getpdf  NLM-PubMed-Logo  doi: 10.17113/ftb.56.01.18.5415 

Molecular Characterization and Directed Evolution of a Metagenome-Derived L-Cysteine Sulfinate  Decarboxylase



Jie Deng1,2small orcid_display_4pp, Qiaofen Wu2small orcid_display_4pp, Hua Gao2small orcid_display_4pp, Qian Ou2small orcid_display_4pp, Bo Wu2small orcid_display_4pp, Bing Yan1*small orcid_display_4pp and Chengjian Jiang1,2*small orcid_display_4pp



1Guangxi Key Laboratory of Mangrove Conservation and Utilization, Guangxi Mangrove Research Center, Guangxi Academy of Sciences, 92 Changqing Rd., Beihai, Guangxi, PR China
2State Key Laboratory for Conservation and Utilization of Subtropical Agro-Bioresources, College of Life Science and Technology, Guangxi University, 100 Daxue Rd., Nanning, Guangxi, PR China




Article history:
Received: July 8, 2017
Accepted: February 8, 2018
cc



Key words:
taurine, L-cysteine sulfinate decarboxylase, metagenomic library, sequential error-prone PCR




Summary:
L-Cysteine sulfinate decarboxylase (CSD, EC 4.1.1.29), the rate-limiting enzyme in taurine synthesis pathway, catalyzes L-cysteine sulfinic acid to form hypotaurine. Identification of the novel CSD that could improve the biosynthetic efficiency of taurine is important. An unexplored decarboxylase gene named undec1A was identified in a previous work through sequence-based screening of uncultured soil microorganisms. Random mutagenesis through sequential error-prone polymerase chain reaction was used in Undec1A. A mutant Undec1A-1180, which was obtained from mutagenesis library, had 5.62-fold higher specific activity than Undec1A at 35 °C and pH=7.0. Molecular docking results indicated that amino acid residues Ala235, Val237, Asp239, Ile267, Ala268, and Lys298 in the Undec1A-180 protein helped recognize and catalyze the substrate molecules of L-cysteine sulfinic acid. These results could serve as a basis for elucidating the characteristics of the Undec1A-1180. Directed evolution technology is a convenient way to improve the biotechnological applications of metagenome-derived genes.



*Corresponding authors:  tel3  +867713239403
                                                   fax2  +86-7713237873
                                                    email3  This email address is being protected from spambots. You need JavaScript enabled to view it. (Yan), This email address is being protected from spambots. You need JavaScript enabled to view it. (Jiang)




Paper was presented at the 7th International Forum on Industrial Bioprocessing - IFIBiop 2017, May 21-24, 2017, Wuxi, PR China

Introduction

Taurine (2-amino ethanesulfonic acid), an essential amino acid, is abundant in the cells of humans and other eukaryotes (1). It serves multiple physiological activities, including anti-inflammatory, analgesic, antipyretic, and hypoglycaemic; it also regulates nerve conduction and lipid digestion and absorption, participates in endocrine activity, increases cardiac contractility, and improves immunity, among others. This molecule is widely used in the food, feed, and medical industries (2).

Currently, taurine production mainly depends on the following two methods: chemical synthesis and direct biological extraction (3). Biosynthesis is attractive due to its many advantages, such as moderate production conditions and environmental friendliness. The main pathway of taurine synthesis in living cells involves cysteine sulfinate decarboxylase (CSD), which is a rate-limiting enzyme that determines taurine biosynthetic capability (4), and some enzymes which can oxidize the hypotaurine to form taurine (5). Therefore, isolation and identification of the novel CSD that could improve the biosynthetic efficiency of taurine are important.

l-Cysteine sulfinate decarboxylase, whose activity directly restricts taurine synthesis, had been previously isolated from liver tissue (6). CSD from brain and liver tissues exerts the same activity towards cysteine sulfinic acid and cysteic acid, respectively. However, CSD from brain tissue is not completely dependent on 5´-pyridoxal phosphate (7). Furthermore, CSD isolated from brain tissue serves as glutamic acid decarboxylase to synthesize γ-aminobutyric acid. Subsequently, CSD from brain tissues of buffalo, dog or mouse could be divided into CSDI and CSDII, of which the latter serves as glutamic acid decarboxylase (8, 9).

