Use of metabolomic and dereplication tools in the study of the chemical composition of some octocorals of the colombian caribbean and their cytotoxic activity

102 páginas

Autores:: Santacruz Cifuentes, Liliana Andrea

Tipo de recurso:

Fecha de publicación:: 2020

Institución:: Universidad de la Sabana

Repositorio:: Repositorio Universidad de la Sabana

Idioma:: eng

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dc.title.en.fl_str_mv	Use of metabolomic and dereplication tools in the study of the chemical composition of some octocorals of the colombian caribbean and their cytotoxic activity
title	Use of metabolomic and dereplication tools in the study of the chemical composition of some octocorals of the colombian caribbean and their cytotoxic activity
spellingShingle	Use of metabolomic and dereplication tools in the study of the chemical composition of some octocorals of the colombian caribbean and their cytotoxic activity Animales marinos Organismos marinos Biotecnología molecular Resonancia magnética nuclear Análisis multivariante
title_short	Use of metabolomic and dereplication tools in the study of the chemical composition of some octocorals of the colombian caribbean and their cytotoxic activity
title_full	Use of metabolomic and dereplication tools in the study of the chemical composition of some octocorals of the colombian caribbean and their cytotoxic activity
title_fullStr	Use of metabolomic and dereplication tools in the study of the chemical composition of some octocorals of the colombian caribbean and their cytotoxic activity
title_full_unstemmed	Use of metabolomic and dereplication tools in the study of the chemical composition of some octocorals of the colombian caribbean and their cytotoxic activity
title_sort	Use of metabolomic and dereplication tools in the study of the chemical composition of some octocorals of the colombian caribbean and their cytotoxic activity
dc.creator.fl_str_mv	Santacruz Cifuentes, Liliana Andrea
dc.contributor.advisor.none.fl_str_mv	Camacho, Edisson T. Thomas, Olivier P.
dc.contributor.author.none.fl_str_mv	Santacruz Cifuentes, Liliana Andrea
dc.subject.es_CO.fl_str_mv	Animales marinos Organismos marinos Biotecnología molecular Resonancia magnética nuclear Análisis multivariante
topic	Animales marinos Organismos marinos Biotecnología molecular Resonancia magnética nuclear Análisis multivariante
description	102 páginas
publishDate	2020
dc.date.issued.none.fl_str_mv	2020-06-11
dc.date.accessioned.none.fl_str_mv	8/24/2020 10:45
dc.date.available.none.fl_str_mv	8/24/2020 10:45
dc.type.es_CO.fl_str_mv	doctoralThesis
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dc.type.local.none.fl_str_mv	Tesis de doctorado
dc.type.hasVersion.es_CO.fl_str_mv	publishedVersion
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dc.identifier.local.none.fl_str_mv	277707 TE10735
url	http://hdl.handle.net/10818/42976
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dc.language.iso.es_CO.fl_str_mv	eng
language	eng
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spelling	Camacho, Edisson T.Thomas, Olivier P.Santacruz Cifuentes, Liliana Andrea8/24/2020 10:458/24/2020 10:452020-06-11http://hdl.handle.net/10818/42976277707TE10735102 páginasLos océanos cubren un poco mas de dos terceras partes de la superficie de la tierra y los organismos que en ellos viven constituyen cerca del 2% de la materia orgánica presente en los mares; en particular, las aguas cálidas del Mar Caribe contribuyen a la diversidad de la fauna marina, en donde, los octocorales son la macrofauna arrecifal más