Algorithm-based design of synthetic growth media stimulating virulence properties of Metarhizium anisopliae conidia
Synthetic media should be designed for the production of Metarhizium anisopliae conidia with improved virulence properties. A genetic algorithm (GA), demonstrated to be suitable for the design of media for spore mass production ( Hutwimmer et al. 2008 ), was utilized for a multi-objective medium des...
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Veröffentlicht in: | Journal of applied microbiology 2008-12, Vol.105 (6), p.2026-2034 |
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creator | Hutwimmer, S Wagner, S Affenzeller, M Burgstaller, W Strasser, H |
description | Synthetic media should be designed for the production of Metarhizium anisopliae conidia with improved virulence properties. A genetic algorithm (GA), demonstrated to be suitable for the design of media for spore mass production ( Hutwimmer et al. 2008 ), was utilized for a multi-objective medium design to improve conidia yield and three proposed virulence properties of conidia: C : N ratio, germination speed and amount of spore-bound Pr1 protease. After five iterative optimizations, 52 media were improved over Sabouraud dextrose agar (SDA). Four media exhibited medium performances (a factor derived from the four single optimization variables) of around 0·7; cf. SDA = 0·532; media with enhanced properties were reached for each single optimization variable; Bioassays against Tenebrio larvae indicated also a slight improvement in virulence of conidia from designed media. A degenerated phenotype of the same strain did not exhibit differences in colony appearance, spore characteristics and virulence if grown on designed media. The application of a problem-oriented GA is a practical and rapid method to design media for multi-objective purposes. The applicability of a GA for multi-objective medium design was demonstrated for the cultivation of anamorphic fungi on solid media. |
doi_str_mv | 10.1111/j.1365-2672.2008.03872.x |
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A genetic algorithm (GA), demonstrated to be suitable for the design of media for spore mass production ( Hutwimmer et al. 2008 ), was utilized for a multi-objective medium design to improve conidia yield and three proposed virulence properties of conidia: C : N ratio, germination speed and amount of spore-bound Pr1 protease. After five iterative optimizations, 52 media were improved over Sabouraud dextrose agar (SDA). Four media exhibited medium performances (a factor derived from the four single optimization variables) of around 0·7; cf. SDA = 0·532; media with enhanced properties were reached for each single optimization variable; Bioassays against Tenebrio larvae indicated also a slight improvement in virulence of conidia from designed media. A degenerated phenotype of the same strain did not exhibit differences in colony appearance, spore characteristics and virulence if grown on designed media. The application of a problem-oriented GA is a practical and rapid method to design media for multi-objective purposes. The applicability of a GA for multi-objective medium design was demonstrated for the cultivation of anamorphic fungi on solid media.</description><identifier>ISSN: 1364-5072</identifier><identifier>EISSN: 1365-2672</identifier><identifier>DOI: 10.1111/j.1365-2672.2008.03872.x</identifier><identifier>PMID: 18713285</identifier><language>eng</language><publisher>Oxford, UK: Oxford, UK : Blackwell Publishing Ltd</publisher><subject>Algorithms ; Biological and medical sciences ; Culture Media - chemistry ; Fundamental and applied biological sciences. Psychology ; genetic algorithm ; Metarhizium - growth & development ; Metarhizium anisopliae ; Microbiology ; Models, Genetic ; multi-objective medium design ; Mycology - methods ; Nitrogen - metabolism ; Spores, Fungal - physiology ; Tenebrio ; virulence</subject><ispartof>Journal of applied microbiology, 2008-12, Vol.105 (6), p.2026-2034</ispartof><rights>2008 The Authors. 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A genetic algorithm (GA), demonstrated to be suitable for the design of media for spore mass production ( Hutwimmer et al. 2008 ), was utilized for a multi-objective medium design to improve conidia yield and three proposed virulence properties of conidia: C : N ratio, germination speed and amount of spore-bound Pr1 protease. After five iterative optimizations, 52 media were improved over Sabouraud dextrose agar (SDA). Four media exhibited medium performances (a factor derived from the four single optimization variables) of around 0·7; cf. SDA = 0·532; media with enhanced properties were reached for each single optimization variable; Bioassays against Tenebrio larvae indicated also a slight improvement in virulence of conidia from designed media. A degenerated phenotype of the same strain did not exhibit differences in colony appearance, spore characteristics and virulence if grown on designed media. The application of a problem-oriented GA is a practical and rapid method to design media for multi-objective purposes. The applicability of a GA for multi-objective medium design was demonstrated for the cultivation of anamorphic fungi on solid media.