Current research on CSD is limited to eukaryotic cells (10). As it is known, microorganisms isolated from the environment using pure culture techniques make less than 1% of the total microbial population; others are uncultured microorganisms that may have more extensive diversity in physiological and biochemical characteristics (11-13). Metagenomic technology, an effective strategy to study uncultured microorganisms, includes genomic DNA extraction from environmental samples, construction of metagenomics libraries, and screening the libraries to find some interesting genes and active substances (14). Although a wide variety of novel enzymes have been isolated and identified from environmental samples, little data is available concerning CSD from uncultured microbes.

Our previous research demonstrated that the Undec1A could catalyze the l-cysteine to form cysteamine using liquid chromatography-mass spectrometry, and detailed biochemical characterization was done (15). Compared with the amino acid sequence of CSDs from other sources, we found that Undec1A showed moderate similarity to them, and contained some conserved CSD domains. The previous study had revealed that the undec1A gene encodes a protein with CSD activity. The purpose of this study is to obtain more active mutants through protein engineering. One interesting variant, Undec1A-1180, showed increased decarboxylase activity. The identification and directed evolution of a metagenome-derived Undec1A also broadened our understanding of the mechanism of the metagenome-derived bifunctional CSD.

Materials and Methods

Chemicals, reagents and equipment

T4 DNA ligases, SalI and SmaI enzymes were obtained from Thermo Fisher (Waltham, MA, USA). Taq DNA polymerase and buffers were obtained from Takara Bio Inc (Kyoto, Japan). Primers, antibiotic, glycerol, sodium chloride and hydrochloric acid were obtained from Sangon Biotech Co Ltd (Shanghai, PR China). Cysteine sulfinic acid (CSA), pyridoxal 5´-phosphate (PLP), amino acids and substrate analogues were obtained from Merck KGaA (Darmstadt, Germany). Gel extraction kit and plasmid kit were obtained from Omega Bio-tek (Norcross, GA, USA). Tryptone and yeast extract were obtained from Oxoid (Basingstoke, UK). Nickel-nitrilotriacetic acid (Ni-NTA) agarose resin was obtained from Qiagen (Hilden, Germany). PCR instrument was model PTC-200 (Bio-Rad, Hercules, CA, USA). Sodium dodecylsulfate-polyacrylamide gel electrophoresis (SDS-PAGE) instrument was model JY-SCZ4+ (JunYi, Beijing, PR China). Automatic amino acid analyzer was model 6300 (Beckman Coulter, Pasadena, CA, USA). High-performance liquid chromatography (HPLC) was model 1100 (Agilent Technologies, Santa Clara, CA, USA).

Plasmids and strains

Escherichia coli DH5α and E. coli BL21(DE3)pLysS (both from Novagen Merck KGaA, Darmstadt, Germany) were selected as the clone host and the expression host, respectively. Plasmid pGEM-3Zf(+) (Promega Corporation, Fitchburg, WI, USA) and pETBlue-2 (Novagen, Merck KGaA) were chosen as the clone vector and the expression vector, respectively. The E. coli strains were incubated in Luria-Bertani (LB; 1.0% tryptone, 0.5% yeast extract, 1.0% sodium chloride, pH=7.0) medium at 37 °C.

Screening of mutants from mutagenic library

A mutagenic library of the l-cysteine decarboxylase gene undec1A was constructed (16, 17). SalI enzyme site (underlined) was designed in forward primer and SmaI enzyme site (underlined) was designed in reverse primer (5´-ATAGTCGACATGATCACCCCTCTTACGCTGGCAAC-3´/5´-CGTCTAGAGTGAACCAGGGTAAGTATCTTCCG-3´). The first error-prone polymerase chain reaction (PCR) was amplified in 100-µL medium consisting of forward primer (10 pM), reverse primer (10 pM), 1×Taq buffer, plasmid DNA (20 ng), Taq DNA polymerase (10 U), MgCl2 (4 mM) and MnCl2 (0.5 mM). The second round of PCR was performed with descending concentrations of dNTPs (20–200 µM) and the addition of corresponding concentrations of MnCl2. The error-prone PCR program was as follows: 94 °C for 10 min, 30 cycles at 94 °C for 30 s, 65 °C for 35 s, and 72 °C for 2 min, and final extension step at 72 °C for 10 min.

