Design of using chamber system based on electrical impedance spectroscopy (EIS) to measure epithelial tissue

This work aims to propose a Ussing chamber system based on electrical impedance spectroscopy (EIS) for measuring impedance in epithelial tissues. The proposed method is composed of two functional parts: Ussing chambers (UC) where the tissue under test is located, and the other is a homemade electric...

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Autores:
Fonthal Rico, Faruk
Castaño, Santiago
Calvo Echeverry, Paulo César
Campo, Oscar
Tipo de recurso:
http://purl.org/coar/resource_type/c_f744
Fecha de publicación:
2020
Institución:
Universidad Autónoma de Occidente
Repositorio:
RED: Repositorio Educativo Digital UAO
Idioma:
eng
OAI Identifier:
oai:red.uao.edu.co:10614/13867
Acceso en línea:
https://hdl.handle.net/10614/13867
https://red.uao.edu.co/
Palabra clave:
Impedancia (Electricidad)
Bioimpedance
Electrical impedance spectroscopy
Ussing chamber
Epithelium frog
Rights
openAccess
License
Derechos reservados - Elsevier, 2020
id REPOUAO2_d090f462067b98c68e4be8998a70db07
oai_identifier_str oai:red.uao.edu.co:10614/13867
network_acronym_str REPOUAO2
network_name_str RED: Repositorio Educativo Digital UAO
repository_id_str
dc.title.eng.fl_str_mv Design of using chamber system based on electrical impedance spectroscopy (EIS) to measure epithelial tissue
title Design of using chamber system based on electrical impedance spectroscopy (EIS) to measure epithelial tissue
spellingShingle Design of using chamber system based on electrical impedance spectroscopy (EIS) to measure epithelial tissue
Impedancia (Electricidad)
Bioimpedance
Electrical impedance spectroscopy
Ussing chamber
Epithelium frog
title_short Design of using chamber system based on electrical impedance spectroscopy (EIS) to measure epithelial tissue
title_full Design of using chamber system based on electrical impedance spectroscopy (EIS) to measure epithelial tissue
title_fullStr Design of using chamber system based on electrical impedance spectroscopy (EIS) to measure epithelial tissue
title_full_unstemmed Design of using chamber system based on electrical impedance spectroscopy (EIS) to measure epithelial tissue
title_sort Design of using chamber system based on electrical impedance spectroscopy (EIS) to measure epithelial tissue
dc.creator.fl_str_mv Fonthal Rico, Faruk
Castaño, Santiago
Calvo Echeverry, Paulo César
Campo, Oscar
dc.contributor.author.none.fl_str_mv Fonthal Rico, Faruk
Castaño, Santiago
Calvo Echeverry, Paulo César
Campo, Oscar
dc.subject.armarc.spa.fl_str_mv Impedancia (Electricidad)
topic Impedancia (Electricidad)
Bioimpedance
Electrical impedance spectroscopy
Ussing chamber
Epithelium frog
dc.subject.proposal.eng.fl_str_mv Bioimpedance
Electrical impedance spectroscopy
Ussing chamber
Epithelium frog
description This work aims to propose a Ussing chamber system based on electrical impedance spectroscopy (EIS) for measuring impedance in epithelial tissues. The proposed method is composed of two functional parts: Ussing chambers (UC) where the tissue under test is located, and the other is a homemade electrical impedance spectroscopy system. The impedance spectroscopy system architecture uses a sine wave generated by a direct digital synthesizer (DDS) with a frequency range from 1 Hz to 102 kHz, a current source in Howland configuration, and an instrumentation stage that allows applying the four electrodes configuration. The designed system was tested with Eleutherodactylus johnstonei adult frog Epithelial tissue, as well as Cole-Cole models, Real and imaginary, and measured impedances were used to find the transfer function parameters employing a genetic algorithm