visible. Estos organismos, son fuente productiva de una gran diversidad de compuestos químicos los cuales les sirven como defensa química contra depredadores, pero también mucho de ellos han presentado actividades biológicas importantes para combatir diferentes enfermedades; por lo cual, es importante investigar sobre nuevas herramientas de estudio que permitan explorar este gran potencial. Por lo anterior, en este proyecto se estudió la relación de la actividad citotóxica de algunos octocorales del Caribe Colombiano con respecto a su composición metabólica, usando diferentes herramientas como la dereplicación, útil en la identificación temprana de compuestos nuevos o conocidos con actividad biológica, el uso de Redes Moleculares de Productos Naturales (GNPS) que con el uso del software Cytoscape permitió observar “cluster” o agrupaciones de moléculas con patrones de fragmentación similares y finalmente; la herramienta metabolómica, que permitió detectar un gran número de metabolitos presentes en los organismos estudiados. Para el desarrollo de este proyecto, se utilizaron técnicas cromatográficas de alta eficiencia: cromatografía líquida ultra eficiente junto con espectrometría de masas de alta resolución (UPLCHRMS / Agilent 6540) y resonancia magnética nuclear (RMN / Agilent 600 MHz); que ayudó en la determinación del perfil global de los metabolitos presentes en los extractos octocorales; además, en los modelos generados a partir del análisis multivariado de componentes principales (PCA) y análisis discriminantes.application/pdfengUniversidad de La SabanaAttribution-NonCommercial-NoDerivatives 4.0 Internationalhttp://creativecommons.org/licenses/by-nc-nd/4.0/http://purl.org/coar/access_right/c_abf2instname:Universidad de La Sabanareponame:Intellectum Repositorio Universidad de La SabanaAnimales marinosOrganismos marinosBiotecnología molecularResonancia magnética nuclearAnálisis multivarianteUse of metabolomic and dereplication tools in the study of the chemical composition of some octocorals of the colombian caribbean and their cytotoxic activitydoctoralThesisTesis de doctoradopublishedVersionhttp://purl.org/coar/version/c_970fb48d4fbd8a85http://purl.org/coar/resource_type/c_db06Blunt, J.; Copp, B.; Keyzers, R.; Munro, M.; Prinsep, M. Marine natural products. Nat. Prod. Rep. 2012, 29, 144–222. [CrossRef] [PubMed]Dyshlovoy, S.; Honecker, F. Marine Compounds and Cancer: 2017 Updates. Mar. Drugs 2018, 16, 41. [CrossRef] [PubMed]Ruiz Torres, V.; Encinar, J.A.; Herranz López, M.; Pérez Sánchez, A.; Galiano, V.; Barrajón Catalán, E.; Micol, V. An updated review on marine anticancer compounds: The use of virtual screening for the discovery of small-molecule cancer drugs. Molecules 2017, 22, 1037. [CrossRef] [PubMed]Bennett, D. Growing Pains for Metabolomics. Scientist 2005, 19, 25–28. [CrossRef]Ojima, I.; Chakravarty, S.; Inoue, T.; Lin, S.; He, L.; Horwitz, S.B.; Kuduk, S.D.; Danishefsky, S.J. A common pharmacophore for cytotoxic natural products that stabilize microtubules. Proc. Natl. Acad. Sci. USA 1999, 96, 4256–4261. [CrossRef] [PubMed]Correa, H.; Valenzuela, A.L.; Ospina, L.F.; Duque, C. Anti-inflammatory effects of the gorgonian Pseudopterogorgia elisabethae collected at the Islands of Providencia and San Andrés (SW Caribbean). J. Inflamm. 