The error-prone PCR products (1177 bp) were purified and digested with SalI and SmaI enzymes, ligated into the pGEM-3Zf(+) vector that had digested with same enzymes, and then transformed into competent E. coli DH5a strain (18). Colony PCR and restriction digestion were used to test the positive clones. The decarboxylase mutants were obtained by an automatic amino acid analyzer (19), and plasmids were sequenced.

The interesting genetic variants were ligated into pETBlue-2 vector and then transformed into competent E. coli BL21(DE3)pLysS strain. The correct clones were overexpressed and purified as described by Jiang and Wu (15). The interesting variants were purified by Ni-NTA agarose resin. The molecular mass of Undec1A-1180 was measured by denaturing discontinuous SDS-PAGE (19-21).

DNA sequence analysis and gene structure characterization

The Entrez server (22) was used to search relevant sequences and conserved domains. The deduced amino acid sequences were identified using ExPASy translation tool (23). Align X in Vector NTI software (24) was used for sequence alignment analysis. GalaxyWEB server (25) and MolProbity server (26) were used for protein homology modelling analysis and modelling evaluation analysis, respectively. Protein Data Bank (27) was used for searching the appropriate template sequences and structures. The suitable template (PDB code: 5int) was selected for Undec1A-1180 and sequence identity between them was 47.12%.

Decarboxylase activity assay and biochemical characterization

l-Cysteine sulfinate decarboxylase activity was performed as described by Agnello et al. (28). Enzymatic assays were conducted in 0.5 mL of 50 mM phosphate buffer (pH=6.8) containing 10 µM PLP, 0.5 µM purified CSD, and different concentrations of CSA (0–15 mM). The mixture was reacted for 10 min at 35 °C, and then ended by adding 50 µL of 1 M hydrochloric acid. After centrifugation, the reaction products were detected by HPLC. The sample was separated by Supelcosil C18 column (150 mm×4.6 mm, 3 µm; Merck KGaA) eluted with 10 mM potassium phosphate buffer (pH=6.8) including 2% acetonitrile and monitored at 230 nm. One unit of CSD activity (U) was described as the amount of the enzyme required to generate 1 µmol of CSA per min under the above-mentioned conditions. All reactions were repeated in three independent experiments.

The optimal temperature for CSD activity was measured at pH=7.0 (phosphate buffer, 50 mM) with 10 mM CSA at different temperatures (20–50 °C). The optimal pH for CSD activity was tested in Na2HPO4-citrate buffer (pH=6.0–8.0), Tris-HCl buffer (pH=7.5–9.0), and glycine-NaOH buffer (pH=9.0–10.6), with 10 mM CSA as the substrate at 35 °C for 10 min. For the thermostability of Undec1A and its variant Undec1A-1180 protein, the corresponding purified enzyme had been pre-incubated up to 30 min at different temperatures (10–50 °C) in 50 mM phosphate buffer (pH=7.0) and then the residual activity was analyzed with 10 mM CSA (29). Substrate analogues (5 mM) l-cysteine, l-proline, l-alanine, l-glutamate, l-asparaginate, and l-cysteine sulfinic acid were used to measure the substrate specificity of Undec1A and its variants.

Enzyme kinetic assays

The kinetic parameters (Km, vmax and kcat) of purified variants were tested by Lineweaver–Burk plots with CSA as substrate (29). The concentration of CSA ranged within 0.1–5.0 mM. The product was measured after the mixture reacted at 35 °C and pH=7.0 for 10 min and ended by adding hydrochloric acid. The enzyme assays were carried out in triplicate and the results were presented as the mean value±standard deviation.

Results and Discussion

Construction and isolation of a mutant library of undec1A

A metagenome-derived decarboxylase Undec1A (GenBank accession number: ABJ80896) (15) acted as a new member of HFCD protein family, isolated and identified from uncultured microorganisms (30). The undec1A gene shares no identity with the known CSD gene at the DNA level (30). Amino acid sequence analysis showed that Undec1A contains some conserved residues that are similar to CSD from Danio rerio (GenBank accession number: NP_001007349.1; 25.2% identical and 26.1% similar) (30, 31). Undec1A also shared the PLP-binding motif and the substrate recognition motif with other CSD proteins (29, 30, 32). In addition, Undec1A has the DOPA decarboxylase conserved domain to catalyze the decarboxylation (29, 30).

