Preventable risk factors for type 2 diabetes can be detected using noninvasive spontaneous electroretinogram signals

Ramsés Noguez Imm; Julio Muñoz-Benitez; Diego Medina; Everardo Barcenas; Guillermo Molero-Castillo; Pamela Reyes-Ortega; Jorge Armando Hughes-Cano; Leticia Medrano-Gracia; Manuel Miranda-Anaya; Gerardo Rojas-Piloni; Hugo Quiroz-Mercado; Luis Fernando Hernández-Zimbrón; Elisa Denisse Fajardo-Cruz; Ezequiel Ferreyra-Severo; Renata García-Franco; Juan Fernando Rubio Mijangos; Ellery López-Star; Marlon García-Roa; Van Charles Lansingh; Stéphanie C. Thébault

doi:10.1371/journal.pone.0278388

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Open Access

Peer-reviewed

Research Article

Preventable risk factors for type 2 diabetes can be detected using noninvasive spontaneous electroretinogram signals

Ramsés Noguez Imm ,

Contributed equally to this work with: Ramsés Noguez Imm, Julio Muñoz-Benitez

Roles Data curation, Formal analysis, Investigation, Methodology, Visualization, Writing – review & editing

Affiliation Instituto de Neurobiología y Universidad Nacional Autónoma de México (UNAM), Campus UNAM-Juriquilla, Querétaro, Mexico
⨯
Julio Muñoz-Benitez ,

Contributed equally to this work with: Ramsés Noguez Imm, Julio Muñoz-Benitez

Roles Data curation, Formal analysis, Investigation, Methodology, Software, Validation, Visualization, Writing – review & editing

Affiliation Facultad de Ingeniería, Universidad Nacional Autónoma de México (UNAM), Ciudad Universitaria, Ciudad de México, Mexico
⨯
Diego Medina,

Roles Data curation, Formal analysis, Investigation, Visualization, Writing – review & editing

Affiliation Facultad de Ingeniería, Universidad Nacional Autónoma de México (UNAM), Ciudad Universitaria, Ciudad de México, Mexico
⨯
Everardo Barcenas,

Roles Data curation, Methodology, Software, Supervision, Validation, Visualization, Writing – review & editing

Affiliation Facultad de Ingeniería, Universidad Nacional Autónoma de México (UNAM), Ciudad Universitaria, Ciudad de México, Mexico
⨯
Guillermo Molero-Castillo,

Roles Data curation, Methodology, Software, Validation, Writing – review & editing

Affiliation Facultad de Ingeniería, Universidad Nacional Autónoma de México (UNAM), Ciudad Universitaria, Ciudad de México, Mexico
⨯
Pamela Reyes-Ortega,

Roles Data curation, Formal analysis

Affiliation Instituto de Neurobiología y Universidad Nacional Autónoma de México (UNAM), Campus UNAM-Juriquilla, Querétaro, Mexico
⨯
Jorge Armando Hughes-Cano,

Roles Data curation, Investigation

Affiliation Instituto de Neurobiología y Universidad Nacional Autónoma de México (UNAM), Campus UNAM-Juriquilla, Querétaro, Mexico
⨯
Leticia Medrano-Gracia,

Roles Data curation, Formal analysis, Methodology

Affiliation IIMAS, Nacional Autónoma de México (UNAM), CDMX, Mexico

https://orcid.org/0000-0002-8478-5014

⨯
Manuel Miranda-Anaya,

Roles Resources

Affiliation Unidad Multidisciplinaria de Docencia e Investigación-Facultad de Ciencias, Universidad Nacional Autónoma de México (UNAM), Campus UNAM-Juriquilla, Querétaro, Mexico
⨯
Gerardo Rojas-Piloni,

Roles Formal analysis, Methodology, Resources, Writing – review & editing

Affiliation Instituto de Neurobiología y Universidad Nacional Autónoma de México (UNAM), Campus UNAM-Juriquilla, Querétaro, Mexico
⨯
Hugo Quiroz-Mercado,

Roles Resources

Affiliation Research Department, Asociación Para Evitar la Ceguera, Mexico City, Mexico
⨯
Luis Fernando Hernández-Zimbrón,

Roles Data curation, Project administration, Resources, Supervision

Affiliations Research Department, Asociación Para Evitar la Ceguera, Mexico City, Mexico, Clínica de Salud Visual, Escuela Nacional de Estudios Superiores, Unidad León, Universidad Nacional Autonóma de México (UNAM), León, Guanajuato, Mexico
⨯
Elisa Denisse Fajardo-Cruz,

Roles Resources

Affiliation Research Department, Asociación Para Evitar la Ceguera, Mexico City, Mexico
⨯
Ezequiel Ferreyra-Severo,

Roles Resources

Affiliation Research Department, Asociación Para Evitar la Ceguera, Mexico City, Mexico
⨯
Renata García-Franco,

Roles Resources, Supervision

Affiliation Instituto de la Retina del Bajío (INDEREB), Prolongación Constituyentes 302 (Consultorios 410 y 411, torre 3, Hospital San José), El jacal, Santiago de Querétaro, Querétaro, Mexico
⨯
Juan Fernando Rubio Mijangos,

Roles Data curation, Resources

Affiliation Instituto Mexicano de Oftalmología (IMO), I.A.P., Circuito Exterior Estadio Corregidora Sn, Centro Sur, Santiago de Querétaro, Querétaro, Mexico

https://orcid.org/0000-0003-3853-1934

⨯
Ellery López-Star,

Roles Project administration, Resources

Affiliation Instituto Mexicano de Oftalmología (IMO), I.A.P., Circuito Exterior Estadio Corregidora Sn, Centro Sur, Santiago de Querétaro, Querétaro, Mexico
⨯
Marlon García-Roa,

Roles Resources, Supervision

Affiliation Instituto Mexicano de Oftalmología (IMO), I.A.P., Circuito Exterior Estadio Corregidora Sn, Centro Sur, Santiago de Querétaro, Querétaro, Mexico

https://orcid.org/0000-0003-1970-799X

⨯
Van Charles Lansingh,

Roles Project administration, Resources, Supervision

Affiliation Instituto Mexicano de Oftalmología (IMO), I.A.P., Circuito Exterior Estadio Corregidora Sn, Centro Sur, Santiago de Querétaro, Querétaro, Mexico
⨯
[ ... ],
Stéphanie C. Thébault

Roles Conceptualization, Data curation, Formal analysis, Funding acquisition, Investigation, Methodology, Project administration, Resources, Supervision, Validation, Visualization, Writing – original draft, Writing – review & editing

* E-mail: sthebault@comunidad.unam.mx

Affiliation Instituto de Neurobiología y Universidad Nacional Autónoma de México (UNAM), Campus UNAM-Juriquilla, Querétaro, Mexico

https://orcid.org/0000-0003-3233-282X

⨯
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Preventable risk factors for type 2 diabetes can be detected using noninvasive spontaneous electroretinogram signals

Ramsés Noguez Imm,
Julio Muñoz-Benitez,
Diego Medina,
Everardo Barcenas,
Guillermo Molero-Castillo,
Pamela Reyes-Ortega,
Jorge Armando Hughes-Cano,
Leticia Medrano-Gracia,
Manuel Miranda-Anaya,
Gerardo Rojas-Piloni

Published: January 12, 2023
https://doi.org/10.1371/journal.pone.0278388

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Diabetes mellitus
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Obesity
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