2009, 6, 5. [CrossRef] [PubMed]Correa, H.; Aristizabal, F.; Duque, C.; Kerr, R. Cytotoxic and antimicrobial activity of pseudopterosins and seco-pseudopterosins isolated from the octocoral Pseudopterogorgia elisabethae of San Andrés and Providencia Islands (Southwest Caribbean Sea). Mar. Drugs 2011, 9, 334–343. [CrossRef] [PubMed]Marrero, J.; Rodríguez, A.D.; Baran, P.; Raptis, R.G. Ciereszkolide: Isolation and structure characterization of a novel rearranged cembrane from the caribbean sea plume Pseudopterogorgia kallos. Eur. J. Org. Chem. 2004, 3909–3912. [CrossRef]Look, S.A.; Fenical, W.; Jacobst, R.S.; Clardyt, J.O.N. The pseudopterosins: Anti-inflammatory and analgesic natural products from the sea whip Pseudopterogorgia elisabethae. Proc. Natl. Acad. Sci. USA 1986, 83, 6238–6240. [CrossRef] [PubMed]Deng, L.; Gu, H.; Zhu, J.; Nagana Gowda, G.A.; Djukovic, D.; Chiorean, E.G.; Raftery, D. Combining NMR and LC/MS using backward variable elimination: Metabolomics analysis of colorectal cancer, polyps, and healthy controls. Anal. Chem. 2016, 88, 7975–7983. [CrossRef] [PubMed]Lindon, J.C.; Holmes, E.; Bollard, M.E.; Stanley, E.G.; Nicholson, J.K. Metabonomics technologies and their applications in physiological monitoring, drug safety assessment and disease diagnosis. Biomarkers 2004, 9, 1–31. [CrossRef] [PubMed]Tistaert, C.; Chataigné, G.; Dejaegher, B.; Rivière, C.; Hoai, N.N.; Van, M.C.; Quetin-leclercq, J.; Heyden, Y. Vander Multivariate data analysis to evaluate the fingerprint peaks responsible for the cytotoxic activity of Mallotus species. J. Chromatogr. B 2012, 910, 103–113. [CrossRef] [PubMed]Leal, M.C.; Madeira, C.; Brandão, C.A.; Puga, J.; Calado, R. Bioprospecting of marine invertebrates for new natural products—A chemical and zoogeographical perspective. Molecules 2012, 17, 9842–9854. [CrossRef] [PubMed]Wei, X.; Rodríguez, A.D.; Baran, P.; Raptis, R.G. Dolabellane-type diterpenoids with antiprotozoan activity from a southwestern Caribbean gorgonian octocoral of the genus Eunicea. J. Nat. Prod. 2010, 73, 925–934. [CrossRef] [PubMed]Maille, G.; Qin, C.; Siuzdak, G. Nonlinear Data Alignment for UPLC—MS and HPLC—MS Based Metabolomics: Quantitative Analysis of Endogenous and Exogenous Metabolites in Human Serum. Anal. Chem. 2006, 78, 3289–3295. [CrossRef]Szymanska, E.; Saccenti, E.; Smilde, A.K.; Westerhuis, J.A. Double-check: Validation of diagnostic statistics for PLS-DA models in metabolomics studies. Metabolomics 2012, 14. [CrossRef] [PubMed]Rantalainen, M.; Cloarec, O.; Nicholson, J.K.; Holmes, E.; Trygg, J. OPLS discriminant analysis: Combining the strengths of PLS-DA and SIMCA classification. J. Chemiometr. 2006, 20, 341–351. [CrossRef]Goecks, J.; Nekrutenko, A.; Taylor, J.; Afgan, E.; Ananda, G.; Baker, D.; Blankenberg, D.; Chakrabarty, R.; Coraor, N.; Goecks, J.; et al. Galaxy: A comprehensive approach for supporting accessible, reproducible and transparent computational research in the life sciences. Genome Biol. 2010, 11, 13. [CrossRef]Haug, K.; Salek, R.M.; Conesa, P.; Hastings, J.; De Matos, P.; Rijnbeek, M.; Mahendraker, T.; Williams, M.; Neumann, S.; Rocca-Serra, P.; et al. MetaboLights—An open-access general-purpose repository for metabolomics studies and associated meta-data. Nucleic Acids Res. 2013, 41, 781–786. [CrossRef]Hostettman, K. Methods in Plant Biochemistry. Assays for Bioactivity; Academic Press: London, UK, 1991.Xia, J.; Psychogios, N.; Young, N.; Wishart, D.S. MetaboAnalyst: A web server for metabolomic data analysis and interpretation. Nucleic Acids Res. 2009, 37, 652–660. [CrossRef] [PubMed]Moltu, S.J.; Sachse, D.; Blakstad, E.W.; Strømmen, K.; Nakstad, B.; Almaas, A.N.; Westerberg, A.C.; Rønnestad, A.; Brække, K.; Veierød, M.B.; et al. Urinary metabolite profiles in premature infants show early postnatal metabolic adaptation and maturation. Nutrients 2014, 6, 