In order to get undec1A variants with higher decarboxylase activity, error-prone PCR was used in this study. Mutation efficiency analysis of different combinations of Mg2+ and Mn2+ is shown in Table 1. An automatic amino acid analyzer was used to initially screen the improved mutants from 10 000 mutants. Undec1A-1180 mutant showed the highest decarboxylase activity. Through the sequence alignment analysis of Undec1A and Undec1A-1180, we found that the amino acid substitutions were Val81Leu, Phe240Ser, Ile250Ser and Asp266Leu (Fig. 1).

Mutation efficiency analysis of different combinations of Mg2+ and Mn2+

Combination number Base pair conversion Base pair transversion Total mutations of base pairs Total base pairs Mutation rate of base pairs/% Total mutation of amino acids Total amino acids Mutation rate of amino acids/%
ATGC GCAT ATTA ATCG GCCG GCTA
1 10 4 6 1 2 2 25 5385 0.46 20 1795 1.11
2 7 2 3 1 0 0 13 5385 0.24 11 1795 0.61
3 12 4 4 0 0 1 21 5385 0.39 14 1795 0.78
4 15 5 9 0 1 1 31 5385 0.58 22 1795 1.22

Amino acid substitutions in the variant Undec1A-1180 and the original Undec1A protein. The differential amino acids are in red boxes


The three-dimensional structure of Undec1A-1180 used 5int (plant chloroplast protease) as a template for homology modelling (Fig. 2a). The identity of Undec1A and Undec1A-1180 with the template was 38%. Recently, a substrate recognition motif with three-residues in the active centre of human CSD has been identified to affect its catalytic efficiency (32). Sequence alignment of CSDs from other sources showed that this motif was not conserved, especially the latter two residues. The motif was also found in fish species such as Japanese flounder, yellowtail, large yellow croaker and medaka (29, 32). Among them, the Japanese flounder and yellowtail have a limited biosynthetic capability to taurine, but other fish species display unknown taurine biosynthetic capabilities (29, 33).

Homology modelling structure (a) and docking result (b) of Undec1A-1180 with l-cysteine sulfinic acid


Molecular docking results indicated that amino acid residues Ala235, Val237, Asp239, Ile267, Ala268 and Lys298 in the Undec1A-1180 protein contribute to the recognition and combination of the substrate molecules of CSA (Fig. 2b). These amino acid residues could also form hydrogen bonds with CSA. The results revealed that the Undec1A-1180 protein has a similar substrate recognition and catalysis model as the known CSDs. The optimal reaction pH can improve the interaction capacity between the binding sites of the enzyme and substrate molecule in a microenvironment (34, 35). We speculated that the pKa of Undec1A-1180, which occurred in amino acid substitutions in the active centre, was not affected.

Physicochemical characterization of Undec1A-1180

Undec1A-1180 was expressed in E. coli strain with pETBlue-2 vector (28), and recombinant protein was purified to homogeneity. The enzymatic reaction products were detected by HPLC (Fig. 3). The final product derivatives consisted of two peaks. The peak at 2.569 min was hypotaurine, which had the same retention time as hypotaurine standard. The other peak at 2.768 min was the substrate CSA that had the same retention time as CSA standard. Therefore, the Undec1A-1180 has the ability to catalyze CSA to hypotaurine.

The product of recombinant Undec1A-1180 with CSA tested by HPLC


The optimum pH of recombinant Undec1A-1180 protein was measured at pH=4.5–10.0. The result showed that the maximum activity of Undec1A-1180 was achieved at pH=7.0. Compared with Undec1A (30), we found that the optimum pH of Undec1A-1180 had not changed. The observed pH range of Undec1A-1180 was different from the reported characteristics of CSDs from eukaryotes (36).

The recombinant Undec1A-1180 protein had high activity at 30–40 °C; the highest activity was observed at 35 °C, which is the same as the wild type protein (30). Compared with the other CSDs, Undec1A-1180 exhibited similar optimal temperature (35 °C) (37). The thermostability of the purified Undec1A and Undec1A-1180 is shown in Fig. 4. In the absence of substrate, the activity of purified decarboxylase decreased dramatically if the temperature was above 30 °C. These results also revealed that both Undec1A and Undec1A-1180 proteins are similarly sensitive to the change of temperatures.

