Exploring the cytotoxic and antioxidant properties of lanthanide-doped ZnO nanoparticles: a study with machine learning interpretation.

Journal: Journal of nanobiotechnology
PMID:

Abstract

BACKGROUND: Lanthanide-based nanomaterials offer a promising alternative for cancer therapy because of their selectivity and effectiveness, which can be modified and predicted by leveraging the improved accuracy and enhanced decision-making of machine learning (ML) modeling.

Authors

  • Jorge L Mejia-Mendez
    Departamento de Ciencias Químico-Biológicas, Universidad de las Américas Puebla, Santa Catarina Mártir s/n, Cholula, Puebla, 72810, Mexico.
  • Edwin E Reza-Zaldívar
    Tecnologico de Monterrey, Institute for Obesity Research, Ave. General Ramon Corona 2514, Zapopan, Jalisco, 45201, Mexico.
  • A Sanchez-Martinez
    Departamento de Ingeniería de Proyectos, CUCEI, Universidad de Guadalajara, Av. José Guadalupe Zuno # 48, Industrial los Belenes, Zapopan, Jalisco, 45157, México.
  • O Ceballos-Sanchez
    Departamento de Ingeniería de Proyectos, CUCEI, Universidad de Guadalajara, Av. José Guadalupe Zuno # 48, Industrial los Belenes, Zapopan, Jalisco, 45157, México.
  • Diego E Navarro-López
    Tecnologico de Monterrey, Escuela de Ingenieria y Ciencias, Ave. General Ramon Corona 2514, Zapopan, Jalisco, 45138, Mexico.
  • L Marcelo Lozano
    Tecnologico de Monterrey, Escuela de Ingenieria y Ciencias, Ave. General Ramon Corona 2514, Zapopan, Jalisco, 45138, Mexico.
  • Juan Armendariz-Borunda
    Tecnologico de Monterrey, School of Medicine and Health Sciences, Ave. General Ramon Corona 2514, Zapopan, Jalisco, 45138, Mexico.
  • Naveen Tiwari
    School of Materials Science and Engineering, Nanyang Technological University, 50 Nanyang Avenue, Singapore, 639798, Singapore.
  • Daniel A Jacobo-Velázquez
    Tecnologico de Monterrey, Institute for Obesity Research, Ave. General Ramon Corona 2514, Zapopan, Jalisco, 45201, Mexico. djacobov@tec.mx.
  • Gildardo Sanchez-Ante
    Tecnológico de Monterrey, Campus Guadalajara, Computer Science Department, Av. Gral Ramon Corona 2514, Zapopan, Jal, Mexico. Electronic address: gildardo@itesm.mx.
  • Edgar R López-Mena
    Tecnologico de Monterrey, Escuela de Ingenieria y Ciencias, Ave. General Ramon Corona 2514, Zapopan, Jalisco, 45138, Mexico. edgarl@tec.mx.