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2017 | OriginalPaper | Buchkapitel

On Applications of QSARs in Food and Agricultural Sciences: History and Critical Review of Recent Developments

verfasst von : Supratik Kar, Kunal Roy, Jerzy Leszczynski

Erschienen in: Advances in QSAR Modeling

Verlag: Springer International Publishing

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Abstract

During the past decade, a large number of reports described the roles of in silico approaches in the development of new molecules in the field of pharmaceuticals, agrochemicals, food science, materials science, environmental science, etc. In silico techniques like quantitative structure-activity relationships (QSAR), pharmacophore, docking and virtual screenings are playing crucial roles for the design of “better” molecules that may later be synthesized and assayed. This chapter presents the currently available information on diverse groups of molecules with applications in agriculture and food science that have been subjected to in silico studies. A hefty numbers of successful applications of QSARs in the development of agrochemicals, food products and food supplements are thoroughly discussed. The QSAR studies summarized here would help readers to understand the proper mechanism for the activity of miscellaneous agrochemicals and food products as well as the interaction between the free radicals and antioxidant molecules. This chapter justifies the need to develop additional QSAR models in combination with other in silico approaches for the design of better agrochemicals, food and food supplements, especially antioxidants and flavoring agents, in order to explore the largely unexplored field of plant sources in addition to synthetic molecules as well as to reduce time and cost involvement in such exercises. Further, we have enlisted most of the available agrochemical, food and flavor databases for convenience of researchers working in the area along with an extensive list of software tools.

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Zurück zum Zitat Hengstler, J. G., Foth, H., Kahl, R., Kramer, P. J., Lilienblum, W., Schulz, T., et al. (2006). The REACH concept and its impact on toxicological sciences. Toxicology, 220, 232–239.CrossRef Hengstler, J. G., Foth, H., Kahl, R., Kramer, P. J., Lilienblum, W., Schulz, T., et al. (2006). The REACH concept and its impact on toxicological sciences. Toxicology, 220, 232–239.CrossRef
Zurück zum Zitat Jacobs, A. (2005). Prediction of 2-year carcinogenicity study results for pharmaceutical products: How are we doing? Toxicological Sciences, 88(1), 18–23.CrossRef Jacobs, A. (2005). Prediction of 2-year carcinogenicity study results for pharmaceutical products: How are we doing? Toxicological Sciences, 88(1), 18–23.CrossRef
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Zurück zum Zitat Jiang, D.-P., Zhu, C.-C., Shao, X.-S., Cheng, J.-G., & Li, Z. (2015). Bioactive conformation analysis of anthranilic diamide insecticides: DFT-based potential energy surface scanning and 3D-QSAR investigations. Chinese Chemical Letters, 26(6), 662–666.CrossRef Jiang, D.-P., Zhu, C.-C., Shao, X.-S., Cheng, J.-G., & Li, Z. (2015). Bioactive conformation analysis of anthranilic diamide insecticides: DFT-based potential energy surface scanning and 3D-QSAR investigations. Chinese Chemical Letters, 26(6), 662–666.CrossRef
Zurück zum Zitat Jing, P., Zhao, S., Ruan, S., Sui, Z., Chen, L., Jiang, L., et al. (2014). Quantitative studies on structure–ORAC relationships of anthocyanins from eggplant and radish using 3D-QSAR. Food Chemistry, 145, 365–371.CrossRef Jing, P., Zhao, S., Ruan, S., Sui, Z., Chen, L., Jiang, L., et al. (2014). Quantitative studies on structure–ORAC relationships of anthocyanins from eggplant and radish using 3D-QSAR. Food Chemistry, 145, 365–371.CrossRef
Zurück zum Zitat JRC. (2010). Applicability of QSAR analysis to the evaluation of the toxicological relevance of metabolites and degradates of pesticide active substances for dietary risk assessment. Report from the European Commission’s Joint Research Centre (JRC) to the European Food Safety Authority (EFSA). Retrieved August 18, 2016, from http://www.efsa.europa.eu/en/scdocs/scdoc/50e.htm. JRC. (2010). Applicability of QSAR analysis to the evaluation of the toxicological relevance of metabolites and degradates of pesticide active substances for dietary risk assessment. Report from the European Commission’s Joint Research Centre (JRC) to the European Food Safety Authority (EFSA). Retrieved August 18, 2016, from http://​www.​efsa.​europa.​eu/​en/​scdocs/​scdoc/​50e.​htm.