Thermostability of recombinant Undec1A and Undec1A-1180 proteins


The relative decarboxylation rates of various substrates by Undec1A-1180 are shown in Table 2. The Undec1A (30) and Undec1A-1180 proteins can both effectively decarboxylize l-cysteine, l-asparaginate, l-glutamate, l-cysteine sulfinic acid and l-glutamate. However, the Undec1A-1180 cannot be activated by l-alanine.

Relative decarboxylase activities of Undec1A-1180 proteins towards different substrates

Substrate Relative activity/%
l-Cysteine 99.3±1.6
l-Cysteine sulfinic acid 89.3±3.2
l-Alanine n.d.
l-Proline 21.7±2.7
l-Asparaginate 61.7±2.0
l-Glutamate 76.2±2.5

Values are expressed as mean±standard deviation of three independent tests; n.d.=not detected

The initial rate of Undec1A-1180 was tested under optimal conditions with different concentrations of CSA. The kinetic parameters of Undec1A-1180 were analysed by Lineweaver–Burk plots. Undec1A has an apparent Km value of (1.56±0.02) mM, a vmax value of (48.5±2.0) µM/min and a kcat value of (45.8±1.3) min-1 (30), whereas Undec1A-1180 has an apparent Km value of (1.10±0.02) mM, a vmax value of (108.7±3.6) µM/min, a kcat value of (88.6±2.1) min-1 and a kcat/Km value of 80.2 min/mM. The kcat of the Undec1A-1180 protein was approximately 1.9-fold higher than that of the wild protein. The kcat of the Undec1A protein was higher than those of the CSDs from the wild-type Japanese flounder (29).

Compared with the Undec1A (30), the Undec1A-1180 showed similar optimum reaction conditions, had an enhanced affinity, and could better decarboxylize the CSA. The specific activity of Undec1A-1180 was (24.1±1.6) U/mg, which was 5.62-fold higher than that of the Undec1A protein.

Recent research has indicated that CSD from Synechococcus sp. PCC 7335 could decarboxylize CSA to hypotaurine, and taurine can be accumulated in this strain (28). Considering that some CSA recognition motifs are present in some genomes of marine bacteria, the authors evaluated the decarboxylases found in bacteria including CSA recognition motifs, which could decarboxylize CSA to hypotaurine, that had been annotated as glutamate decarboxylase. CSD homologues existed in some bacteria and the genes were found in operons including cysteine dioxygenases, which had the ability to transform l-cysteine into CSA. This reaction may give a clue to support the idea that the bacterial taurine synthesis pathway may exist in prokaryotes. Current research demonstrates that Undec1A-1180 exerts CSD activity. Moreover, it shows its better catalytic ability than of Undec1A protein to decarboxylize l-cysteine to cysteamine. This research also extends the knowledge on the novel genes from uncultured microorganisms and provides a new reference to solve the bottleneck problem in the biosynthesis of taurine in vitro.

Conclusions

The detailed biochemical characteristics, including the molecular profile, pH-activity profile, temperature-activity profile, specific activity, and enzyme kinetics of Undec1A-1180 protein were analyzed. Compared with the wild-type Undec1A, the Undec1A-1180 exhibited 5.62-fold increase of CSD activity under the optimum reaction conditions. These results could serve as a basis for elucidating the properties of the Undec1A. Directed evolution technology with sequential error-prone PCR is a convenient way to improve the biotechnological applications of metagenome-derived genes.

ACKNOWLEDGEMENTS

Acknowledgements

This research was supported by the Science and Technology Basic Resources Investigation Program of China (Grant no. 2017FY100704), the National Natural Science Foundation of China (Grant no. 21262003), the Natural Science Foundation of Guangxi Zhuang Autonomous Region of China (Grant no. 2017JJB130020), the Open Research Fund Program of Guangxi Key Lab of Mangrove Conservation and Utilization (Grant no. GKLMC-201702), and the Distinguished Employment Offered Unit of Guangxi for Conservation and Ecological Monitoring of Mangroves and Seagrasses.

