Ecological modelling approaches for predicting emergent properties in microbial communities

NI van den Berg, D Machado, S Santos… - Nature ecology & …, 2022 - nature.com
Recent studies have brought forward the critical role of emergent properties in shaping
microbial communities and the ecosystems of which they are a part. Emergent properties …

Methods of quantifying interactions among populations using Lotka-Volterra models

JD Davis, DV Olivença, SP Brown… - Frontiers in Systems …, 2022 - frontiersin.org
The Lotka-Volterra (LV) model was introduced in the early 20th Century to describe predator-
prey systems. Since then, the model has been expanded to capture the dynamics of …

When does a Lotka-Volterra model represent microbial interactions? Insights from in vitro nasal bacterial communities

S Dedrick, V Warrier, KP Lemon, B Momeni - Msystems, 2023 - Am Soc Microbiol
To alter microbial community composition for therapeutic purposes, an accurate and reliable
modeling framework capable of predicting microbial community outcomes is required. Lotka …

Mathematical models of cystic fibrosis as a systemic disease

DV Olivença, JD Davis, CM Kumbale… - WIREs Mechanisms …, 2023 - Wiley Online Library
Cystic fibrosis (CF) is widely known as a disease of the lung, even though it is in truth a
systemic disease, whose symptoms typically manifest in gastrointestinal dysfunction first. CF …

[HTML][HTML] Optimal control of agent-based models via surrogate modeling

LL Fonseca, L Böttcher, B Mehrad… - PLOS Computational …, 2025 - journals.plos.org
This paper describes and validates an algorithm to solve optimal control problems for agent-
based models (ABMs). For a given ABM and a given optimal control problem, the algorithm …

Metamodeling and control of medical digital twins

LL Fonseca, L Böttcher, B Mehrad… - arXiv preprint arXiv …, 2024 - arxiv.org
The vision of personalized medicine is to identify interventions that maintain or restore a
person's health based on their individual biology. Medical digital twins, computational …

Modelling ecological communities when composition is manipulated experimentally

A Skwara, P Lemos‐Costa, ZR Miller… - Methods in Ecology …, 2023 - Wiley Online Library
In an experimental setting, the composition of ecological communities can be manipulated
directly. Starting from a pool of n species, it is possible to co‐culture species in different …

Inference of dynamic interaction networks: A comparison between Lotka-Volterra and multivariate autoregressive models

DV Olivença, JD Davis, EO Voit - Frontiers in Bioinformatics, 2022 - frontiersin.org
Networks are ubiquitous throughout biology, spanning the entire range from molecules to
food webs and global environmental systems. Yet, despite substantial efforts by the scientific …

Comparison between Lotka-Volterra and multivariate autoregressive models of ecological interaction systems

DV Olivença, JD Davis, EO Voit - bioRxiv, 2021 - biorxiv.org
Abstract Lotka-Volterra (LV) and Multivariate Autoregressive (MAR) models are
computational frameworks with different mathematical structures that have both been …

Evolution and structure emergence in complex ecological communities

J Fraboul - 2023 - hal.science
Ecological communities, and microbial communities in particular, can consist of hundreds to
thousands of species interacting in a complex network. This complexity is the source of very …