Zurück zum Zitat Kagabu, S., Nishimura, K., Naruse, Y., & Ohno, I. (2008). Insecticidal and neuroblocking potencies of variants of the thiazolidine moiety of thiacloprid and quantitative relationship study for the key neonicotinoid pharmacophore. Journal of Pesticide Science, 33(1), 58–66.CrossRef Kagabu, S., Nishimura, K., Naruse, Y., & Ohno, I. (2008). Insecticidal and neuroblocking potencies of variants of the thiazolidine moiety of thiacloprid and quantitative relationship study for the key neonicotinoid pharmacophore. Journal of Pesticide Science, 33(1), 58–66.CrossRef
Zurück zum Zitat Kar, S., & Roy, K. (2012). QSAR of phytochemicals for the design of better drugs. Expert Opinion on Drug Discovery, 7(10), 877–902.CrossRef Kar, S., & Roy, K. (2012). QSAR of phytochemicals for the design of better drugs. Expert Opinion on Drug Discovery, 7(10), 877–902.CrossRef
Zurück zum Zitat Kar, S., Gajewicz, A., Puzyn, T., Roy, K., & Leszczynski, J. (2014). Periodic table-based descriptors to encode cytotoxicity profile of metal oxide nanoparticles: A mechanistic QSTR approach. Ecotoxicology and Environmental Safety, 107, 162–169.CrossRef Kar, S., Gajewicz, A., Puzyn, T., Roy, K., & Leszczynski, J. (2014). Periodic table-based descriptors to encode cytotoxicity profile of metal oxide nanoparticles: A mechanistic QSTR approach. Ecotoxicology and Environmental Safety, 107, 162–169.CrossRef
Zurück zum Zitat Kaur, I., & Geetha, T. (2006). Screening methods for antioxidants-A review. Mini-Reviews in Medicinal Chemistry, 6(3), 305–312.CrossRef Kaur, I., & Geetha, T. (2006). Screening methods for antioxidants-A review. Mini-Reviews in Medicinal Chemistry, 6(3), 305–312.CrossRef
Zurück zum Zitat Kiwamoto, R., Spenkelink, A., Rietjens, I. M. C. M., & Punt, A. (2015). An integrated QSAR-PBK/D modelling approach for predicting detoxification and DNA adduct formation of 18 acyclic food-borne α, β-unsaturated aldehydes. Toxicology and Applied Pharmacology, 282(1), 108–117.CrossRef Kiwamoto, R., Spenkelink, A., Rietjens, I. M. C. M., & Punt, A. (2015). An integrated QSAR-PBK/D modelling approach for predicting detoxification and DNA adduct formation of 18 acyclic food-borne α, β-unsaturated aldehydes. Toxicology and Applied Pharmacology, 282(1), 108–117.CrossRef
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Zurück zum Zitat Lamberth, C., Jeanmart, S., Luksch, T., & Plant, A. (2013). Current challenges and trends in the discovery of agrochemicals. Science, 341(6147), 742–746.CrossRef Lamberth, C., Jeanmart, S., Luksch, T., & Plant, A. (2013). Current challenges and trends in the discovery of agrochemicals. Science, 341(6147), 742–746.CrossRef
Zurück zum Zitat Le Maux, S., Nongonierma, A. B., & FitzGerald, R. J. (2015). Improved short peptide identification using HILIC–MS/MS: Retention time prediction model based on the impact of amino acid position in the peptide sequence. Food Chemistry, 173, 847–854.CrossRef Le Maux, S., Nongonierma, A. B., & FitzGerald, R. J. (2015). Improved short peptide identification using HILIC–MS/MS: Retention time prediction model based on the impact of amino acid position in the peptide sequence. Food Chemistry, 173, 847–854.CrossRef
Zurück zum Zitat Lei, B., Li, J., Lu, J., Du, J., Liu, H., & Yao, X. (2009). Rational prediction of the Herbicidal activities of novel protoporphyrinogen oxidase inhibitors by quantitative structure-activity relationship model based on Docking-Guided active conformation. Journal of Agricultural and Food Chemistry, 57(20), 9593–9598.CrossRef Lei, B., Li, J., Lu, J., Du, J., Liu, H., & Yao, X. (2009). Rational prediction of the Herbicidal activities of novel protoporphyrinogen oxidase inhibitors by quantitative structure-activity relationship model based on Docking-Guided active conformation. Journal of Agricultural and Food Chemistry, 57(20), 9593–9598.CrossRef