1913–1930. [CrossRef] [PubMed]Chiu, C.Y.; Yeh, K.W.; Lin, G.; Chiang, M.H.; Yang, S.C.; Chao, W.J.; Yao, T.C.; Tsai, M.H.; Hua, M.C.; Liao, S.L.; et al. Metabolomics reveals dynamic metabolic changes associated with age in early childhood. PLoS ONE 2016, 11, e0149823. [CrossRef] [PubMed]Xia, J.; Sinelnikov, I.V.; Han, B.; Wishart, D.S. MetaboAnalyst 3.0—Making metabolomics more meaningful. Nucleic Acids Res. 2015, 43, W251–W257. [CrossRef] [PubMed]Hubert, J.; Nuzillard, J.M.; Renault, J.H. Dereplication strategies in natural product research: How many tools and methodologies behind the same concept? Phytochem. Rev. 2017, 16, 55–95. [CrossRef]National Center for Biotechnology Information Eduenone. Available online: https://pubchem.ncbi.nlm.nih. gov/compound/10424127 (accessed on 25 September 2018).National Center for Biotechnology Information Dolabellatrienone. Available online: https://pubchem.ncbi. nlm.nih.gov/compound/10469260 (accessed on 25 September 2018).Wolf, S.; Schmidt, S.; Müller Hannemann, M.; Neumann, S. In silico fragmentation for computer assisted identification of metabolite mass spectra. BMC Bioinform. 2010, 1, 43. [CrossRef]Look, S.A.; Fenical, W. New Bicyclic Diterpenoids from the Caribbean Gorgonian Octocoral Eunicea calyculata. J. Org. Chem. 1982, 47, 4129–4134. [CrossRef]Patel, S.; Gheewala, N.; Suthar, A.; Shah, A. In-Vitro cytotoxicity activity of Solanum Nigrum extract against Hela cell line and Vero cell line. Int. J. Pharm. Pharm. Sci. 2009, 1, 38–47.Gao, Y.; Xiao, W.; Liu, H.C.; Wang, J.R.; Yao, L.G.; Ouyang, P.K.; Wang, D.C.; Guo, Y.W. Clavirolide G, a new rare dolabellane-type diterpenoid from the Xisha soft coral Clavularia viridis. Chin. Chem. 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Data analysis strategies for targeted and untargeted LC-MS metabolomic studies: Overview and workflow. TrAC Trends Anal. Chem. 2016, 82, 425–442. [CrossRef]Brown, M.; Dunn, W.B.; Dobson, P.; Patel, Y.; Winder, C.L.; Francis-McIntyre, S.; Begley, P.; Carroll, K.; Broadhurst, D.; Tseng, A.; et al. Mass spectrometry tools and metabolite-specific databases for molecular identification in metabolomics. Analyst 2009, 134, 1322. [CrossRef]Gromski, P.S.; Muhamadali, H.; Ellis, D.I.; Xu, Y.; Correa, E.; Turner, M.L.; Goodacre, R. A tutorial review: Metabolomics and partial least squares-discriminant análisis—A marriage of convenience or a shotgun wedding. Anal. Chim. Acta 2015, 879, 10–23. [CrossRef]Iwagawa, T.; Hashimoto, K.; Yokogawa, Y.; Okamura, H.; Nakatani, M.; Doe, M.; Morimoto, Y.; Takemura, K. Cytotoxic biscembranes from the soft coral Sarcophyton glaucum. J. Nat. Prod. 2009, 72, 946–949. [CrossRef] [PubMed]Mosmann, T. Rapid colorimetric assay for cellular growth and survival: Application to proliferation and cytotoxicity assays. J. Immunol. Methods 1983, 65, 55–63. [CrossRef]Denizot, F.; Lang, R. Rapid colorimetric assay for cell growth and survival. J. Immunol. Methods 1986, 89, 271–277. [CrossRef]Al-Ghamdi, S.S. Time and dose dependent study of doxorubicin induced DU-145 cytotoxicity. Drug Metab. Lett. 2008, 2, 47–50. [CrossRef] [PubMed]Shaikh, K.S.; Pawar, A.; Aphale, S.R.; Moghe, A.S. Effect of vesicular encapsulation on in-vitro cytotoxicity of ciclopirox olamine. Int. J. Drug Deliv. 