REFERENCES
  1. Lambert I, Kristensen D, Holm J, Mortensen O. Physiological role of taurine - From organism to organelle. Acta Physiol (Oxf). 2015;213:191-212, https://doi.org/10.1111/apha.12365, PubMed: https://www.ncbi.nlm.nih.gov/pubmed/24377856/25142161
  2. Schuller-Levis G, Park E. Taurine: New implications for an old amino acid. FEMS Microbiol Lett. 2003;226:195-202, https://doi.org/10.1016/S0378-1097(03)00611-6, PubMed: https://www.ncbi.nlm.nih.gov/pubmed/24377856/14553911
  3. Gu Y, Shi F, Yang H, Deng Y. Leaching separation of taurine and sodium sulfate solid mixture using ionic liquids. Separ Purif Tech. 2004;35:153-9, https://doi.org/10.1016/j.seppur.2003.08.004
  4. Tappaz M, Almarghini K, Legay F, Remy A. Taurine biosynthesis enzyme cysteine sulfinate decarboxylase (CSD) from brain: The long and tricky trail to identification. Neurochem Res. 1992;17:849-59, https://doi.org/10.1007/BF00993260, PubMed: https://www.ncbi.nlm.nih.gov/pubmed/24377856/1407273
  5. Haga Y, Kondo H, Kumagai A, Satoh N, Hirono I, Satoh S. Isolation, molecular characterization of cysteine sulfinic acid decarboxylase (CSD) of red sea bream Pagrus major and yellowtail Seriola quinqueradiata and expression analysis of CSD from several marine fish species. Aquaculture. 2015;449:8-17, https://doi.org/10.1016/j.aquaculture.2015.04.004
  6. Kim H, Yoon S, Park T, Kim B, Park K, Lee D. Gene expressions of taurine transporter and taurine biosynthetic enzyme during mouse and chicken embryonic development. Adv Exp Med Biol. 2006;583:69-77, https://doi.org/10.1007/978-0-387-33504-9_7, PubMed: https://www.ncbi.nlm.nih.gov/pubmed/24377856/17153590
  7. Li J, Ling Y, Fan J, Zhang X, Cui S. Expression of cysteine sulfinate decarboxylase (CSD) in male reproductive organs of mice. Histochem Cell Biol. 2006;125:607-13, https://doi.org/10.1007/s00418-005-0095-8, PubMed: https://www.ncbi.nlm.nih.gov/pubmed/24377856/16252094
  8. Ueki I, Stipanuk M. 3T3-L1 adipocytes and rat adipose tissue have a high capacity for taurine synthesis by the cysteine dioxygenase/cysteine sulfinate decarboxylase and cysteamine dioxygenase pathways. J Nutr. 2009;139:207-14, https://doi.org/10.3945/jn.108.099085, PubMed: https://www.ncbi.nlm.nih.gov/pubmed/24377856/19106324
  9. Reymond I, Sergeant A, Tappaz M. Molecular cloning and sequence analysis of the cDNA encoding rat liver cysteine sulfinate decarboxylase (CSD). Biochim Biophys Acta. 1996;1307:152-6, https://doi.org/10.1016/0167-4781(96)00068-1, PubMed: https://www.ncbi.nlm.nih.gov/pubmed/24377856/8679699
  10. Junyent F, Utrera J, Camins A, Pallàs M, Romero R, Auladell C. Synthesis, uptake and release of taurine in astrocytes treated with 8-Br-cAMP. Neurosci Lett. 2009;467:199-202, https://doi.org/10.1016/j.neulet.2009.10.032, PubMed: https://www.ncbi.nlm.nih.gov/pubmed/24377856/19833172
  11. Monier J, Demanèche S, Delmont T, Mathieu A, Vogel T, Simonet P. Metagenomic exploration of antibiotic resistance in soil. Curr Opin Microbiol. 2011;14:229-35, https://doi.org/10.1016/j.mib.2011.04.010, PubMed: https://www.ncbi.nlm.nih.gov/pubmed/24377856/21601510
  12. Schloss P, Handelsman J. Metagenomics for studying unculturable microorganisms: Cutting the Gordian knot. Genome Biol. 2005;6:229, https://doi.org/10.1186/gb-2005-6-8-229, PubMed: https://www.ncbi.nlm.nih.gov/pubmed/24377856/16086859
