of Medicine, Yong Loo Lin School of Medicine, National University of Singapore, Singapore 119228, Singapore
- Department
of Biochemistry, Yong Loo Lin School of Medicine, National University of Singapore 117596, Singapore
- Department
of Surgery, Yong Loo Lin School of Medicine, National University of Singapore, Singapore 119228, Singapore
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Vallerinteavide Mavelli G, Sadeghi S, Vaidya SS, Kong SN, Drum CL. Nanoencapsulation as a General Solution for Lyophilization of Labile Substrates. Pharmaceutics 2021; 13:1790. [PMID: 34834205 PMCID: PMC8622885 DOI: 10.3390/pharmaceutics13111790] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/20/2021] [Revised: 10/15/2021] [Accepted: 10/15/2021] [Indexed: 11/17/2022] Open
Abstract
Protein macromolecules occur naturally at the nanoscale. The use of a dedicated nanoparticle as a lyophilization excipient, however, has not been reported. Because biopolymeric and lipid nanoparticles often denature protein macromolecules and commonly lack the structural rigidity to survive the freeze-drying process, we hypothesized that surrounding an individual protein substrate with a nanoscale, thermostable exoshell (tES) would prevent aggregation and protect the substrate from denaturation during freezing, sublimation, and storage. We systematically investigated the properties of tES, including secondary structure and its homogeneity, throughout the process of lyophilization and found that tES have a near 100% recovery following aqueous reconstitution. We then tested the hypothesis that tES could encapsulate a model substrate, horseradish peroxidase (HRP), using charge complementation and pH-mediated controlled assembly. HRP were encapsulated within the 8 nm internal tES aqueous cavity using a simplified loading procedure. Time-course experiments demonstrated that unprotected HRP loses 95% of activity after 1 month of lyophilized storage. After encapsulation within tES nanoparticles, 70% of HRP activity was recovered, representing a 14-fold improvement and this effect was reproducible across a range of storage temperatures. To our knowledge, these results represent the first reported use of nanoparticle encapsulation to stabilize a functional macromolecule during lyophilization. Thermostable nanoencapsulation may be a useful method for the long-term storage of labile proteins.
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Affiliation(s)
- Girish Vallerinteavide Mavelli
- Yong Loo Lin School of Medicine, National University of Singapore, 14 Medical Drive, Singapore 117599, Singapore; (G.V.M.); (S.S.); (S.S.V.); (S.N.K.)
| | - Samira Sadeghi
- Yong Loo Lin School of Medicine, National University of Singapore, 14 Medical Drive, Singapore 117599, Singapore; (G.V.M.); (S.S.); (S.S.V.); (S.N.K.)
- Genome Institute of Singapore, Agency for Science, Technology and Research (A*Star), Singapore 138672, Singapore
| | - Siddhesh Sujit Vaidya
- Yong Loo Lin School of Medicine, National University of Singapore, 14 Medical Drive, Singapore 117599, Singapore; (G.V.M.); (S.S.); (S.S.V.); (S.N.K.)
| | - Shik Nie Kong
- Yong Loo Lin School of Medicine, National University of Singapore, 14 Medical Drive, Singapore 117599, Singapore; (G.V.M.); (S.S.); (S.S.V.); (S.N.K.)
| | - Chester Lee Drum
- Yong Loo Lin School of Medicine, National University of Singapore, 14 Medical Drive, Singapore 117599, Singapore; (G.V.M.); (S.S.); (S.S.V.); (S.N.K.)
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