Zurück zum Zitat Li, Y.-W., & Li, B. (2013). Characterization of structure–antioxidant activity relationship of peptides in free radical systems using QSAR models: Key sequence positions and their amino acid properties. Journal of Theoretical Biology, 318, 29–43.CrossRef Li, Y.-W., & Li, B. (2013). Characterization of structure–antioxidant activity relationship of peptides in free radical systems using QSAR models: Key sequence positions and their amino acid properties. Journal of Theoretical Biology, 318, 29–43.CrossRef
Zurück zum Zitat Li, J., Ju, X. L., & Jiang, F. C. (2008). Pharmacophore model for neonicotinoid insecticides. Chinese Chemical Letters, 19(5), 619–622.CrossRef Li, J., Ju, X. L., & Jiang, F. C. (2008). Pharmacophore model for neonicotinoid insecticides. Chinese Chemical Letters, 19(5), 619–622.CrossRef
Zurück zum Zitat Li, Z. G., Chen, K. X., Xie, H. Y., & Gao, J. R. (2009a). Quantitative structure-property relationship studies on amino acid conjugates of Jasmonic acid as defense signaling molecules. Journal of Integrative Plant Biology, 51(6), 581–592.CrossRef Li, Z. G., Chen, K. X., Xie, H. Y., & Gao, J. R. (2009a). Quantitative structure-property relationship studies on amino acid conjugates of Jasmonic acid as defense signaling molecules. Journal of Integrative Plant Biology, 51(6), 581–592.CrossRef
Zurück zum Zitat Li, Z. G., Chen, K. X., Xie, H. Y., Chen, K. Y., & Shen, D. L. (2009b). QSAR analysis of jasmonates as novel plant growth regulators. Chinese Journal of Pesticide Science, 11, 166–175. Li, Z. G., Chen, K. X., Xie, H. Y., Chen, K. Y., & Shen, D. L. (2009b). QSAR analysis of jasmonates as novel plant growth regulators. Chinese Journal of Pesticide Science, 11, 166–175.
Zurück zum Zitat Li, Y.-W., Li, B., He, J., & Qian, P. (2011). Quantitative structure–activity relationship study of antioxidative peptide by using different sets of amino acids descriptors. Journal of Molecular Structure, 998(1–3), 53–61.CrossRef Li, Y.-W., Li, B., He, J., & Qian, P. (2011). Quantitative structure–activity relationship study of antioxidative peptide by using different sets of amino acids descriptors. Journal of Molecular Structure, 998(1–3), 53–61.CrossRef
Zurück zum Zitat Li, D., Du, S., Tan, W., & Duan, H. (2015). Computational insight into the structure–activity relationship of novel n-substituted phthalimides with gibberellin-like activity. Journal of Molecular Modeling, 21(10), 271.CrossRef Li, D., Du, S., Tan, W., & Duan, H. (2015). Computational insight into the structure–activity relationship of novel n-substituted phthalimides with gibberellin-like activity. Journal of Molecular Modeling, 21(10), 271.CrossRef
Zurück zum Zitat Liu, Y.-X., Wei, D.-G., Zhu, Y.-R., Liu, S.-H., Zhang, Y.-L., Zhao, Q.-Q., …, Wang, Q.-M. (2008). Synthesis, Herbicidal activities, and 3D-QSAR of 2-Cyanoacrylates containing aromatic Methylamine Moieties. Journal of Agricultural and Food Chemistry, 56(1), 204–212. Liu, Y.-X., Wei, D.-G., Zhu, Y.-R., Liu, S.-H., Zhang, Y.-L., Zhao, Q.-Q., …, Wang, Q.-M. (2008). Synthesis, Herbicidal activities, and 3D-QSAR of 2-Cyanoacrylates containing aromatic Methylamine Moieties. Journal of Agricultural and Food Chemistry56(1), 204–212.
