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Article

Comparative Epidemiological Assessment of Monkeypox Infections on a Global and Continental Scale Using Logistic and Gompertz Mathematical Models

by
Obert Marín-Sánchez
1,
Pedro Pesantes-Grados
2,
Luis Pérez-Timaná
3,
Olegario Marín-Machuca
4,
Christian J. Sánchez-Llatas
5 and
Ruy D. Chacón
6,*
1
Departamento Académico de Microbiología Médica, Facultad de Medicina, Universidad Nacional Mayor de San Marcos, Av. Carlos Germán Amezaga 375, Lima 15081, Peru
2
Unidad de Posgrado, Facultad de Ciencias Matemáticas, Universidad Nacional Mayor de San Marcos, Av. Carlos Germán Amezaga 375, Lima 15081, Peru
3
Escuela Profesional de Genética y Biotecnología, Facultad de Ciencias Biológicas, Universidad Nacional Mayor de San Marcos, Av. Carlos Germán Amezaga 375, Lima 15081, Peru
4
Departamento Académico de Ciencias Alimentarias, Facultad de Oceanografía, Pesquería, Ciencias Alimentarias y Acuicultura, Universidad Nacional Federico Villarreal, Calle Roma 350, Miraflores 15074, Peru
5
Department of Genetics, Physiology, and Microbiology, School of Biology, Complutense University of Madrid (U.C.M.), C. de José Antonio Nováis, 12, 28040 Madrid, Spain
6
Department of Pathology, School of Veterinary Medicine, University of São Paulo, Av. Prof. Orlando M. Paiva, 87, São Paulo 05508-270, Brazil
*
Author to whom correspondence should be addressed.
Vaccines 2023, 11(12), 1765; https://doi.org/10.3390/vaccines11121765
Submission received: 12 October 2023 / Revised: 16 November 2023 / Accepted: 21 November 2023 / Published: 27 November 2023
(This article belongs to the Special Issue Feature Papers of Epidemiology and Vaccines 2023)

Abstract

The monkeypox virus (MPXV) has caused an unusual epidemiological scenario—an epidemic within a pandemic (COVID-19). Despite the inherent evolutionary and adaptive capacity of poxviruses, one of the potential triggers for the emergence of this epidemic was the change in the status of orthopoxvirus vaccination and eradication programs. This epidemic outbreak of HMPX spread worldwide, with a notable frequency in Europe, North America, and South America. Due to these particularities, the objective of the present study was to assess and compare cases of HMPX in these geographical regions through logistic and Gompertz mathematical modeling over one year since its inception. We estimated the highest contagion rates (people per day) of 690, 230, 278, and 206 for the world, Europe, North America, and South America, respectively, in the logistic model. The equivalent values for the Gompertz model were 696, 268, 308, and 202 for the highest contagion rates. The Kruskal–Wallis Test indicated different means among the geographical regions affected by HMPX regarding case velocity, and the Wilcoxon pairwise test indicated the absence of significant differences between the case velocity means between Europe and South America. The coefficient of determination (R2) values in the logistic model varied from 0.8720 to 0.9023, and in the Gompertz model, they ranged from 0.9881 to 0.9988, indicating a better fit to the actual data when using the Gompertz model. The estimated basic reproduction numbers (R0) were more consistent in the logistic model, varying from 1.71 to 1.94 in the graphical method and from 1.75 to 1.95 in the analytical method. The comparative assessment of these mathematical modeling approaches permitted the establishment of the Gompertz model as the better-fitting model for the data and the logistic model for the R0. However, both models successfully represented the actual HMPX case data. The present study estimated relevant epidemiological data to understand better the geographic similarities and differences in the dynamics of HMPX.
Keywords: basic reproduction number; cases; coefficient of determination; critical time; Gompertz function; logistic regression; mathematical modeling; monkeypox basic reproduction number; cases; coefficient of determination; critical time; Gompertz function; logistic regression; mathematical modeling; monkeypox

Share and Cite

MDPI and ACS Style

Marín-Sánchez, O.; Pesantes-Grados, P.; Pérez-Timaná, L.; Marín-Machuca, O.; Sánchez-Llatas, C.J.; Chacón, R.D. Comparative Epidemiological Assessment of Monkeypox Infections on a Global and Continental Scale Using Logistic and Gompertz Mathematical Models. Vaccines 2023, 11, 1765. https://doi.org/10.3390/vaccines11121765

AMA Style

Marín-Sánchez O, Pesantes-Grados P, Pérez-Timaná L, Marín-Machuca O, Sánchez-Llatas CJ, Chacón RD. Comparative Epidemiological Assessment of Monkeypox Infections on a Global and Continental Scale Using Logistic and Gompertz Mathematical Models. Vaccines. 2023; 11(12):1765. https://doi.org/10.3390/vaccines11121765

Chicago/Turabian Style

Marín-Sánchez, Obert, Pedro Pesantes-Grados, Luis Pérez-Timaná, Olegario Marín-Machuca, Christian J. Sánchez-Llatas, and Ruy D. Chacón. 2023. "Comparative Epidemiological Assessment of Monkeypox Infections on a Global and Continental Scale Using Logistic and Gompertz Mathematical Models" Vaccines 11, no. 12: 1765. https://doi.org/10.3390/vaccines11121765

APA Style

Marín-Sánchez, O., Pesantes-Grados, P., Pérez-Timaná, L., Marín-Machuca, O., Sánchez-Llatas, C. J., & Chacón, R. D. (2023). Comparative Epidemiological Assessment of Monkeypox Infections on a Global and Continental Scale Using Logistic and Gompertz Mathematical Models. Vaccines, 11(12), 1765. https://doi.org/10.3390/vaccines11121765

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