publishDate 2020
dc.date.issued.none.fl_str_mv 2020-08
dc.date.accessioned.none.fl_str_mv 2022-05-13T16:39:01Z
dc.date.available.none.fl_str_mv 2022-05-13T16:39:01Z
dc.type.spa.fl_str_mv Artículo de revista
dc.type.coar.fl_str_mv http://purl.org/coar/resource_type/c_2df8fbb1
dc.type.coarversion.fl_str_mv http://purl.org/coar/version/c_970fb48d4fbd8a85
dc.type.coar.eng.fl_str_mv http://purl.org/coar/resource_type/c_f744
dc.type.content.eng.fl_str_mv Text
dc.type.driver.eng.fl_str_mv info:eu-repo/semantics/article
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dc.identifier.issn.spa.fl_str_mv 22141804
dc.identifier.uri.none.fl_str_mv https://hdl.handle.net/10614/13867
dc.identifier.instname.spa.fl_str_mv Universidad Autónoma de Occidente
dc.identifier.pissn.none.fl_str_mv 22141804
dc.identifier.reponame.spa.fl_str_mv Repositorio Educativo Digital
dc.identifier.repourl.spa.fl_str_mv https://red.uao.edu.co/
identifier_str_mv 22141804
Universidad Autónoma de Occidente
Repositorio Educativo Digital
url https://hdl.handle.net/10614/13867
https://red.uao.edu.co/
dc.language.iso.eng.fl_str_mv eng
language eng
dc.relation.citationendpage.spa.fl_str_mv 9
dc.relation.citationstartpage.spa.fl_str_mv 1
dc.relation.citationvolume.spa.fl_str_mv 29
dc.relation.cites.eng.fl_str_mv Calvo Echeverry, P. C., Campo Salazar, O. I., Guerra Chávez, C., Castaño, S., Fonthal Rico, F. (2020). Design of using chamber system based on electrical impedance spectroscopy (EIS) to measure epithelial tissue. Sensing and Bio-Sensing Research. Revista Elsevier. Vol. 29, pp. 1-9. https://www.sciencedirect.com/science/article/pii/S2214180420300192?via%3Dihub
dc.relation.ispartofjournal.eng.fl_str_mv Sensing and Bio-Sensing Research
dc.relation.references.none.fl_str_mv [1] M. Grossi, B. Riccò. Electrical impedance spectroscopy (EIS) for biological analysis and food characterization: a review. J. Sensors Sens. Syst., 6 (2) (2017), pp. 303-325
[2] D.A. Dean, T. Ramanathan, D. Machado, R. Sundararajan. Electrical impedance spectroscopy study of biological tissues. J. Electrost., 66 (3–4) (Mar. 2008), pp. 165-177
[3] C.A. González-Correa. Clinical applications of electrical impedance spectroscopy. Bioimpedance in Biomedical Applications and Research, Springer International Publishing (2018), pp. 187-218
[4] C. Petchakup, H. Li, H.W. Hou. Advances in single cell impedance cytometry for biomedical applications. Micromachines, 8 (3) (2017)
[5] F. Clemente, P. Arpaia, C. Manna. Characterization of human skin impedance after electrical treatment for transdermal drug delivery. Meas. J. Int. Meas. Confed., 46 (9) (2013), pp. 3494-3501
[6] R. Pradhan, S. Rajput, M. Mandal, A. Mitra, S. Das. Frequency dependent impedimetric cytotoxic evaluation of anticancer drug on breast cancer cell Biosens. Bioelectron., 55 (May 2014), pp. 44-50
[7] L. Llames, V. Baldomero, M.L. Iglesias, L.P. Rodota. Valores del ángulo de fase por bioimpedancia eléctrica; Estado nutricional y valor pronóstico. Nutr. Hosp., 28 (2) (2013), pp. 286-295
[8] M.E. Valentinuzzi, J.P. Morucci, C.J. Felice. Bioelectrical impedance techniques in medicine part II: monitoring of physiological events by impedance. Crit. Rev. Biomed. Eng., 24 (4–6) (1997), pp. 353-466
[9] G. Qiao, W. Wang, W. Duan, F. Zheng, A.J. Sinclair, C.R. Chatwin. Bioimpedance analysis for the characterization of breast cancer cells in suspensión. IEEE Trans. Biomed. Eng., 59 (8) (2012), pp. 2321-2329
[10] M.E. Moncada, M.D.P. Saldarriaga, A.F. Bravo, C.R. Pinedo. Medición de impedancia eléctrica en tejido biológico – revisión TecnoLógicas (25) (2010), p. 51