Zurück zum Zitat Liu, G.-Y., Ju, X.-L., Cheng, J., & Liu, Z.-Q. (2010). 3D-QSAR studies of insecticidal anthranilic diamides as ryanodine receptor activators using CoMFA. CoMSIA and DISCOtech. Chemosphere, 78(3), 300–306.CrossRef Liu, G.-Y., Ju, X.-L., Cheng, J., & Liu, Z.-Q. (2010). 3D-QSAR studies of insecticidal anthranilic diamides as ryanodine receptor activators using CoMFA. CoMSIA and DISCOtech. Chemosphere, 78(3), 300–306.CrossRef
Zurück zum Zitat Liu, X.-H., Xu, X.-Y., Tan, C.-X., Weng, J.-Q., Xin, J.-H., & Chen, J. (2015). Synthesis, crystal structure, herbicidal activities and 3D-QSAR study of some novel 1, 2,4-triazolo[4, 3- a]pyridine derivatives. Pest Management Science, 71(2), 292–301.CrossRef Liu, X.-H., Xu, X.-Y., Tan, C.-X., Weng, J.-Q., Xin, J.-H., & Chen, J. (2015). Synthesis, crystal structure, herbicidal activities and 3D-QSAR study of some novel 1, 2,4-triazolo[4, 3- a]pyridine derivatives. Pest Management Science, 71(2), 292–301.CrossRef
Zurück zum Zitat Loso, M. R., Benko, Z., Buysse, A., Johnson, T. C., Nugent, B. M., Rogers, R. B., …, Zhu, Y. (2016). SAR studies directed toward the pyridine moiety of the sap-feeding insecticide sulfoxaflor (Isoclast™ active). Bioorganic and Medicinal Chemistry, 24(3), 378–382. Loso, M. R., Benko, Z., Buysse, A., Johnson, T. C., Nugent, B. M., Rogers, R. B., …, Zhu, Y. (2016). SAR studies directed toward the pyridine moiety of the sap-feeding insecticide sulfoxaflor (Isoclast™ active). Bioorganic and Medicinal Chemistry24(3), 378–382.
Zurück zum Zitat Lu, G.-N., Dang, Z., Tao, X.-Q., Chen, X.-P., Yi, X.-Y., & Yang, C. (2007). Quantitative structure-activity relationships for enzymatic activity of chloroperoxidase on metabolizing organophosphorus pesticides. QSAR and Combinatorial Science, 26(2), 182–188.CrossRef Lu, G.-N., Dang, Z., Tao, X.-Q., Chen, X.-P., Yi, X.-Y., & Yang, C. (2007). Quantitative structure-activity relationships for enzymatic activity of chloroperoxidase on metabolizing organophosphorus pesticides. QSAR and Combinatorial Science, 26(2), 182–188.CrossRef
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Zurück zum Zitat Mayer, J., Cheeseman, M. A., & Twaroski, M. L. (2008). Structure-activity relationship analysis tools: Validation and applicability in predicting carcinogens. Regulatory Toxicology and Pharmacology, 50(1), 50–58.CrossRef Mayer, J., Cheeseman, M. A., & Twaroski, M. L. (2008). Structure-activity relationship analysis tools: Validation and applicability in predicting carcinogens. Regulatory Toxicology and Pharmacology, 50(1), 50–58.CrossRef
Zurück zum Zitat McCord, M. J. (2004). Therapeutic control of free radicals. Drug Discovery Today, 9(18), 781–782.CrossRef McCord, M. J. (2004). Therapeutic control of free radicals. Drug Discovery Today, 9(18), 781–782.CrossRef
Zurück zum Zitat Mitra, I., Saha, A., & Roy, K. (2010a). Chemometric modeling of free radical scavenging activity of flavone derivatives. European Journal of Medicinal Chemistry, 45(11), 5071–5079.CrossRef Mitra, I., Saha, A., & Roy, K. (2010a). Chemometric modeling of free radical scavenging activity of flavone derivatives. European Journal of Medicinal Chemistry, 45(11), 5071–5079.CrossRef
