{"title":"利用固定化渗透假单胞菌(Pseudomonas furukawaii)生产瓜氨酸的集成神经网络和 PSO 混合方法。","authors":"Anubhuti Kawatra, Rakhi Dhankhar, Bharti Datten, Shweta Dhankhar, Deepak Chhabra, Pooja Gulati","doi":"10.1093/lambio/ovae111","DOIUrl":null,"url":null,"abstract":"<p><p>In the present study, nutraceutical citrulline was produced using immobilization of permeabilized whole cells of Pseudomonas furukawaii, an efficient producer of ADI. Since arginine deiminase (ADI) is intracellularly localized, various additives such as SDS (Sodium dodecyl sulfate), Triton X-100, and EDTA (Ethylenediaminetetraacetic Acid) were used to permeabilize the cell to improve substrate accessibility and ADI activity. The maximum ADI activity was observed with 0.25 mg ml-1 biomass concentration treated with 0.5 mmol l-1 EDTA for 15 min using OFAT (One factor at a time) approach. Optimization of permeabilization conditions of P. furukawaii cells using novel neural networks and particle swarm optimization led to maximum ADI activity with 0.10 mmol l-1 EDTA and 0.30 mg ml-1 biomass. Further, the morphological characterization of immobilized cells was assessed by field emission scanning electron microscopy and FTIR (Fourier transform infrared spectroscopy). An optimal citrulline production of 1.19 mmol l-1 was achieved at 2.5% sodium alginate with 20 mmol l-1 arginine at 38°C, and 180 min of incubation. The immobilized cells retained 90.3% productivity after seven reuse cycles. Thus, the formulated immobilized whole-cell biocatalyst, with higher stability offers cost-effective methods of citrulline production.</p>","PeriodicalId":17962,"journal":{"name":"Letters in Applied Microbiology","volume":" ","pages":""},"PeriodicalIF":2.0000,"publicationDate":"2024-12-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Integrated neural network and PSO hybrid approach for production of citrulline using immobilized permeabilized Pseudomonas furukawaii.\",\"authors\":\"Anubhuti Kawatra, Rakhi Dhankhar, Bharti Datten, Shweta Dhankhar, Deepak Chhabra, Pooja Gulati\",\"doi\":\"10.1093/lambio/ovae111\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><p>In the present study, nutraceutical citrulline was produced using immobilization of permeabilized whole cells of Pseudomonas furukawaii, an efficient producer of ADI. Since arginine deiminase (ADI) is intracellularly localized, various additives such as SDS (Sodium dodecyl sulfate), Triton X-100, and EDTA (Ethylenediaminetetraacetic Acid) were used to permeabilize the cell to improve substrate accessibility and ADI activity. The maximum ADI activity was observed with 0.25 mg ml-1 biomass concentration treated with 0.5 mmol l-1 EDTA for 15 min using OFAT (One factor at a time) approach. Optimization of permeabilization conditions of P. furukawaii cells using novel neural networks and particle swarm optimization led to maximum ADI activity with 0.10 mmol l-1 EDTA and 0.30 mg ml-1 biomass. Further, the morphological characterization of immobilized cells was assessed by field emission scanning electron microscopy and FTIR (Fourier transform infrared spectroscopy). An optimal citrulline production of 1.19 mmol l-1 was achieved at 2.5% sodium alginate with 20 mmol l-1 arginine at 38°C, and 180 min of incubation. The immobilized cells retained 90.3% productivity after seven reuse cycles. Thus, the formulated immobilized whole-cell biocatalyst, with higher stability offers cost-effective methods of citrulline production.</p>\",\"PeriodicalId\":17962,\"journal\":{\"name\":\"Letters in Applied Microbiology\",\"volume\":\" \",\"pages\":\"\"},\"PeriodicalIF\":2.0000,\"publicationDate\":\"2024-12-02\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Letters in Applied Microbiology\",\"FirstCategoryId\":\"99\",\"ListUrlMain\":\"https://doi.org/10.1093/lambio/ovae111\",\"RegionNum\":4,\"RegionCategory\":\"生物学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q3\",\"JCRName\":\"BIOTECHNOLOGY & APPLIED MICROBIOLOGY\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Letters in Applied Microbiology","FirstCategoryId":"99","ListUrlMain":"https://doi.org/10.1093/lambio/ovae111","RegionNum":4,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"BIOTECHNOLOGY & APPLIED MICROBIOLOGY","Score":null,"Total":0}
Integrated neural network and PSO hybrid approach for production of citrulline using immobilized permeabilized Pseudomonas furukawaii.
In the present study, nutraceutical citrulline was produced using immobilization of permeabilized whole cells of Pseudomonas furukawaii, an efficient producer of ADI. Since arginine deiminase (ADI) is intracellularly localized, various additives such as SDS (Sodium dodecyl sulfate), Triton X-100, and EDTA (Ethylenediaminetetraacetic Acid) were used to permeabilize the cell to improve substrate accessibility and ADI activity. The maximum ADI activity was observed with 0.25 mg ml-1 biomass concentration treated with 0.5 mmol l-1 EDTA for 15 min using OFAT (One factor at a time) approach. Optimization of permeabilization conditions of P. furukawaii cells using novel neural networks and particle swarm optimization led to maximum ADI activity with 0.10 mmol l-1 EDTA and 0.30 mg ml-1 biomass. Further, the morphological characterization of immobilized cells was assessed by field emission scanning electron microscopy and FTIR (Fourier transform infrared spectroscopy). An optimal citrulline production of 1.19 mmol l-1 was achieved at 2.5% sodium alginate with 20 mmol l-1 arginine at 38°C, and 180 min of incubation. The immobilized cells retained 90.3% productivity after seven reuse cycles. Thus, the formulated immobilized whole-cell biocatalyst, with higher stability offers cost-effective methods of citrulline production.
期刊介绍:
Journal of & Letters in Applied Microbiology are two of the flagship research journals of the Society for Applied Microbiology (SfAM). For more than 75 years they have been publishing top quality research and reviews in the broad field of applied microbiology. The journals are provided to all SfAM members as well as having a global online readership totalling more than 500,000 downloads per year in more than 200 countries. Submitting authors can expect fast decision and publication times, averaging 33 days to first decision and 34 days from acceptance to online publication. There are no page charges.