Colony-based Method Research Articles

A mass spectrometry-based high-throughput screening method for engineering fatty acid synthases with improved production of medium-chain fatty acids.

Microbial cell factories have been extensively engineered to produce free fatty acids (FFAs) as key components of crucial nutrients, soaps, industrial chemicals, and fuels. However, our ability to control the composition of microbially synthesized FFAs is still limited, particularly, for producing medium-chain fatty acids (MCFAs). This is mainly due to the lack of high-throughput approaches for FFA analysis to engineer enzymes with desirable product specificity. Here we report a mass spectrometry (MS)-based method for rapid profiling of MCFAs in Saccharomyces cerevisiae by using membrane lipids as a proxy. In particular, matrix-assisted laser desorption/ionization time-of-flight (MALDI-ToF) MS was used to detect shorter acyl chain phosphatidylcholines from membrane lipids and a higher m/z peak ratio at 730 and 758 was used as an indication for improved MCFA production. This colony-based method can be performed at a rate of ~2 s per sample, representing a substantial improvement over gas chromatography-MS (typically >30 min per sample) as the gold standard method for FFA detection. To demonstrate the power of this method, we performed site-saturation mutagenesis of the yeast fatty acid synthase and identified nine missense mutations that resulted in improved MCFA production relative to the wild-type strain. Colony-based MALDI-ToF MS screening provides an effective approach for engineering microbial fatty acid compositions in a high-throughput manner.

Transfer learning-based convolutional neural networks with heuristic optimization for hand gesture recognition

Human action recognition (HAR) has a considerable place in scientific studies. Additionally, hand gesture recognition, which is a subcategory of HAR, plays an important role in communicating with deaf people. Convolutional neural network (CNN) structures are frequently used to recognize human actions. In the study, hyperparameters of the CNN structures, which are based on AlexNet model, are optimized by heuristic optimization algorithms. The proposed method is tested on sign language digits and Thomas Moeslund’s gesture recognition datasets. Due to using heuristic algorithms, training procedures are repeated 30 times for both datasets. According to the experimental results, the average accuracy performance for action classification of the proposed artificial bee colony-based method is 98.40%, which is better than the performance of the existing work (with accuracy of 94.2%) for sign language digits dataset. Concurrently, for Thomas Moeslund’s gesture recognition dataset, the proposed approach has an average accuracy performance of 98.09%, outperforming the best existing work (which reported 94.33% classification performance).

Engineering Bacterial Cytochrome P450 (P450) BM3 into a Prototype with Human P450 Enzyme Activity Using Indigo Formation

Human cytochrome P450 (P450) enzymes metabolize a variety of endogenous and xenobiotic compounds, including steroids, drugs, and environmental chemicals. In this study, we examine the possibility that bacterial P450 BM3 (CYP102A1) mutants with indole oxidation activity have the catalytic activities of human P450 enzymes. Error-prone polymerase chain reaction was carried out on the heme domain-coding region of the wild-type gene to generate a CYP102A1 DNA library. The library was transformed into Escherichia coli for expression of the P450 mutants. A colorimetric colony-based method was adopted for primary screening of the mutants. When the P450 activities were measured at the whole-cell level, some of the blue colonies, but not the white colonies, possessed apparent oxidation activity toward coumarin and 7-ethoxycoumarin, which are typical human P450 substrates that produce fluorescent products. Coumarin is oxidized by the CYP102A1 mutants to produce two metabolites, 7-hydroxycoumarin and 3-hydroxycoumarin. In addition, 7-ethoxycoumarin is simultaneously oxidized to 7-hydroxycoumarin by O-deethylation reaction and to 3-hydroxy,7-ethoxycoumarin by 3-hydroxylation reactions. Highly active mutants are also able to metabolize several other human P450 substrates, including phenacetin, ethoxyresorufin, and chlorzoxazone. These results indicate that indigo formation provides a simple assay for identifying CYP102A1 mutants with a greater potential for human P450 activity. Furthermore, our computational findings suggest a correlation between the stabilization of the binding site and the catalytic efficiency of CYP102A1 mutants toward coumarin: the more stable the structure in the binding site, the lower the energy barrier and the higher the catalytic efficiency.