Zurück zum Zitat Mitra, I., Saha, A., & Roy, K. (2010b). Pharmacophore mapping of arylamino-substituted benzo[b]thiophenes as free radical scavengers. Journal of Molecular Modeling, 16(10), 1585–1596.CrossRef Mitra, I., Saha, A., & Roy, K. (2010b). Pharmacophore mapping of arylamino-substituted benzo[b]thiophenes as free radical scavengers. Journal of Molecular Modeling, 16(10), 1585–1596.CrossRef
Zurück zum Zitat Mitra, I., Saha, A., & Roy, K. (2011). Chemometric QSAR modeling and in silico design of antioxidant NO donor Phenols. Scientia Pharmaceutica, 79(1), 31–57.CrossRef Mitra, I., Saha, A., & Roy, K. (2011). Chemometric QSAR modeling and in silico design of antioxidant NO donor Phenols. Scientia Pharmaceutica, 79(1), 31–57.CrossRef
Zurück zum Zitat Mitra, I., Saha, A., & Roy, K. (2012a). Development of multiple QSAR models for consensus predictions and unified mechanistic interpretations of the free-radical scavenging activities of chromone derivatives. Journal of Molecular Modeling, 18(5), 1819–1840.CrossRef Mitra, I., Saha, A., & Roy, K. (2012a). Development of multiple QSAR models for consensus predictions and unified mechanistic interpretations of the free-radical scavenging activities of chromone derivatives. Journal of Molecular Modeling, 18(5), 1819–1840.CrossRef
Zurück zum Zitat Mitra, I., Saha, A., & Roy, K. (2012b). In silico development, validation and comparison of predictive QSAR models for lipid peroxidation inhibitory activity of cinnamic acid and caffeic acid derivatives using multiple chemometric and cheminformatics tools. Journal of Molecular Modeling, 18(8), 3951–3967.CrossRef Mitra, I., Saha, A., & Roy, K. (2012b). In silico development, validation and comparison of predictive QSAR models for lipid peroxidation inhibitory activity of cinnamic acid and caffeic acid derivatives using multiple chemometric and cheminformatics tools. Journal of Molecular Modeling, 18(8), 3951–3967.CrossRef
Zurück zum Zitat Mitra, I., Saha, A., & Roy, K. (2013a). Predictive modeling of Antioxidant Coumarin derivatives using multiple approaches: Descriptor based QSAR, 3D-Pharmacophore mapping, and HQSAR. Scientia Pharmaceutica, 81(1), 57–80.CrossRef Mitra, I., Saha, A., & Roy, K. (2013a). Predictive modeling of Antioxidant Coumarin derivatives using multiple approaches: Descriptor based QSAR, 3D-Pharmacophore mapping, and HQSAR. Scientia Pharmaceutica, 81(1), 57–80.CrossRef
Zurück zum Zitat Mitra, I., Saha, A., & Roy, K. (2013b). Quantification of contributions of different molecular fragments for antioxidant activity of coumarin derivatives based on QSAR analyses. Canadian Journal of Chemistry, 91(6), 428–441.CrossRef Mitra, I., Saha, A., & Roy, K. (2013b). Quantification of contributions of different molecular fragments for antioxidant activity of coumarin derivatives based on QSAR analyses. Canadian Journal of Chemistry, 91(6), 428–441.CrossRef
Zurück zum Zitat Mitra, I., Saha, A., & Roy, K. (2013c). Predictive chemometric modeling of DPPH free radical-scavenging activity of azole derivatives using 2D- and 3D-quantitative structure–activity relationship tools. Future Medicinal Chemistry, 5(3), 261–280.CrossRef Mitra, I., Saha, A., & Roy, K. (2013c). Predictive chemometric modeling of DPPH free radical-scavenging activity of azole derivatives using 2D- and 3D-quantitative structure–activity relationship tools. Future Medicinal Chemistry, 5(3), 261–280.CrossRef
