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1.
Bioorg Med Chem ; 68: 116880, 2022 08 15.
Artigo em Inglês | MEDLINE | ID: mdl-35714535

RESUMO

l-Threonine aldolases (LTAs) employing pyridoxal phosphate (PLP) as cofactor can convert low-cost achiral substrates glycine and aldehyde directly into valuable ß-hydroxy-α-amino acids such as (2R,3S)-2-amino-3-hydroxy-3-(4-nitrophenyl) propanoic acid ((R,S)-AHNPA), which is utilized broadly as crucial chiral intermediates for bioactive compounds. However, LTAs' stereospecificity towards the ß carbon is rather moderate and their activity and stability at high substrate load is low, which limits their industrial application. Here, computer-aided directed evolution was applied to improve overall activity, selectivity and stability under desired process conditions of a l-threonine aldolase in the asymmetric synthesis of (R,S)-AHNPA. Selectivity and stability determining regions were computationally identified for structure-guided directed evolution of LTA-variants under efficient biocatalytic process conditions using 40% ethanol as cosolvent. We applied molecular modeling to rationalize selectivity improvement and design focused libraries targeting the substrate binding pocket, and we also used MD simulations in nonaqueous process environment as an effective and promising method to predict potential unstable loop regions near the tetramer interface which are hot-spots for cosolvent resistance. An excellent LTA variant EM-ALDO031 with 18 mutations was obtained, which showed âˆ¼ 30-fold stability improvement in 40% ethanol and diastereoselectivity (de) raised from 31.5% to 85% through a three-phase evolution campaign. Our fast and efficient data-driven methodology utilizing a combination of experimental and computational tools enabled us to evolve an aldolase variant to achieve the target of 90% conversion at up to 150 g/L substrate load in 40% ethanol, enabling the biocatalytic production of ß-hydroxy-α-amino acids from cheap achiral precursors at multi-ton scale.


Assuntos
Cloranfenicol , Glicina Hidroximetiltransferase , Aminoácidos/química , Computadores , Etanol , Glicina Hidroximetiltransferase/química , Glicina Hidroximetiltransferase/genética , Glicina Hidroximetiltransferase/metabolismo , Hidrolases/metabolismo , Especificidade por Substrato
2.
Acta Pharmacol Sin ; 35(1): 151-60, 2014 Jan.
Artigo em Inglês | MEDLINE | ID: mdl-24122012

RESUMO

AIM: To investigate the structural basis underlying potency and selectivity of a series of novel analogues of thieno[2,3-d]pyrimidin-4-yl hydrazones as cyclin-dependent kinase 4 (CDK4) inhibitors and to use this information for drug design strategies. METHODS: Three-dimensional quantitative structure-activity relationship (3D-QSAR) and three-dimensional quantitative structure-selectivity relationship (3D-QSSR) models using comparative molecular field analysis (CoMFA) were conducted on a training set of 48 compounds. Partial least squares (PLS) analysis was employed. External validation was performed with a test set of 9 compounds. RESULTS: The obtained 3D-QSAR model (q(2)=0.724, r(2)=0.965, r(2)pred=0.945) and 3D-QSSR model (q(2)=0.742, r(2)=0.923, r(2)pred=0.863) were robust and predictive. Contour maps with good compatibility to active binding sites provided insight into the potentially important structural features required to enhance activity and selectivity. The contour maps indicated that bulky groups at R1 position could potentially enhance CDK4 inhibitory activity, whereas bulky groups at R3 position have the opposite effect. Appropriate incorporation of bulky electropositive groups at R4 position is favorable and could improve both potency and selectivity to CDK4. CONCLUSION: These two models provide useful information to guide drug design strategies aimed at obtaining potent and selective CDK4 inhibitors.


Assuntos
Quinase 4 Dependente de Ciclina/antagonistas & inibidores , Quinase 4 Dependente de Ciclina/química , Pirimidinas/química , Pirimidinas/farmacologia , Relação Quantitativa Estrutura-Atividade , Sítios de Ligação/fisiologia , Cristalografia por Raios X , Quinase 4 Dependente de Ciclina/metabolismo , Estrutura Secundária de Proteína , Estrutura Terciária de Proteína , Pirimidinas/metabolismo
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