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Morini L, Sakai A, Vibhute MA, Koch Z, Voss M, Schoenmakers LLJ, Huck WTS. Leveraging Active Learning to Establish Efficient In Vitro Transcription and Translation from Bacterial Chromosomal DNA. ACS OMEGA 2024; 9:19227-19235. [PMID: 38708277 PMCID: PMC11064174 DOI: 10.1021/acsomega.4c00111] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 01/04/2024] [Revised: 03/29/2024] [Accepted: 04/03/2024] [Indexed: 05/07/2024]
Abstract
Gene expression is a fundamental aspect in the construction of a minimal synthetic cell, and the use of chromosomes will be crucial for the integration and regulation of complex modules. Expression from chromosomes in vitro transcription and translation (IVTT) systems presents limitations, as their large size and low concentration make them far less suitable for standard IVTT reactions. Here, we addressed these challenges by optimizing lysate-based IVTT systems at low template concentrations. We then applied an active learning tool to adapt IVTT to chromosomes as template DNA. Further insights into the dynamic data set led us to adjust the previous protocol for chromosome isolation and revealed unforeseen trends pointing at limiting transcription kinetics in our system. The resulting IVTT conditions allowed a high template DNA efficiency for the chromosomes. In conclusion, our system shows a protein-to-chromosome ratio that moves closer to in vivo biology and represents an advancement toward chromosome-based synthetic cells.
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Affiliation(s)
- Leonardo Morini
- Institute
for Molecules and Materials, Radboud University, Nijmegen 6525 AJ, The Netherlands
| | - Andrei Sakai
- Institute
for Molecules and Materials, Radboud University, Nijmegen 6525 AJ, The Netherlands
| | - Mahesh A. Vibhute
- Institute
for Molecules and Materials, Radboud University, Nijmegen 6525 AJ, The Netherlands
| | - Zef Koch
- Institute
for Molecules and Materials, Radboud University, Nijmegen 6525 AJ, The Netherlands
- HAN
University of Applied Sciences, Nijmegen 6503GL, The Netherlands
| | - Margo Voss
- Institute
for Molecules and Materials, Radboud University, Nijmegen 6525 AJ, The Netherlands
| | - Ludo L. J. Schoenmakers
- Institute
for Molecules and Materials, Radboud University, Nijmegen 6525 AJ, The Netherlands
- Konrad
Lorenz Institute for Evolution and Cognition Research, Klosterneuburg 3400, Austria
| | - Wilhelm T. S. Huck
- Institute
for Molecules and Materials, Radboud University, Nijmegen 6525 AJ, The Netherlands
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2
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Sakai A, Jonker AJ, Nelissen FHT, Kalb EM, van Sluijs B, Heus HA, Adamala KP, Glass JI, Huck WTS. Cell-Free Expression System Derived from a Near-Minimal Synthetic Bacterium. ACS Synth Biol 2023; 12:1616-1623. [PMID: 37278603 PMCID: PMC10278164 DOI: 10.1021/acssynbio.3c00114] [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: 02/22/2023] [Indexed: 06/07/2023]
Abstract
Cell-free expression (CFE) systems are fundamental to reconstituting metabolic pathways in vitro toward the construction of a synthetic cell. Although an Escherichia coli-based CFE system is well-established, simpler model organisms are necessary to understand the principles behind life-like behavior. Here, we report the successful creation of a CFE system derived from JCVI-syn3A (Syn3A), the minimal synthetic bacterium. Previously, high ribonuclease activity in Syn3A lysates impeded the establishment of functional CFE systems. Now, we describe how an unusual cell lysis method (nitrogen decompression) yielded Syn3A lysates with reduced ribonuclease activity that supported in vitro expression. To improve the protein yields in the Syn3A CFE system, we optimized the Syn3A CFE reaction mixture using an active machine learning tool. The optimized reaction mixture improved the CFE 3.2-fold compared to the preoptimized condition. This is the first report of a functional CFE system derived from a minimal synthetic bacterium, enabling further advances in bottom-up synthetic biology.