[11] W. Fariñas-Coronado, Z. Paz, G. J Orta, E. Rodrìguez-Denis Estudio del factor de disipación dieléctrica como herramienta diagnóstica. Rev. Biomed., 13 (4) (2002), pp. 249-255
[12] J.J. Cabrera-Lopez, J. Velasco-Medina, E.R. Denis, J.F.B. Calderon, O.J.G. Guevara Bioimpedance measurement using mixed-signal embedded system LASCAS 2016 - 7th IEEE Lat. Am. Symp. Circuits Syst. R9 IEEE CASS Flagsh. Conf (2016), pp. 335-338
[13] S. Abad, et al. The phase angle of the electrical impedance is a predictor of long-term survival in dialysis patients Nefrologia, 31 (6) (2011), pp. 670-676, 10.3265/Nefrologia.pre2011. Sep.10999
[14] R. Mushnick, P.A. Fein, N. Mittman, N. Goel, J. Chattopadhyay, M.M. Avram Relationship of bioelectrical impedance parameters to nutrition and survival in peritoneal dialysis patients Kidney Int. Suppl., 87 (2003), pp. S53-S56, 10.1046/j.1523-1755.64.s87.22.x
[15] D. Padmaraj, R. Pande, J.H. Miller, J. Wosik, W. Zagozdzon-Wosik Mitochondrial membrane studies using impedance spectroscopy with parallel pH monitoring PLoS One, 9 (7) (2014)
[16] R. Kraya, A. Komin, P. Searson On Chip bioelectric impedance spectroscopy reveals the effect of P-glycoprotein efflux pumps on the Paracellular impedance of tight junctions at the blood-brain barrier
[17] S.M. Krug, M. Fromm, D. Günzel Two-path impedance spectroscopy for measuring paracellular and transcellular epithelial resistance Biophys. J., 97 (8) (2009), pp. 2202-2211
[18] R.J. Halter, A. Hartov, J.A. Heaney, K.D. Paulsen, A.R. Schned Electrical impedance spectroscopy of the human prostate. IEEE Trans. Biomed. Eng., 54 (7) (Jul. 2007), pp. 1321-1327
[19] P.W. Nicholson Specific impedance of cerebral white matter Exp. Neurol., 13 (4) (1965), pp. 386-401
[20] S.S. Chaudhary, R.K. Mishra, A. Swarup, J.M. Thomas Dielectric properties of normal & malignant human breast tissues at radiowave & microwave frequencies Indian J. Biochem. Biophys., 21 (1) (Feb. 1984), pp. 76-79
[21] A.H. Gitter, J.D. Schulzke, D. Sorgenfrei, M. Fromm Ussing chamber for high-frequency transmural impedance analysis of epithelial tissues .J. Biochem. Biophys. Methods, 35 (2) (1997), pp. 81-88
[22] J.S. Park, J.H. Choi, J.J. Woo, S.H. Moon An electrical impedance spectroscopic (EIS) study on transport characteristics of ion-exchange membrane systems. J. Colloid Interface Sci., 300 (2) (2006), pp. 655-662
[23] C. Clausen, S.A. Lewis, J.M. Diamond Impedance analysis of a tight epithelium using a distributed resistance model. Biophys J., 26 (2) (1979), pp. 291-317, 10.1016/S0006-3495(79)85250-9
[24] H. Li, D.N. Sheppard, M.J. Hug Transepithelial electrical measurements with the Ussing chamber. J. Cyst. Fibros., 3 (Suppl. 2) (Aug. 2004), pp. 123-126
[25] J. Ferreira, F. Seoane, A. Ansede, R. Bragos AD5933-based spectrometer for electrical bioimpedance applications. J. Phys. Conf. Ser., 224 (1) (2010)
[26] M.S. Awayda, W. Van Driessche, S.I. Helman Frequency-dependent capacitance of the apical membrane of frog skin: dielectric relaxation processes. Biophys. J., 76 (1) (1999), pp. 219-232
[27] C. Clausen, S.A. Lewis, J.M. Diamond Impedance analysis of a tight epithelium using a distributed resistance model. Biophys. J., 26 (2) (1979), pp. 291-317
[28] Y. Yang, J. Wang, G. Yu, F. Niu, P. He Design and preliminary evaluation of a portable device for the measurement of bioimpedance spectroscopy Physiol. Meas., 27 (12) (Dec. 2006)
[29] D.K. Kamat, D. Bagul, P.M. Patil Blood glucose measurement using bioimpedance technique Adv. Electron., 2014 (2014), pp. 1-5
[30] J. Liu, X. Qiao, M. Wang, W. Zhang, G. Li, L. Lin The differential Howland current source with high signal to noise ratio for bioimpedance measurement system Rev. Sci. Instrum., 85 (5) (2014)