2012, 4, 139–146. [CrossRef]Blunt, J.; Copp, B.; Keyzers, R.; Munro, M.; Prinsep, M. Marine natural products. Nat. Prod. Rep. 2012, 29, 144–222. [CrossRef] [PubMed]Dyshlovoy, S.; Honecker, F. Marine Compounds and Cancer: 2017 Updates. Mar. Drugs 2018, 16, 41. [CrossRef] [PubMed]Ruiz Torres, V.; Encinar, J.A.; Herranz López, M.; Pérez Sánchez, A.; Galiano, V.; Barrajón Catalán, E.; Micol, V. An updated review on marine anticancer compounds: The use of virtual screening for the discovery of small-molecule cancer drugs. Molecules 2017, 22, 1037. [CrossRef] [PubMed]Bennett, D. Growing Pains for Metabolomics. Scientist 2005, 19, 25–28. [CrossRef]Ojima, I.; Chakravarty, S.; Inoue, T.; Lin, S.; He, L.; Horwitz, S.B.; Kuduk, S.D.; Danishefsky, S.J. A common pharmacophore for cytotoxic natural products that stabilize microtubules. Proc. Natl. Acad. Sci. USA 1999, 96, 4256–4261. [CrossRef] [PubMed]Correa, H.; Valenzuela, A.L.; Ospina, L.F.; Duque, C. Anti-inflammatory effects of the gorgonian Pseudopterogorgia elisabethae collected at the Islands of Providencia and San Andrés (SW Caribbean). J. Inflamm. 2009, 6, 5. [CrossRef] [PubMed]Correa, H.; Aristizabal, F.; Duque, C.; Kerr, R. Cytotoxic and antimicrobial activity of pseudopterosins and seco-pseudopterosins isolated from the octocoral Pseudopterogorgia elisabethae of San Andrés and Providencia Islands (Southwest Caribbean Sea). Mar. Drugs 2011, 9, 334–343. [CrossRef] [PubMed]Marrero, J.; Rodríguez, A.D.; Baran, P.; Raptis, R.G. Ciereszkolide: Isolation and structure characterization of a novel rearranged cembrane from the caribbean sea plume Pseudopterogorgia kallos. Eur. J. Org. Chem. 2004, 3909–3912. [CrossRef]Look, S.A.; Fenical, W.; Jacobst, R.S.; Clardyt, J.O.N. The pseudopterosins: Anti-inflammatory and analgesic natural products from the sea whip Pseudopterogorgia elisabethae. Proc. Natl. Acad. Sci. USA 1986, 83, 6238–6240. [CrossRef] [PubMed]Deng, L.; Gu, H.; Zhu, J.; Nagana Gowda, G.A.; Djukovic, D.; Chiorean, E.G.; Raftery, D. Combining NMR and LC/MS using backward variable elimination: Metabolomics analysis of colorectal cancer, polyps, and healthy controls. Anal. Chem. 2016, 88, 7975–7983. [CrossRef] [PubMed]Lindon, J.C.; Holmes, E.; Bollard, M.E.; Stanley, E.G.; Nicholson, J.K. Metabonomics technologies and their applications in physiological monitoring, drug safety assessment and disease diagnosis. Biomarkers 2004, 9, 1–31. [CrossRef] [PubMed]Tistaert, C.; Chataigné, G.; Dejaegher, B.; Rivière, C.; Hoai, N.N.; Van, M.C.; Quetin-leclercq, J.; Heyden, Y. Vander Multivariate data analysis to evaluate the fingerprint peaks responsible for the cytotoxic activity of Mallotus species. J. Chromatogr. B 2012, 910, 103–113. [CrossRef] [PubMed]Leal, M.C.; Madeira, C.; Brandão, C.A.; Puga, J.; Calado, R. Bioprospecting of marine invertebrates for new natural products—A chemical and zoogeographical perspective. Molecules 2012, 17, 9842–9854. [CrossRef] [PubMed]Wei, X.; Rodríguez, A.D.; Baran, P.; Raptis, R.G. Dolabellane-type diterpenoids with antiprotozoan activity from a southwestern Caribbean gorgonian octocoral of the genus Eunicea. J. Nat. Prod. 2010, 73, 925–934. [CrossRef] [PubMed]Maille, G.; Qin, C.; Siuzdak, G. Nonlinear Data Alignment for UPLC—MS and HPLC—MS Based Metabolomics: Quantitative Analysis of Endogenous and Exogenous Metabolites in Human Serum. Anal. Chem. 2006, 78, 3289–3295. [CrossRef]Szymanska, E.; Saccenti, E.; Smilde, A.K.; Westerhuis, J.A. Double-check: Validation of diagnostic statistics for PLS-DA models in metabolomics studies. Metabolomics 2012, 14. [CrossRef] [PubMed]Rantalainen, M.; Cloarec, O.; Nicholson, J.K.; Holmes, E.; Trygg, J. OPLS discriminant analysis: Combining the strengths of PLS-DA and SIMCA classification. J. Chemiometr. 