  13. Gaboyer F, Burgaud G, Alain K. Physiological and evolutionary potential of microorganisms from the Canterbury Basin subseafloor, a metagenomic approach. FEMS Microbiol Ecol. 2015;91:fiv029, https://doi.org/10.1093/femsec/fiv029, PubMed: https://www.ncbi.nlm.nih.gov/pubmed/24377856/25873465
  14. Sangwan N, Xia F, Gilbert J. Recovering complete and draft population genomes from metagenome datasets. Microbiome. 2016;4:8, https://doi.org/10.1186/s40168-016-0154-5, PubMed: https://www.ncbi.nlm.nih.gov/pubmed/24377856/26951112
  15. Jiang C, Wu B. Molecular cloning and functional characterization of a novel decarboxylase from uncultured microorganisms. Biochem Biophys Res Commun. 2007;357:421-6, https://doi.org/10.1016/j.bbrc.2007.03.159, PubMed: https://www.ncbi.nlm.nih.gov/pubmed/24377856/17420004
  16. Hanson-Manful P, Patrick W. Construction and analysis of randomized protein-encoding libraries using error-prone PCR. Methods Mol Biol. 2013;996:251-67, https://doi.org/10.1007/978-1-62703-354-1_15, PubMed: https://www.ncbi.nlm.nih.gov/pubmed/24377856/23504429
  17. Jiang C, Zhang L, Li F, Meng C, Zeng R, Deng J. Characterization of a metagenome-derived protease from contaminated agricultural soil microorganisms and its random mutagenesis. Folia Microbiol (Praha). 2017;62:499-508, https://doi.org/10.1007/s12223-017-0522-y, PubMed: https://www.ncbi.nlm.nih.gov/pubmed/24377856/28382524
  18. Mamiatis T, Fritsch EF, Sambrook J, Engel J. Molecular cloning - A laboratory manual. New York, NY; USA: Cold Spring Harbor Laboratory; 2001.
  19. Reisinger V, Eichacker L. Isolation of membrane protein complexes by blue native electrophoresis. Methods Mol Biol. 2008;424:423-31, https://doi.org/10.1007/978-1-60327-064-9_33, PubMed: https://www.ncbi.nlm.nih.gov/pubmed/24377856/18369880
  20. Jiang C, Shen P, Yan B, Wu B. Biochemical characterization of a metagenome-derived decarboxylase. Enzyme Microb Technol. 2009;45:58-63, https://doi.org/10.1016/j.enzmictec.2009.03.003
  21. Deng J, Gao H, Gao Z, Zhao H, Yang Y, Wu Q. Identification and molecular characterization of a metagenome-derived L-lysine decarboxylase gene from subtropical soil microorganisms. PLoS One. 2017;12(9):e0185060, https://doi.org/10.1371/journal.pone.0185060, PubMed: https://www.ncbi.nlm.nih.gov/pubmed/24377856/28931053
  22. Entrez. Bethesda, MD, USA: National Center for Biotechnology Information (NCBI), US National Library of Medicine; 2015. Available from: http://www.ncbi.nlm.nih.gov/
  23. Artimo P, Jonnalagedda M, Arnold K, Baratin D, Csardi G, de Castro E. ExPASy: SIB bioinformatics resource portal. Nucleic Acids Res. 2012;40:W597-603, https://doi.org/10.1093/nar/gks400, PubMed: https://www.ncbi.nlm.nih.gov/pubmed/24377856/22661580
  24. Lu G, Moriyama E. Vector NTI, a balanced all-in-one sequence analysis suite. Brief Bioinform. 2004;5(4):378-88, https://doi.org/10.1093/bib/5.4.378, PubMed: https://www.ncbi.nlm.nih.gov/pubmed/24377856/15606974
  25. Ko J, Park H, Heo L, Seok C. GalaxyWEB server for protein structure prediction and refinement. Nucleic Acids Res. 2012;40:W294-7, https://doi.org/10.1093/nar/gks493, PubMed: https://www.ncbi.nlm.nih.gov/pubmed/24377856/22649060
  26. Hintze B, Lewis S, Richardson J, Richardson D. MolProbity’s ultimate rotamer-library distributions for model validation. Proteins. 2016;84(9):1177-89, https://doi.org/10.1002/prot.25039, PubMed: https://www.ncbi.nlm.nih.gov/pubmed/24377856/27018641