[31] Paulo Cesar Calvo, Faruk Fonthal, Crystian Guerra Certificado De Registro De Soporte Lógico - Software, 13-68–370 Monisterio del Interior Direccion Nacional de derecho de autor, Cali - Colombia (2018), pp. 1-2
[32] A. Guimera, G. Gabriel, M. Plata-Cordero, L. Montero, M.J. Maldonado, R. Villa. A non-invasive method for an in vivo assessment of corneal epithelium permeability through tetrapolar impedance measurements. Biosens. Bioelectron., 31 (1) (2012), pp. 55-61
[33] A. Guimera, A. Ivorra, G. Gabriel, R. Villa. Non-invasive assessment of corneal endothelial permeability by means of electrical impedance measurements. Med. Eng. Phys., 32 (10) (2010), pp. 1107-1115
dc.rights.spa.fl_str_mv Derechos reservados - Elsevier, 2020
dc.rights.coar.fl_str_mv http://purl.org/coar/access_right/c_abf2
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rights_invalid_str_mv Derechos reservados - Elsevier, 2020
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Atribución-NoComercial-SinDerivadas 4.0 Internacional (CC BY-NC-ND 4.0)
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dc.publisher.eng.fl_str_mv Elsevier
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institution Universidad Autónoma de Occidente
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spelling Fonthal Rico, Farukvirtual::1751-1Castaño, Santiago3acbf89f685dc24a3459b7109ce14023Calvo Echeverry, Paulo Césarvirtual::984-1Campo, Oscare0fbd8a4646d5a5046d0f716e71aa3ea2022-05-13T16:39:01Z2022-05-13T16:39:01Z2020-0822141804https://hdl.handle.net/10614/13867Universidad Autónoma de Occidente22141804Repositorio Educativo Digitalhttps://red.uao.edu.co/This work aims to propose a Ussing chamber system based on electrical impedance spectroscopy (EIS) for measuring impedance in epithelial tissues. The proposed method is composed of two functional parts: Ussing chambers (UC) where the tissue under test is located, and the other is a homemade electrical impedance spectroscopy system. The impedance spectroscopy system architecture uses a sine wave generated by a direct digital synthesizer (DDS) with a frequency range from 1 Hz to 102 kHz, a current source in Howland configuration, and an instrumentation stage that allows applying the four electrodes configuration. The designed system was tested with Eleutherodactylus johnstonei adult frog Epithelial tissue, as well as Cole-Cole models, Real and imaginary, and measured impedances were used to find the transfer function parameters employing a genetic algorithm10 páginasapplication/pdfengElsevierDerechos reservados - Elsevier, 2020https://creativecommons.org/licenses/by-nc-nd/4.0/info:eu-repo/semantics/openAccessAtribución-NoComercial-SinDerivadas 4.0 Internacional (CC BY-NC-ND 4.0)http://purl.org/coar/access_right/c_abf2https://www.sciencedirect.com/science/article/pii/S2214180420300192?via%3DihubDesign of using chamber system based on electrical impedance spectroscopy (EIS) to measure epithelial tissueArtículo de revistahttp://purl.org/coar/resource_type/c_f744http://purl.org/coar/resource_type/c_2df8fbb1Textinfo:eu-repo/semantics/articlehttp://purl.org/redcol/resource_type/ARTinfo:eu-repo/semantics/publishedVersionhttp://purl.org/coar/version/c_970fb48d4fbd8a85Impedancia (Electricidad)BioimpedanceElectrical impedance spectroscopyUssing chamberEpithelium frog9129Calvo Echeverry, P. C., Campo Salazar, O. I., Guerra Chávez, C., Castaño, S., Fonthal Rico, F. (2020). Design of using chamber system based on electrical impedance spectroscopy (EIS) to measure epithelial tissue. Sensing and Bio-Sensing Research. Revista Elsevier. Vol. 29, pp. 1-9. https://www.sciencedirect.com/science/article/pii/S2214180420300192?via%3DihubSensing