</description><subject>Algorithms</subject><subject>Biological and medical sciences</subject><subject>Culture Media - chemistry</subject><subject>Fundamental and applied biological sciences. Psychology</subject><subject>genetic algorithm</subject><subject>Metarhizium - growth & development</subject><subject>Metarhizium anisopliae</subject><subject>Microbiology</subject><subject>Models, Genetic</subject><subject>multi-objective medium design</subject><subject>Mycology - methods</subject><subject>Nitrogen - metabolism</subject><subject>Spores, Fungal - physiology</subject><subject>Tenebrio</subject><subject>virulence</subject><issn>1364-5072</issn><issn>1365-2672</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2008</creationdate><recordtype>article</recordtype><sourceid>EIF</sourceid><recordid>eNqNkstu1DAUhiNERUvhFcAb2GXqa-wsWIwqrmrFgrK2HOc445GTDHbSdnh6nM6oXRZvfCR__7n8x0WBCF6RfC62K8IqUdJK0hXFWK0wUzm8f1GcPT68fIh5KbCkp8XrlLYYE4ZF9ao4JUoSRpU4K9I6dGP006YvG5OgRS0k3w1odCjth2kDk7eoi-PdtEE9tN6gNPl-DmbyQ4dufZwDDBbQLo47iJOHtEivYTJx4__6uUdm8GncBW8A2XHwOcWb4sSZkODt8T4vbr58vrn8Vl79_Pr9cn1VWi4oLUG5lrW2aXgjuXBUSVG3IFsqWmmcrWvJMuJwnskABsorZy1jDhhITgw7Lz4e0ube_syQJt37ZCEEM8A4J13VNeO1rJ8Fs8MVIaLKoDqANo4pRXB6F31v4l4TrJfF6K1e_NeL_4tM6YfF6PssfXesMTfZxyfhcRMZ-HAETLImuGgG69MjR7GSjHOZuU8H7s4H2P93A_rH-nqJsv79Qe_MqE0Xc43fv-jyM_KERDDJ_gGP8rWT</recordid><startdate>200812</startdate><enddate>200812</enddate><creator>Hutwimmer, S</creator><creator>Wagner, S</creator><creator>Affenzeller, M</creator><creator>Burgstaller, W</creator><creator>Strasser, H</creator><general>Oxford, UK : Blackwell Publishing Ltd</general><general>Blackwell Publishing Ltd</general><general>Blackwell</general><scope>FBQ</scope><scope>IQODW</scope><scope>CGR</scope><scope>CUY</scope><scope>CVF</scope><scope>ECM</scope><scope>EIF</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7T7</scope><scope>8FD</scope><scope>C1K</scope><scope>FR3</scope><scope>M7N</scope><scope>P64</scope><scope>7X8</scope></search><sort><creationdate>200812</creationdate><title>Algorithm-based design of synthetic growth media stimulating virulence properties of Metarhizium anisopliae conidia</title><author>Hutwimmer, S ; Wagner, S ; Affenzeller, M ; Burgstaller, W ; Strasser, H</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c4522-e8fd3dcbb4b745f28759de7d25d7afc9973e8ff0305ae0e246fcc33fe3e741a3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2008</creationdate><topic>Algorithms</topic><topic>Biological and medical sciences</topic><topic>Culture Media - chemistry</topic><topic>Fundamental and applied biological sciences. Psychology</topic><topic>genetic algorithm</topic><topic>Metarhizium - growth & development</topic><topic>Metarhizium anisopliae</topic><topic>Microbiology</topic><topic>Models, Genetic</topic><topic>multi-objective medium design</topic><topic>Mycology - methods</topic><topic>Nitrogen - metabolism</topic><topic>Spores, Fungal - physiology</topic><topic>Tenebrio</topic><topic>virulence</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Hutwimmer, S</creatorcontrib><creatorcontrib>Wagner, S</creatorcontrib><creatorcontrib>Affenzeller, M</creatorcontrib><creatorcontrib>Burgstaller, W</creatorcontrib><creatorcontrib>Strasser, H</creatorcontrib><collection>AGRIS</collection><collection>Pascal-Francis</collection><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>Industrial and Applied Microbiology Abstracts (Microbiology A)</collection><collection>Technology Research Database</collection><collection>Environmental Sciences and Pollution Management</collection><collection>Engineering Research Database</collection><collection>Algology Mycology and Protozoology Abstracts (Microbiology C)</collection><collection>Biotechnology and BioEngineering Abstracts</collection><collection>MEDLINE - Academic</collection><jtitle>Journal of applied microbiology</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Hutwimmer, S</au><au>Wagner, S</au><au>Affenzeller, M</au><au>Burgstaller, W</au><au>Strasser, H</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Algorithm-based design of synthetic growth media stimulating virulence properties of Metarhizium anisopliae conidia</atitle><jtitle>Journal of applied microbiology</jtitle><addtitle>J Appl Microbiol</addtitle><date>2008-12</date><risdate>2008</risdate><volume>105</volume><issue>6</issue><spage>2026</spage><epage>2034</epage><pages>2026-2034</pages><issn>1364-5072</issn><eissn>1365-2672</eissn><abstract>Synthetic media should be designed for the production of Metarhizium anisopliae conidia with improved virulence properties. A genetic algorithm (GA), demonstrated to be suitable for the design of media for spore mass production ( Hutwimmer et al. 2008 ), was utilized for a multi-objective medium design to improve conidia yield and three proposed virulence properties of conidia: C : N ratio, germination speed and amount of spore-bound Pr1 protease. After five iterative optimizations, 52 media were improved over Sabouraud dextrose agar (SDA). Four media exhibited medium performances (a factor derived from the four single optimization variables) of around 0·7; cf. SDA = 0·532; media with enhanced properties were reached for each single optimization variable; Bioassays against Tenebrio larvae indicated also a slight improvement in virulence of conidia from designed media. A degenerated phenotype of the same strain did not exhibit differences in colony appearance, spore characteristics and virulence if grown on designed media. 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source | MEDLINE; Wiley Online Library Journals Frontfile Complete; Oxford University Press Journals All Titles (1996-Current) |
subjects | Algorithms Biological and medical sciences Culture Media - chemistry Fundamental and applied biological sciences. Psychology genetic algorithm Metarhizium - growth & development Metarhizium anisopliae Microbiology Models, Genetic multi-objective medium design Mycology - methods Nitrogen - metabolism Spores, Fungal - physiology Tenebrio virulence |
title | Algorithm-based design of synthetic growth media stimulating virulence properties of Metarhizium anisopliae conidia |
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