  27. Berman H, Westbrook J, Feng Z, Gilliland G, Bhat T, Weissig H. The protein data bank. Nucleic Acids Res. 2000;28:235-42, https://doi.org/10.1093/nar/28.1.235, PubMed: https://www.ncbi.nlm.nih.gov/pubmed/24377856/10592235
  28. Agnello G, Chang L, Lamb C, Georgiou G, Stone E. Discovery of a substrate selectivity motif in amino acid decarboxylases unveils a taurine biosynthesis pathway in prokaryotes. ACS Chem Biol. 2013;8:2264-71, https://doi.org/10.1021/cb400335k, PubMed: https://www.ncbi.nlm.nih.gov/pubmed/24377856/23972067
  29. Wang X, He G, Mai K, Xu W, Zhou H. Differential regulation of taurine biosynthesis in rainbow trout and Japanese flounder. Sci Rep. 2016;6:21231, https://doi.org/10.1038/srep21231, PubMed: https://www.ncbi.nlm.nih.gov/pubmed/24377856/26880478
  30. Deng J, Wu Q, Gao H, Xu Y, Ou Q, Wu B. Protein engineering by random mutagenesis and analysis of a metagenome-derived cysteine sulfinate decarboxylase. Acta Microbiol Sin. 2017;57(8):1283-92, https://doi.org/10.13343/j.cnki.wsxb.20170133
  31. Chang Y, Ding S, Lee Y, Wang Y, Huang M, Liu I. Taurine homeostasis requires de novo synthesis via cysteine sulfinic acid decarboxylase during zebrafish early embryogenesis. Amino Acids. 2013;44(2):615-29, https://doi.org/10.1007/s00726-012-1386-8, PubMed: https://www.ncbi.nlm.nih.gov/pubmed/24377856/22907836
  32. Takagi S, Murata H, Goto T, Endo M, Yamashita H, Ukawa M. Taurine is an essential nutrient for yellowtail Seriola quinqueradiata fed non-fish meal diets based on soy protein concentrate. Aquaculture. 2008;280:198-205, https://doi.org/10.1016/j.aquaculture.2008.05.012
  33. Haga Y, Kondo H, Kumagai A, Satoh N, Hirono I, Satoh S. Isolation, molecular characterization of cysteine sulfinic acid decarboxylase (CSD) of red sea bream Pagrus major and yellowtail Seriola quinqueradiata and expression analysis of CSD from several marine fish species. Aquaculture. 2015;449:8-17, https://doi.org/10.1016/j.aquaculture.2015.04.004
  34. Joseph A, Valadié H, Srinivasan N, de Brevern A. Local structural differences in homologous proteins: Specificities in different SCOP classes. PLoS One. 2012;7:e38805, https://doi.org/10.1371/journal.pone.0038805, PubMed: https://www.ncbi.nlm.nih.gov/pubmed/24377856/22745680
  35. Esque J, Oguey C, de Brevern A. A novel evaluation of residue and protein volumes by means of Laguerre Tessellation. J Chem Inf Model. 2010;50:947-60, https://doi.org/10.1021/ci9004892, PubMed: https://www.ncbi.nlm.nih.gov/pubmed/24377856/20392096
  36. Nagasaki T, Hongo Y, Koito T, Nakamura-Kusakabe I, Shimamura S, Takaki Y. Cysteine dioxygenase and cysteine sulfinate decarboxylase genes of the deep-sea mussel Bathymodiolus septemdierum: Possible involvement in hypotaurine synthesis and adaptation to hydrogen sulfide. Amino Acids. 2015;47:571-8, https://doi.org/10.1007/s00726-014-1891-z, PubMed: https://www.ncbi.nlm.nih.gov/pubmed/24377856/25501502
  37. Oertel W, Schmechel D, Weise V, Ransom D, Tappaz M, Krutzsch H. Comparison of cysteine sulphinic acid decarboxylase isoenzymes and glutamic acid decarboxylase in rat liver and brain. Neuroscience. 1981;6:2701-14, https://doi.org/10.1016/0306-4522(81)90114-7, PubMed: https://www.ncbi.nlm.nih.gov/pubmed/24377856/7322359