and Bio-Sensing Research[1] M. Grossi, B. Riccò. Electrical impedance spectroscopy (EIS) for biological analysis and food characterization: a review. J. Sensors Sens. Syst., 6 (2) (2017), pp. 303-325[2] D.A. Dean, T. Ramanathan, D. Machado, R. Sundararajan. Electrical impedance spectroscopy study of biological tissues. J. Electrost., 66 (3–4) (Mar. 2008), pp. 165-177[3] C.A. González-Correa. Clinical applications of electrical impedance spectroscopy. Bioimpedance in Biomedical Applications and Research, Springer International Publishing (2018), pp. 187-218[4] C. Petchakup, H. Li, H.W. Hou. Advances in single cell impedance cytometry for biomedical applications. Micromachines, 8 (3) (2017)[5] F. Clemente, P. Arpaia, C. Manna. Characterization of human skin impedance after electrical treatment for transdermal drug delivery. Meas. J. Int. Meas. Confed., 46 (9) (2013), pp. 3494-3501[6] R. Pradhan, S. Rajput, M. Mandal, A. Mitra, S. Das. Frequency dependent impedimetric cytotoxic evaluation of anticancer drug on breast cancer cell Biosens. Bioelectron., 55 (May 2014), pp. 44-50[7] L. Llames, V. Baldomero, M.L. Iglesias, L.P. Rodota. Valores del ángulo de fase por bioimpedancia eléctrica; Estado nutricional y valor pronóstico. Nutr. Hosp., 28 (2) (2013), pp. 286-295[8] M.E. Valentinuzzi, J.P. Morucci, C.J. Felice. Bioelectrical impedance techniques in medicine part II: monitoring of physiological events by impedance. Crit. Rev. Biomed. Eng., 24 (4–6) (1997), pp. 353-466[9] G. Qiao, W. Wang, W. Duan, F. Zheng, A.J. Sinclair, C.R. Chatwin. Bioimpedance analysis for the characterization of breast cancer cells in suspensión. IEEE Trans. Biomed. Eng., 59 (8) (2012), pp. 2321-2329[10] M.E. Moncada, M.D.P. Saldarriaga, A.F. Bravo, C.R. Pinedo. Medición de impedancia eléctrica en tejido biológico – revisión TecnoLógicas (25) (2010), p. 51[11] W. Fariñas-Coronado, Z. Paz, G. J Orta, E. Rodrìguez-Denis Estudio del factor de disipación dieléctrica como herramienta diagnóstica. Rev. Biomed., 13 (4) (2002), pp. 249-255[12] J.J. Cabrera-Lopez, J. Velasco-Medina, E.R. Denis, J.F.B. Calderon, O.J.G. Guevara Bioimpedance measurement using mixed-signal embedded system LASCAS 2016 - 7th IEEE Lat. Am. Symp. Circuits Syst. R9 IEEE CASS Flagsh. Conf (2016), pp. 335-338[13] S. Abad, et al. The phase angle of the electrical impedance is a predictor of long-term survival in dialysis patients Nefrologia, 31 (6) (2011), pp. 670-676, 10.3265/Nefrologia.pre2011. Sep.10999[14] R. Mushnick, P.A. Fein, N. Mittman, N. Goel, J. Chattopadhyay, M.M. Avram Relationship of bioelectrical impedance parameters to nutrition and survival in peritoneal dialysis patients Kidney Int. Suppl., 87 (2003), pp. S53-S56, 10.1046/j.1523-1755.64.s87.22.x[15] D. Padmaraj, R. Pande, J.H. Miller, J. Wosik, W. Zagozdzon-Wosik Mitochondrial membrane studies using impedance spectroscopy with parallel pH monitoring PLoS One, 9 (7) (2014)[16] R. Kraya, A. Komin, P. Searson On Chip bioelectric impedance spectroscopy reveals the effect of P-glycoprotein efflux pumps on the Paracellular impedance of tight junctions at the blood-brain barrier[17] S.M. Krug, M. Fromm, D. Günzel Two-path impedance spectroscopy for measuring paracellular and transcellular epithelial resistance Biophys. J., 97 (8) (2009), pp. 2202-2211[18] R.J. Halter, A. Hartov, J.A. Heaney, K.D. Paulsen, A.R. Schned Electrical impedance spectroscopy of the human prostate. IEEE Trans. Biomed. Eng., 54 (7) (Jul. 2007), pp. 1321-1327[19] P.W. Nicholson Specific impedance of cerebral white matter Exp. Neurol., 13 (4) (1965), pp. 386-401[20] S.S. Chaudhary, R.K. Mishra, A. Swarup, J.M. Thomas