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Affiliation(s)
- Andrei Sakai
- Institute
for Molecules and Materials, Radboud University, Nijmegen 6525AJ, The Netherlands
| | - Aafke J. Jonker
- Institute
for Molecules and Materials, Radboud University, Nijmegen 6525AJ, The Netherlands
| | - Frank H. T. Nelissen
- Institute
for Molecules and Materials, Radboud University, Nijmegen 6525AJ, The Netherlands
| | - Evan M. Kalb
- Department
of Genetics, Cell Biology and Development, University of Minnesota, Minneapolis, Minnesota 55455, United States
| | - Bob van Sluijs
- Institute
for Molecules and Materials, Radboud University, Nijmegen 6525AJ, The Netherlands
| | - Hans A. Heus
- Institute
for Molecules and Materials, Radboud University, Nijmegen 6525AJ, The Netherlands
| | - Katarzyna P. Adamala
- Department
of Genetics, Cell Biology and Development, University of Minnesota, Minneapolis, Minnesota 55455, United States
| | - John I. Glass
- Synthetic
Biology & Bioenergy, J. Craig Venter
Institute, La Jolla, California 92037, United States
| | - Wilhelm T. S. Huck
- Institute
for Molecules and Materials, Radboud University, Nijmegen 6525AJ, The Netherlands
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3
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Hough J, Howard JD, Brown S, Portwood DE, Kilby PM, Dickman MJ. Strategies for the production of dsRNA biocontrols as alternatives to chemical pesticides. Front Bioeng Biotechnol 2022; 10:980592. [PMID: 36299286 PMCID: PMC9588923 DOI: 10.3389/fbioe.2022.980592] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/28/2022] [Accepted: 08/23/2022] [Indexed: 01/09/2023] Open
Abstract
Current crop pest control strategies rely on insecticidal and fungicidal sprays, plant genetic resistance, transgenes and agricultural practices. However, many insects, plant viruses, and fungi have no current means of control or have developed resistance against traditional pesticides. dsRNA is emerging as a novel sustainable method of plant protection as an alternative to traditional chemical pesticides. The successful commercialisation of dsRNA based biocontrols for effective pest management strategies requires the economical production of large quantities of dsRNA combined with suitable delivery methods to ensure RNAi efficacy against the target pest. A number of methods exist for the production and delivery of dsRNA based biocontrols and here we review alternative methods currently employed and emerging new approaches for their production. Additionally, we highlight potential challenges that will need to be addressed prior to widespread adoption of dsRNA biocontrols as novel sustainable alternatives to traditional chemical pesticides.
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Affiliation(s)
- James Hough
- Department of Chemical and Biological Engineering, University of Sheffield, Sheffield, United Kingtom
| | - John D Howard
- Department of Chemical and Biological Engineering, University of Sheffield, Sheffield, United Kingtom
| | - Stephen Brown
- Sheffield RNAi Screening Facility, School of Biosciences, University of Sheffield, Sheffield, United Kingtom
| | - David E Portwood
- Syngenta, Jealott's Hill International Research Centre, Bracknell, United Kingdom
| | - Peter M Kilby
- Syngenta, Jealott's Hill International Research Centre, Bracknell, United Kingdom
| | - Mark J Dickman
- Department of Chemical and Biological Engineering, University of Sheffield, Sheffield, United Kingtom
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4
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Deyama T, Matsui Y, Chadani Y, Sekine Y, Doi N, Fujiwara K. Transcription-translation of the Escherichia coli genome within artificial cells. Chem Commun (Camb) 2021; 57:10367-10370. [PMID: 34541593 DOI: 10.1039/d1cc04401j] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
Here we created artificial cells in which information of the genome of living cells is expressed by the elements encoded in the genome. We confirmed that the system works normally within artificial cells, which paves the way for reconstructing living cells from biomolecules.
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Affiliation(s)
- Tatsuki Deyama
- Department of Biosciences & Informatics, Keio University, 3-14-1 Hiyoshi, Kohoku-ku, Yokohama 223-8522, Japan.
| | - Yukino Matsui
- Department of Biosciences & Informatics, Keio University, 3-14-1 Hiyoshi, Kohoku-ku, Yokohama 223-8522, Japan.
| | - Yuhei Chadani
- Cell Biology Center, Institute of Innovative Research, Tokyo Institute of Technology, S2-19, 4259 Nagatsuta, Midori-ku, Yokohama 226-8503, Japan
| | - Yasuhiko Sekine
- Department of Life Science, College of Science, Rikkyo University, 3-34-1 Nishi-Ikebukuro, Toshima-ku, Tokyo 171-8501, Japan
| | - Nobuhide Doi
- Department of Biosciences & Informatics, Keio University, 3-14-1 Hiyoshi, Kohoku-ku, Yokohama 223-8522, Japan.
| | - Kei Fujiwara
- Department of Biosciences & Informatics, Keio University, 3-14-1 Hiyoshi, Kohoku-ku, Yokohama 223-8522, Japan.