Zurück zum Zitat Musialik, M., & Litwinienko, G. (2005). Scavenging of dpph* radicals by vitamin E is accelerated by its partial Ionization: The role of Sequential proton loss electron transfer. Organic Letters, 7(22), 4951–4954.CrossRef Musialik, M., & Litwinienko, G. (2005). Scavenging of dpph* radicals by vitamin E is accelerated by its partial Ionization: The role of Sequential proton loss electron transfer. Organic Letters, 7(22), 4951–4954.CrossRef
Zurück zum Zitat Nakagawa, Y. (2007). Structure–activity relationship and mode of action study of insect growth regulators. Journal of Pesticide Science, 32(2), 135–136.CrossRef Nakagawa, Y. (2007). Structure–activity relationship and mode of action study of insect growth regulators. Journal of Pesticide Science, 32(2), 135–136.CrossRef
Zurück zum Zitat Netzeva, T. I., Aptula, A. O., Benfenati, E., Cronin, M. T. D., Gini, G., Lessigiarska, I., …, Schüürmann, G. (2005). Description of the electronic structure of organic chemicals using semiempirical and ab Initio methods for development of Toxicological QSARs. Journal of Chemical Information and Modeling, 45(1), 106–114. Netzeva, T. I., Aptula, A. O., Benfenati, E., Cronin, M. T. D., Gini, G., Lessigiarska, I., …, Schüürmann, G. (2005). Description of the electronic structure of organic chemicals using semiempirical and ab Initio methods for development of Toxicological QSARs. Journal of Chemical Information and Modeling45(1), 106–114.
Zurück zum Zitat Niraj, R. R. K., Saini, V., & Kumar, A. (2015). QSAR analyses of organophosphates for insecticidal activity and its in-silico validation using molecular docking study. Environmental Toxicology and Pharmacology, 40(3), 886–894.CrossRef Niraj, R. R. K., Saini, V., & Kumar, A. (2015). QSAR analyses of organophosphates for insecticidal activity and its in-silico validation using molecular docking study. Environmental Toxicology and Pharmacology, 40(3), 886–894.CrossRef
Zurück zum Zitat Nishimura, K., Kiriyama, K., & Kagabu, S. (2006). Quantitative structure–activity relationships of imidacloprid and its analogs with substituents at the C5 position on the pyridine ring in the neuroblocking activity. Journal of Pesticide Science, 31(2), 110–115.CrossRef Nishimura, K., Kiriyama, K., & Kagabu, S. (2006). Quantitative structure–activity relationships of imidacloprid and its analogs with substituents at the C5 position on the pyridine ring in the neuroblocking activity. Journal of Pesticide Science, 31(2), 110–115.CrossRef
Zurück zum Zitat NRC. (2007). Toxicity testing in the 21st Century; a vision and a strategy. Washington, D.C.: National Academy Press. NRC. (2007). Toxicity testing in the 21st Century; a vision and a strategy. Washington, D.C.: National Academy Press.
Zurück zum Zitat OECD. (2009). Guidance Document on the Definition of Residue. Series on Testing and Assessment No. 63 and Series on Pesticides No. 31. 28 July 2009. Retrieved August 18, 2016, from http://www.oecd.org/. OECD. (2009). Guidance Document on the Definition of Residue. Series on Testing and Assessment No. 63 and Series on Pesticides No. 31. 28 July 2009. Retrieved August 18, 2016, from http://​www.​oecd.​org/​.