Dielectric properties of normal & malignant human breast tissues at radiowave & microwave frequencies Indian J. Biochem. Biophys., 21 (1) (Feb. 1984), pp. 76-79[21] A.H. Gitter, J.D. Schulzke, D. Sorgenfrei, M. Fromm Ussing chamber for high-frequency transmural impedance analysis of epithelial tissues .J. Biochem. Biophys. Methods, 35 (2) (1997), pp. 81-88[22] J.S. Park, J.H. Choi, J.J. Woo, S.H. Moon An electrical impedance spectroscopic (EIS) study on transport characteristics of ion-exchange membrane systems. J. Colloid Interface Sci., 300 (2) (2006), pp. 655-662[23] C. Clausen, S.A. Lewis, J.M. Diamond Impedance analysis of a tight epithelium using a distributed resistance model. Biophys J., 26 (2) (1979), pp. 291-317, 10.1016/S0006-3495(79)85250-9[24] H. Li, D.N. Sheppard, M.J. Hug Transepithelial electrical measurements with the Ussing chamber. J. Cyst. Fibros., 3 (Suppl. 2) (Aug. 2004), pp. 123-126[25] J. Ferreira, F. Seoane, A. Ansede, R. Bragos AD5933-based spectrometer for electrical bioimpedance applications. J. Phys. Conf. Ser., 224 (1) (2010)[26] M.S. Awayda, W. Van Driessche, S.I. Helman Frequency-dependent capacitance of the apical membrane of frog skin: dielectric relaxation processes. Biophys. J., 76 (1) (1999), pp. 219-232[27] C. Clausen, S.A. Lewis, J.M. Diamond Impedance analysis of a tight epithelium using a distributed resistance model. Biophys. J., 26 (2) (1979), pp. 291-317[28] Y. Yang, J. Wang, G. Yu, F. Niu, P. He Design and preliminary evaluation of a portable device for the measurement of bioimpedance spectroscopy Physiol. Meas., 27 (12) (Dec. 2006)[29] D.K. Kamat, D. Bagul, P.M. Patil Blood glucose measurement using bioimpedance technique Adv. Electron., 2014 (2014), pp. 1-5[30] J. Liu, X. Qiao, M. Wang, W. Zhang, G. Li, L. Lin The differential Howland current source with high signal to noise ratio for bioimpedance measurement system Rev. Sci. Instrum., 85 (5) (2014)[31] Paulo Cesar Calvo, Faruk Fonthal, Crystian Guerra Certificado De Registro De Soporte Lógico - Software, 13-68–370 Monisterio del Interior Direccion Nacional de derecho de autor, Cali - Colombia (2018), pp. 1-2[32] A. Guimera, G. Gabriel, M. Plata-Cordero, L. Montero, M.J. Maldonado, R. Villa. A non-invasive method for an in vivo assessment of corneal epithelium permeability through tetrapolar impedance measurements. Biosens. Bioelectron., 31 (1) (2012), pp. 55-61[33] A. Guimera, A. Ivorra, G. Gabriel, R. Villa. Non-invasive assessment of corneal endothelial permeability by means of electrical impedance measurements. Med. Eng. Phys., 32 (10) (2010), pp. 1107-1115Comunidad en generalPublication2bf30a66-1e41-42a5-8415-189ea7ccdfa8virtual::1751-1767bff32-1019-4cc1-a2d8-a8baf8b48240virtual::984-1767bff32-1019-4cc1-a2d8-a8baf8b48240virtual::984-12bf30a66-1e41-42a5-8415-189ea7ccdfa8virtual::1751-1https://scholar.google.com/citations?user=zxVYtU0AAAAJ&hl=envirtual::1751-10000-0002-9331-0491virtual::1751-10000-0001-5353-6368virtual::984-1https://scienti.minciencias.gov.co/cvlac/visualizador/generarCurriculoCv.do?cod_rh=0000895857virtual::1751-1https://scienti.minciencias.gov.co/cvlac/visualizador/generarCurriculoCv.do?cod_rh=0000785075virtual::984-1LICENSElicense.txtlicense.txttext/plain; charset=utf-81665https://red.uao.edu.co/bitstreams/6e9a7ff0-61f0-4849-a2ed-122c5346347a/download20b5ba22b1117f71589c7318baa2c560MD5210614/13867oai:red.uao.edu.co:10614/138672024-03-12 14:43:52.021https://creativecommons.org/licenses/by-nc-nd/4.0/Derechos reservados - Elsevier, 2020metadata.onlyhttps://red.uao.edu.coRepositorio Digital Universidad Autonoma de Occidenterepositorio@uao.edu.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