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A Relationship between NTP and Cell Extract Concentration for Cell-Free Protein Expression. Life (Basel) 2021; 11:life11030237. [PMID: 33805612 PMCID: PMC7999496 DOI: 10.3390/life11030237] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/27/2021] [Revised: 03/10/2021] [Accepted: 03/11/2021] [Indexed: 01/29/2023] Open
Abstract
The cell-free protein synthesis (CFPS) that synthesizes mRNA and protein from a template DNA has been featured as an important tool to emulate living systems in vitro. However, an obstacle to emulate living cells by CFPS is the loss of activity in the case of usage of high concentration cell extracts. In this study, we found that a high concentration of NTP which inhibits in the case of lower concentration cell extract restored the loss of CFPS activity using high concentration cell extracts. The NTP restoration was independent of the energy regeneration system used, and NTP derivatives also restored the levels of CFPS using a high concentration cell extract. Experiments using dialysis mode of CFPS showed that continuous exchange of small molecule reduced levels of NTP requirement and improved reaction speed of CFPS using the high concentration of cell extract. These findings contribute to the development of a method to understand the condition of living cells by in vitro emulation, and are expected to lead to the achievement of the reconstitution of living cells from biomolecule mixtures.
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Protein Interactomes of Streptococcus mutans YidC1 and YidC2 Membrane Protein Insertases Suggest SRP Pathway-Independent- and -Dependent Functions, Respectively. mSphere 2021; 6:6/2/e01308-20. [PMID: 33658280 PMCID: PMC8546722 DOI: 10.1128/msphere.01308-20] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/25/2023] Open
Abstract
Virulence properties of cariogenic Streptococcus mutans depend on integral membrane proteins. Bacterial cotranslational protein trafficking involves the signal recognition particle (SRP) pathway components Ffh and FtsY, the SecYEG translocon, and YidC chaperone/insertases. Unlike Escherichia coli, S. mutans survives loss of the SRP pathway and has two yidC paralogs. This study characterized YidC1 and YidC2 interactomes to clarify respective functions alone and in concert with the SRP and/or Sec translocon. Western blots of formaldehyde cross-linked or untreated S. mutans lysates were reacted with anti-Ffh, anti-FtsY, anti-YidC1, or anti-YidC2 antibodies followed by mass spectrometry (MS) analysis of gel-shifted bands. Cross-linked lysates of wild-type and ΔyidC2 strains were reacted with anti-YidC2-coupled Dynabeads, and cocaptured proteins were identified by MS. Last, YidC1 and YidC2 C-terminal tail-captured proteins were subjected to two-dimensional (2D) difference gel electrophoresis and MS analysis. Direct interactions of putative YidC1 and YidC2 binding partners were confirmed by bacterial two-hybrid assay. Our results suggest YidC2 works preferentially with the SRP pathway, while YidC1 is preferred for SRP-independent Sec translocon-mediated translocation. YidC1 and YidC2 autonomous pathways were also apparent. Two-hybrid assay identified interactions between holotranslocon components SecYEG/YajC and YidC1. Both YidC1 and YidC2 interacted with Ffh, FtsY, and chaperones DnaK and RopA. Putative membrane-localized substrates HlyX, LemA, and SMU_591c interacted with both YidC1 and YidC2. Identification of several Rgp proteins in the YidC1 interactome suggested its involvement in bacitracin resistance, which was decreased in ΔyidC1 and SRP-deficient mutants. Collectively, YidC1 and YidC2 interactome analyses has further distinguished these paralogs in the Gram-positive bacterium S. mutans. IMPORTANCEStreptococcus mutans is a prevalent oral pathogen and major causative agent of tooth decay. Many proteins that enable this bacterium to thrive in its environmental niche and cause disease are embedded in its cytoplasmic membrane. The machinery that transports proteins into bacterial membranes differs between Gram-negative and Gram-positive organisms, an important difference being the presence of multiple YidC paralogs in Gram-positive bacteria. Characterization of a protein’s interactome can help define its physiological role. Herein, we characterized the interactomes of S. mutans YidC1 and YidC2. Results demonstrated substantial overlap between their interactomes but also revealed several differences in their direct protein binding partners. Membrane transport machinery components were identified in the context of a large network of proteins involved in replication, transcription, translation, and cell division/cell shape. This information contributes to our understanding of protein transport in Gram-positive bacteria in general and informs our understanding of S. mutans pathogenesis.
