Seminário

Data informed reaction-diffusion models for mitigating the spread of diseases in urban environments

Sala 3.2.16, Ciências ULisboa

Por Jesús Gómez-Gardeñes (University of Zaragoza, Spain).

The ongoing trend of increasing urbanization poses a complex challenge for epidemiology. In highly populated cities, where people interact closely, infectious diseases can spread more easily. Several factors, including higher population density, easier transmission of pathogens, and disparities in socioeconomic status within urban areas, make these places more susceptible to epidemics [1-3]. However, amid these urbanization challenges, cities also offer opportunities for innovative approaches to epidemiology. Recent scientific advancements, particularly in network epidemiology and metapopulation modeling, hold promise for addressing the intricacies of infectious diseases in urban settings effectively [4,5]. In this seminar, we will explore how people's recurrent mobility patterns [6] and their distribution within a city can be used to design efficient testing and containment strategies to combat epidemics, especially when resources are limited.

We will present two applications. First, we will address the efficient allocation of biocontrol resources to abate vector-borne diseases. In 2009, it was discovered that when Aedes aegypti mosquitoes are infected with a bacterium called Wolbachia transmission of the dengue virus from mosquitoes to humans is drastically reduced. Unfortunately, Aedes mosquitoes do not acquire Wolbachia in their natural environment, this bacterium has to be introduced in a laboratory and, then, the mosquitoes are released in areas affected by dengue transmission. A difficult question to answer is how to spatially distribute Wolbachia-carrying mosquitoes so that their immunizing effect reaches and protects as many people as possible. To do this, we begin by developing a data informed metapopulation model that is able to recreate and predict the spatial spread of dengue in a given region [7]. Once the basic ingredients of the spread of dengue disease are understood, the most important geographical areas for the emergence of an epidemic are analyzed, allowing the generation of a geographical immunization ranking.

The second application is a model that allows to identify the ideal locations of test resources within the backbone of the urban transportation network of a city. In particular, the proposed model allows us to calculate the spatial and temporal progression of an epidemic and determine its threshold [8]. Once presented the setup and its behavior we will leverage on the new ingredient introduced in our model to identify those critical fluxes that trigger the onset of epidemic waves in urban environments. Then we explore a practical surveillance strategy that involves limited daily testing resources. We target these tests at individuals traveling through the identified critical pathways. Our findings indicate that by concentrating tests on a small number of travel routes (those identified as most critical), we can achieve optimal mitigation, resulting in a lower attack rate, a reduced and delayed epidemic peak, and an early alert for public health systems. To conclude, we present a realistic application of our strategy by mapping critical mobility flows between different city areas into routes between major public transportation stations.

Bibliography:

  • [1] E. Alirol, L. Getaz, B. Stoll, F. Chappuis, and L. Loutan, Lancet Infectious Diseases 11, 131 (2011)
  • [2] V.J. Lee, M. Ho, C.W. Kai, X. Aguilera, D. Heymann, and A. Wilder-Smith, Lancet Infectious Diseases 20, 527 (2020)
  • [3] S. Hazarie, D. Soriano-Paños, A. Arenas, J. Gómez-Gardeñes, and G. Ghoshal, Communications Physics 4, 1 (2021)
  • [4] V. Colizza, R. Pastor-Satorras, and A. Vespignani, Nature Physics 3, 276–282 (2007)
  • [5] D. Balcan, V. Colizza, B. Gonçalves, H. Hu, J. J. Ramasco, and A. Vespignani, Proceedings of the National Academy of Sciences (USA) 106, 21484 (2009)
  • [6] J. Gómez-Gardeñes, D. Soriano-Panos, and A. Arenas, “Critical regimes driven by recurrent mobility patterns of reaction–diffusion processes in networks”, Nature Physics 14, 391–395 (2018)
  • [7] A Reyna-Lara, D Soriano-Paños, JH Arias-Castro, HJ Martínez, J Gómez-Gardeñes, Chaos 32, 041105 (2022)
  • [8] Valgañón, D. Soriano-Paños, A. Arenas, J. Gómez-Gardeñes, Chaos 32, 043102 (2022)
11h00-12h00
CFTC - Centro de Física Teórica e Computacional

The conference focuses on "Algebra and its role in Computer Science", with special emphasis on the areas of study related to the work of M. V. Volkov, such as semigroups and automata.

Workshop organizado pelo CEMS.UL - Centro de Estudos Matemáticos e pelo CAMGDS - Centro de Análise Matemática, Geometria e Sistemas Dinâmicos.

Representação de programação R

This course aims at providing students with statistical knowledge and tools to manipulate, analyse and visualise biological data with R. Introduction to modeling, simulations and Bayesian statistics.

Título/data/local do evento e fotografia do espaço

How far will you go? The IA Summer Program 2025 is your launchpad to the Universe - apply until 26 May!

Logótipo do Verão na ULisboa, sobre um fundo azul

Candidaturas a partir de 07 de abril!

Computability in Europe (CiE) is an interdisciplinary series of international conferences organised by the Association Computability in Europe (ACiE).

Título/data do evento e vários objetos museológicos

This course aims to provide an updated vision of the potential of museum collections for biodiversity research. More specifically, aims to present case studies on the value of museums and the use of collections and specimens in the 21st century, using new technologies and analytical methods.

Título e datas do programa de estágios

Ready to explore research up close? Applications Deadline: 10 May.

Águas subterrâneas

Curso acreditado para efeitos de progressão na carreira dos professores na dimensão cientifico-pedagógica dos grupos 420 e 520, com candidaturas até 02 de junho.

A 10.ª edição do Ser Cientista realiza-se entre 21 e 25 de julho - vem investigar connosco!

Logótipo do evento, sobre fotografia dos Açores

An international symposium that convenes researchers specializing in various disciplines focused on the terrestrial and marine flora and vegetation of the Macaronesian region (Azores, Madeira, Selvagens, Canary Islands, and Cabo Verde).

Composição de imagens relativas à área das ciências forenses

O curso visa dotar os formandos com os conhecimento necessários à integração de equipas profissionais multidisciplinares nas áreas Médico-Legais e Forenses, em Laboratórios ou Serviços Médico-Legais e Forenses - candidaturas até 27 de julho.

Cientista a trabalhar com tubos de ensaio

Os participantes neste curso irão adquirir os conhecimentos essenciais à integração de equipas profissionais multidisciplinares na área das Análises Clínicas/Patologia Clínica, em laboratórios privados, públicos, hospitalares ou do Estado - candidaturas até 27 de julho.

Saída de campo (Geologia)

O curso, com candidaturas até 20 de julho, convida os professores do Ensino Básico e Secundário a explorar a Geologia a partir das rochas que afloram nas imediações da sua escola.

Gotas de água

O curso visa capacitar os formandos para a aplicação dos índices de qualidade ecológica utilizados na avaliação da qualidade ambiental em sistemas de transição, no âmbito da Diretiva Quadro da Água (DQA) - candidaturas até 31 de agosto.

The conference aims to bring together key experts in the Medical Microwave Imaging (MMWI) field and will include invited talks, presentations and posters of peer-reviewed abstracts and conference papers, and workshops in satellite areas of research that are of interest to MMWI research.

Páginas