2006, 20, 341–351. [CrossRef]Goecks, J.; Nekrutenko, A.; Taylor, J.; Afgan, E.; Ananda, G.; Baker, D.; Blankenberg, D.; Chakrabarty, R.; Coraor, N.; Goecks, J.; et al. Galaxy: A comprehensive approach for supporting accessible, reproducible and transparent computational research in the life sciences. Genome Biol. 2010, 11, 13. [CrossRef]Haug, K.; Salek, R.M.; Conesa, P.; Hastings, J.; De Matos, P.; Rijnbeek, M.; Mahendraker, T.; Williams, M.; Neumann, S.; Rocca-Serra, P.; et al. MetaboLights—An open-access general-purpose repository for metabolomics studies and associated meta-data. Nucleic Acids Res. 2013, 41, 781–786. [CrossRef]Hostettman, K. Methods in Plant Biochemistry. Assays for Bioactivity; Academic Press: London, UK, 1991.Xia, J.; Psychogios, N.; Young, N.; Wishart, D.S. MetaboAnalyst: A web server for metabolomic data analysis and interpretation. Nucleic Acids Res. 2009, 37, 652–660. [CrossRef] [PubMed]Moltu, S.J.; Sachse, D.; Blakstad, E.W.; Strømmen, K.; Nakstad, B.; Almaas, A.N.; Westerberg, A.C.; Rønnestad, A.; Brække, K.; Veierød, M.B.; et al. Urinary metabolite profiles in premature infants show early postnatal metabolic adaptation and maturation. Nutrients 2014, 6, 1913–1930. [CrossRef] [PubMed]Chiu, C.Y.; Yeh, K.W.; Lin, G.; Chiang, M.H.; Yang, S.C.; Chao, W.J.; Yao, T.C.; Tsai, M.H.; Hua, M.C.; Liao, S.L.; et al. Metabolomics reveals dynamic metabolic changes associated with age in early childhood. PLoS ONE 2016, 11, e0149823. [CrossRef] [PubMed]Xia, J.; Sinelnikov, I.V.; Han, B.; Wishart, D.S. MetaboAnalyst 3.0—Making metabolomics more meaningful. Nucleic Acids Res. 2015, 43, W251–W257. [CrossRef] [PubMed]Hubert, J.; Nuzillard, J.M.; Renault, J.H. Dereplication strategies in natural product research: How many tools and methodologies behind the same concept? Phytochem. Rev. 2017, 16, 55–95. [CrossRef]National Center for Biotechnology Information Eduenone. Available online: https://pubchem.ncbi.nlm.nih. gov/compound/10424127 (accessed on 25 September 2018).National Center for Biotechnology Information Dolabellatrienone. 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Master’s Thesis, Universidad Nacional de Colombia, Bogotá, Colombia, 1998.Facultad de IngenieríaUniversidad de La SabanaDoctorado en BiocienciasDoctor en BiocienciasORIGINALTrabajo de grado Liliana Andrea Santacruz Cifuentes.pdfTrabajo de grado Liliana Andrea Santacruz Cifuentes.pdfVer documento en PDFapplication/pdf2892167https://intellectum.unisabana.edu.co/bitstream/10818/42976/1/Trabajo%20de%20grado%20Liliana%20Andrea%20Santacruz%20Cifuentes.pdf8ea0a19163f240cb1f7552ca794f1314MD51CC-LICENSElicense_rdflicense_rdfapplication/rdf+xml; charset=utf-8805https://intellectum.unisabana.edu.co/bitstream/10818/42976/2/license_rdf4460e5956bc1d1639be9ae6146a50347MD52LICENSElicense.txtlicense.txttext/plain; charset=utf-8498https://intellectum.unisabana.edu.co/bitstream/10818/42976/3/license.txtf52a2cfd4df262e08e9b300d62c85cabMD53Formato de autorizacion - Liliana Andrea Santacruz Cifuentes.pdfFormato de autorizacion - Liliana Andrea Santacruz Cifuentes.pdfCartaapplication/pdf516663https://intellectum.unisabana.edu.co/bitstream/10818/42976/4/Formato%20de%20autorizacion%20-%20Liliana%20Andrea%20Santacruz%20Cifuentes.pdf06791b3a00f849246adae6e89598783eMD5410818/42976oai:intellectum.unisabana.edu.co:10818/429762022-02-18 12:08:57.858Intellectum Universidad de la Sabanacontactointellectum@unisabana.edu.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

Use of metabolomic and dereplication tools in the study of the chemical composition of some octocorals of the colombian caribbean and their cytotoxic activity

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