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Vibhute MA, Schaap MH, Maas RJM, Nelissen FHT, Spruijt E, Heus HA, Hansen MMK, Huck WTS. Transcription and Translation in Cytomimetic Protocells Perform Most Efficiently at Distinct Macromolecular Crowding Conditions. ACS Synth Biol 2020; 9:2797-2807. [PMID: 32976714 PMCID: PMC7573978 DOI: 10.1021/acssynbio.0c00330] [Citation(s) in RCA: 34] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/06/2023]
Abstract
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The formation of
cytomimetic protocells that capture the physicochemical
aspects of living cells is an important goal in bottom-up synthetic
biology. Here, we recreated the crowded cytoplasm in liposome-based
protocells and studied the kinetics of cell-free gene expression in
these crowded containers. We found that diffusion of key components
is affected not only by macromolecular crowding but also by enzymatic
activity in the protocell. Surprisingly, size-dependent diffusion
in crowded conditions yielded two distinct maxima for protein synthesis,
reflecting the differential impact of crowding on transcription and
translation. Our experimental data show, for the first time, that
macromolecular crowding induces a switch from reaction to diffusion
control and that this switch depends on the sizes of the macromolecules
involved. These results highlight the need to control the physical
environment in the design of synthetic cells.
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Affiliation(s)
- Mahesh A. Vibhute
- Radboud University, Institute for Molecules and Materials, Heyendaalseweg 135, 6525 AJ Nijmegen, The Netherlands
| | - Mark H. Schaap
- Radboud University, Institute for Molecules and Materials, Heyendaalseweg 135, 6525 AJ Nijmegen, The Netherlands
| | - Roel J. M. Maas
- Radboud University, Institute for Molecules and Materials, Heyendaalseweg 135, 6525 AJ Nijmegen, The Netherlands
| | - Frank H. T. Nelissen
- Radboud University, Institute for Molecules and Materials, Heyendaalseweg 135, 6525 AJ Nijmegen, The Netherlands
| | - Evan Spruijt
- Radboud University, Institute for Molecules and Materials, Heyendaalseweg 135, 6525 AJ Nijmegen, The Netherlands
| | - Hans A. Heus
- Radboud University, Institute for Molecules and Materials, Heyendaalseweg 135, 6525 AJ Nijmegen, The Netherlands
| | - Maike M. K. Hansen
- Radboud University, Institute for Molecules and Materials, Heyendaalseweg 135, 6525 AJ Nijmegen, The Netherlands
| | - Wilhelm T. S. Huck
- Radboud University, Institute for Molecules and Materials, Heyendaalseweg 135, 6525 AJ Nijmegen, The Netherlands
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8
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Okauchi H, Sakatani Y, Otsuka K, Ichihashi N. Minimization of Elements for Isothermal DNA Replication by an Evolutionary Approach. ACS Synth Biol 2020; 9:1771-1780. [PMID: 32674580 DOI: 10.1021/acssynbio.0c00137] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
DNA replication is one of the central functions of the cell. The complexity of modern DNA replication systems raises a question: is it possible to achieve a simpler continuous isothermal DNA replication using fewer proteins? Here, we searched such replication using an evolutionary approach. Through a long-term serial dilution experiment with phi29 DNA polymerase, we found that large repetitive DNAs spontaneously appear and continuously replicate. The repetitive sequence is critical for replication. Arbitrary sequences can replicate if they contain many repeats. We also demonstrated continuous DNA replication using expressed polymerase from the DNA for 10 rounds. This study revealed that continuous isothermal DNA replication can be achieved in a scheme simpler than that employed by modern organisms, providing an alternative strategy for simpler artificial cell synthesis and a clue to possible primitive forms of DNA replication.