Differentiation of mycobacteria in sputa by duplex polymerase chain reaction for mycobacterial hsp65 gene

Early differentiation of mycobacteria in sputa is crucial. This study was set to evaluate the usefulness of a newly developed duplex polymerase chain reaction (PCR) for hsp65 gene-based method in differentiating mycobacteria in sputum with a positive acid-fast bacilli (AFB) smear before culturing. One hundred forty-seven sputa with positive AFB smear were included for the analysis. Mycobacterial species were identified using a newly developed duplex PCR for hsp65 gene followed by a nested PCR-direct sequencing and the conventional colony-based method. Final decision of mycobacterial species were made based on 1) results of species identification based on mycobacterial colonies or 2) results of species identification of other sputa from the same patients and clinical findings. The duplex PCR-based method correctly identified 83.2% sputa from tuberculosis patients and 82.2% sputa from nontuberculous mycobacteria patients, whereas the colony-based method correctly identified 86.1% and 77.8%, respectively. Sensitivity and specificity of the colony-based method for Mycobacterium tuberculosis were 86.1% and 100%, respectively, whereas those of the duplex PCR-based method were 83.2% and 95.6%, respectively. The duplex PCR-based method, to differentiate mycobacterial species in sputa, produced comparable results as those of the colony-based identification method.

Cytochrome P450 BM-3 Evolved by Random and Saturation Mutagenesis as an Effective Indole-Hydroxylating Catalyst

Cytochrome P450 BM-3 with the mutations A74G, F87V, and L188Q could catalyze indole to produce indigo and indirubin. To further enhance this capability, site-directed and random mutageneses on the monooxygenase domain of P450 BM-3 mutant (A74G/F87V/L188Q; 3X) were performed. The mutant libraries created by error-prone polymerase chain reaction were screened using a colorimetric colony-based method on agar plates followed by a spectroscopic assay involving in absorption of indigo at 670 nm and NADPH at 340 nm in microtiter plate. Three mutants (K434R/3X, E435D/3X, and D168N/ A225V/K440N/3X) exhibited higher hydroxylation activity toward indole in comparison to parent enzyme. Moreover, using saturation site-directed mutagenesis at amino acid positions 168, 225, 434, 435, and 440, two P450 BM-3 variants (D168H/3X, E435T/3X) with an up to sixfold increase in catalytic efficiency (kcat/Km) were identified, and the mutant D168H/3X acquired higher regioselectivity resulting in more indigo (dimerized 3hydroxy-indole) compared to parent mutant (93 vs 72%).

Expansion of Substrate Specificity of Cytochrome P450 2A6 by Random and Site-directed Mutagenesis*

The natural product indole is a substrate for cytochrome P450 2A6. Mutagenesis of P450 2A6 was done to expand its capability in the oxidization of bulky substituted indole compounds, which are not substrates for the wild-type enzyme or the double mutant L240C/N297Q, as determined in our previous work (Wu, Z.-L., Aryal, P., Lozach, O., Meijer, L., and Guengerich, F. P. (2005) Chem. Biodivers. 2, 51-65). Error-prone PCR and site-directed mutagenesis led to the identification of two critical amino acid residue changes (N297Q and I300V) that achieve the purpose. The new mutant (N297Q/I300V) was able to oxidize both 4- and 5-benzyloxy(OBzl)indoles to form colored products. Both changes were required for oxidation of these bulky substrates. The colored product derived from 5-OBzl-indole was mainly 5,5'-di-OBzl-indirubin, whereas the dominant blue dye isolated upon incubations with 4-OBzl-indole was neither an indigo nor an indirubin. Two-dimensional NMR experiments led to assignment of the structure as 4-OBzl-2-(4'-OBzl-1',7'-dihydro-7'-oxo-6'H-indol-6'-ylidene)indolin-3-one, in which a pyrrole ring and a benzene ring are connected with a double bond instead of the pyrrole-pyrrole connection of other indigoids. Monomeric oxidation products were also isolated and characterized; three phenols (4-OBzl-1H-indol-5-ol, 4-OBzl-1H-indol-6-ol, and 4-OBzl-1H-indol-7-ol) and one quinone (4-OBzl-1H-indole-6,7-dione, the postulated immediate precursor of the final blue dye) were identified. The results are interpreted in the context of a crystal structure of a P450 2A6-coumarin complex. The I300V change opens an additional pocket to accommodate the OBzl bulk. The N2297Q change is postulated to generate a hydrogen bond between Gln and the substrate oxygen. Thus, the substrate specificity of P450 2A6 was expanded, and new products were obtained in this study.