Zurück zum Zitat Pérez-Garrido, A., Helguera, A. M., Morillas Ruiz, J. M., & Zafrilla Rentero, P. (2012). Topological sub-structural molecular design approach: Radical scavenging activity. European Journal of Medicinal Chemistry, 49, 86–94.CrossRef Pérez-Garrido, A., Helguera, A. M., Morillas Ruiz, J. M., & Zafrilla Rentero, P. (2012). Topological sub-structural molecular design approach: Radical scavenging activity. European Journal of Medicinal Chemistry, 49, 86–94.CrossRef
Zurück zum Zitat Perkins, R., Fang, H., Tong, W., & Welsh, W. J. (2003). Quantitative structure-activity relationship methods: perspectives on drug discovery and toxicology. Environmental Toxicology and Chemistry, 22(8), 1666–1679.CrossRef Perkins, R., Fang, H., Tong, W., & Welsh, W. J. (2003). Quantitative structure-activity relationship methods: perspectives on drug discovery and toxicology. Environmental Toxicology and Chemistry, 22(8), 1666–1679.CrossRef
Zurück zum Zitat Prouillac, C., Vicendo, P., Garrigues, J.-C., Poteau, R., & Rima, G. (2009). Evaluation of new thiadiazoles and benzothiazoles as potential radioprotectors: Free radical scavenging activity in vitro and theoretical studies (QSAR, DFT). Free Radical Biology and Medicine, 46(8), 1139–1148.CrossRef Prouillac, C., Vicendo, P., Garrigues, J.-C., Poteau, R., & Rima, G. (2009). Evaluation of new thiadiazoles and benzothiazoles as potential radioprotectors: Free radical scavenging activity in vitro and theoretical studies (QSAR, DFT). Free Radical Biology and Medicine, 46(8), 1139–1148.CrossRef
Zurück zum Zitat Rackova, L., Firakova, S., Kostalova, D., Stefek, M., Sturdik, E., & Majekova, M. (2005). Oxidation of liposomal membrane suppressed by flavonoids: Quantitative structure–activity relationship. Bioorganic and Medicinal Chemistry, 13(23), 6477–6484.CrossRef Rackova, L., Firakova, S., Kostalova, D., Stefek, M., Sturdik, E., & Majekova, M. (2005). Oxidation of liposomal membrane suppressed by flavonoids: Quantitative structure–activity relationship. Bioorganic and Medicinal Chemistry, 13(23), 6477–6484.CrossRef
Zurück zum Zitat Rastija, V., & Medić-Šarić, M. (2009). QSAR study of antioxidant activity of wine polyphenols. European Journal of Medicinal Chemistry, 44(1), 400–408.CrossRef Rastija, V., & Medić-Šarić, M. (2009). QSAR study of antioxidant activity of wine polyphenols. European Journal of Medicinal Chemistry, 44(1), 400–408.CrossRef
Zurück zum Zitat Ray, S., De, K., Sengupta, C., & Roy, K. (2008). QSAR study of lipid peroxidation-inhibition potential of some phenolic antioxidants. Indian Journal of Biochemistry and Biophysics, 45, 198–205. Ray, S., De, K., Sengupta, C., & Roy, K. (2008). QSAR study of lipid peroxidation-inhibition potential of some phenolic antioxidants. Indian Journal of Biochemistry and Biophysics, 45, 198–205.
Zurück zum Zitat Reino, J. L., Saiz-Urra, L., Hernández-Galán, R., Arán, V. J., Hitchcock, P. B., Hanson, J. R., … Collado, I. G. (2007). Quantitative structure–antifungal activity relationships of some benzohydrazides against Botrytis cinerea. Journal of Agricultural and Food Chemistry, 55(13), 5171–5179. Reino, J. L., Saiz-Urra, L., Hernández-Galán, R., Arán, V. J., Hitchcock, P. B., Hanson, J. R., … Collado, I. G. (2007). Quantitative structure–antifungal activity relationships of some benzohydrazides against Botrytis cinerea. Journal of Agricultural and Food Chemistry55(13), 5171–5179.
Zurück zum Zitat Rojas, C., Duchowicz, P. R., Tripaldi, P., & Diez, R. P. (2015). QSPR analysis for the retention index of flavors and fragrances on a OV-101 column. Chemometrics and Intelligent Laboratory Systems, 140, 126–132.CrossRef Rojas, C., Duchowicz, P. R., Tripaldi, P., & Diez, R. P. (2015). QSPR analysis for the retention index of flavors and fragrances on a OV-101 column. Chemometrics and Intelligent Laboratory Systems, 140, 126–132.CrossRef
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Metadaten
Titel
On Applications of QSARs in Food and Agricultural Sciences: History and Critical Review of Recent Developments
verfasst von
Supratik Kar
Kunal Roy
Jerzy Leszczynski
Copyright-Jahr
2017
DOI
https://doi.org/10.1007/978-3-319-56850-8_7