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Affiliation(s)
- Hiroki Okauchi
- Department of Life Science, Graduate School of Arts and Science, The University of Tokyo, 3-8-1 Komaba, Meguro-ku, Tokyo 153-8902, Japan
| | - Yoshihiro Sakatani
- Department of Bioinformatic Engineering, Graduate School of Information Science and Technology, Osaka University, 1-5 Yamadaoka, Suita, Osaka 565-0871, Japan
| | - Kensuke Otsuka
- Department of Bioinformatic Engineering, Graduate School of Information Science and Technology, Osaka University, 1-5 Yamadaoka, Suita, Osaka 565-0871, Japan
| | - Norikazu Ichihashi
- Department of Life Science, Graduate School of Arts and Science, The University of Tokyo, 3-8-1 Komaba, Meguro-ku, Tokyo 153-8902, Japan
- Komaba Institute for Science, The University of Tokyo, 3-8-1 Komaba, Meguro, Tokyo 153-8902, Japan
- Research Center for Complex Systems Biology, Universal Biology Institute, The University of Tokyo, 3-8-1 Komaba, Meguro, Tokyo 153-8902, Japan
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9
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Miguez AM, McNerney MP, Styczynski MP. Metabolic Profiling of Escherichia coli-based Cell-Free Expression Systems for Process Optimization. Ind Eng Chem Res 2019; 58:22472-22482. [PMID: 32063671 PMCID: PMC7021278 DOI: 10.1021/acs.iecr.9b03565] [Citation(s) in RCA: 23] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
Biotechnology has transformed the production of various chemicals and pharmaceuticals due to its efficient and selective processes, but it is inherently limited by its use of live cells as "biocatalysts." Cell-free expression (CFE) systems, which use a protein lysate isolated from whole cells, have the potential to overcome these challenges and broaden the scope of biomanufacturing. Implementation of CFE systems at scale will require determining clear markers of lysate activity and developing supplementation approaches that compensate for potential variability across batches and experimental protocols. Towards this goal, we use metabolomics to relate lysate preparation and performance to metabolic activity. We show that lysate processing affects the metabolite makeup of lysates, and that lysate metabolite levels change over the course of a CFE reaction regardless of whether a target compound is produced. Finally, we use this information to develop ways to standardize lysate activity and to design an improved CFE system.
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Affiliation(s)
- April M Miguez
- School of Chemical & Biomolecular Engineering, Georgia Institute of Technology, 311 Ferst Drive NW, Atlanta, Georgia 30332, USA
| | - Monica P McNerney
- School of Chemical & Biomolecular Engineering, Georgia Institute of Technology, 311 Ferst Drive NW, Atlanta, Georgia 30332, USA
| | - Mark P Styczynski
- School of Chemical & Biomolecular Engineering, Georgia Institute of Technology, 311 Ferst Drive NW, Atlanta, Georgia 30332, USA
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Verdú C, Sanchez E, Ortega C, Hidalgo A, Berenguer J, Mencía M. A Modular Vector Toolkit with a Tailored Set of Thermosensors To Regulate Gene Expression in Thermus thermophilus. ACS OMEGA 2019; 4:14626-14632. [PMID: 31528818 PMCID: PMC6740178 DOI: 10.1021/acsomega.9b02107] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/09/2019] [Accepted: 08/14/2019] [Indexed: 05/02/2023]
Abstract
Modular plasmid architectures have shown to be a very useful resource to standardize, build, share, and compare biological parts and functional vectors, and are being applied in an increasing number of microorganisms. Here, we present a modular plasmid toolkit for Thermus thermophilus, a species considered as a workhorse for biotechnology and a model for high-temperature biology. Apart from integrating improved versions of already existing parts, we have characterized specific promoters and developed a thermosensor-based palette that restricts the expression to Thermus and, at the same time, controls protein expression in this organism in a temperature-dependent manner.
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Affiliation(s)
| | | | | | | | - José Berenguer
- E-mail: . Tel.: +34 911964498. Fax: +34 911964420 (J.B.)
| | - Mario Mencía
- E-mail: . Tel.: +34 911964664.
Fax: +34 911964420 (M.M.)
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Saipreethi P, Manian R. Probing the biomolecular targets of azo colorant carcinogens towards purified wetland peroxidase-computational cum in vitro validation. BIOCATALYSIS AND AGRICULTURAL BIOTECHNOLOGY 2019. [DOI: 10.1016/j.bcab.2019.101127] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/27/2022]
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