Cargando…

The Use of Artificial Neural Networks to Forecast the Behavior of Agent-Based Models of Pathophysiology: An Example Utilizing an Agent-Based Model of Sepsis

Introduction: Disease states are being characterized at finer and finer levels of resolution via biomarker or gene expression profiles, while at the same time. Machine learning (ML) is increasingly used to analyze and potentially classify or predict the behavior of biological systems based on such c...

Descripción completa

Detalles Bibliográficos
Autores principales:	Larie, Dale, An, Gary, Cockrell, R. Chase
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	Frontiers Media S.A. 2021
Materias:	Physiology
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8552109/ https://www.ncbi.nlm.nih.gov/pubmed/34721057 http://dx.doi.org/10.3389/fphys.2021.716434

Ejemplares similares

Preparing for the next pandemic: Simulation-based deep reinforcement learning to discover and test multimodal control of systemic inflammation using repurposed immunomodulatory agents
por: Cockrell, Chase, et al.
Publicado: (2022)

Utilizing the Heterogeneity of Clinical Data for Model Refinement and Rule Discovery Through the Application of Genetic Algorithms to Calibrate a High-Dimensional Agent-Based Model of Systemic Inflammation
por: Cockrell, Chase, et al.
Publicado: (2021)

Preparing for the next COVID: Deep Reinforcement Learning trained Artificial Intelligence discovery of multi-modal immunomodulatory control of systemic inflammation in the absence of effective anti-microbials
por: Larie, Dale, et al.
Publicado: (2022)

Examining the controllability of sepsis using genetic algorithms on an agent-based model of systemic inflammation
por: Cockrell, Robert Chase, et al.
Publicado: (2018)

Children are small adults (when properly normalized): Transferrable/generalizable sepsis prediction
por: Marassi, Caitlin, et al.
Publicado: (2023)

Prediction of Long COVID Based on Severity of Initial COVID-19 Infection: Differences in predictive feature sets between hospitalized versus non-hospitalized index infections
por: Socia, Damien, et al.
Publicado: (2023)

Comparative Computational Modeling of the Bat and Human Immune Response to Viral Infection with the Comparative Biology Immune Agent Based Model
por: Cockrell, Chase, et al.
Publicado: (2021)

Towards Anatomic Scale Agent-Based Modeling with a Massively Parallel Spatially Explicit General-Purpose Model of Enteric Tissue (SEGMEnT_HPC)
por: Cockrell, Robert Chase, et al.
Publicado: (2015)

Multiscale Coupling of an Agent-Based Model of Tissue Fibrosis and a Logic-Based Model of Intracellular Signaling
por: Rikard, S. Michaela, et al.
Publicado: (2019)

High-Performance Agent-Based Modeling Applied to Vocal Fold Inflammation and Repair
por: Seekhao, Nuttiiya, et al.
Publicado: (2018)

Forecasting elections with agent-based modeling: Two live experiments
por: Gao, Ming, et al.
Publicado: (2022)

Dosage and Dose Schedule Screening of Drug Combinations in Agent-Based Models Reveals Hidden Synergies
por: Barros de Andrade e Sousa, Lisa C., et al.
Publicado: (2016)

Toward a Multi-Scale Computational Model of Arterial Adaptation in Hypertension: Verification of a Multi-Cell Agent Based Model
por: Thorne, Bryan C., et al.
Publicado: (2011)

Development of a Physiologically Based Computational Kidney Model to Describe the Renal Excretion of Hydrophilic Agents in Rats
por: Niederalt, Christoph, et al.
Publicado: (2013)

Model refinement through high-performance computing: an agent-based HIV example
por: Perrin, Dimitri, et al.
Publicado: (2010)

Thoroughly Calibrated Modular Agent-Based Model of the Human Cardiovascular and Renal Systems for Blood Pressure Regulation in Health and Disease
por: Kutumova, Elena, et al.
Publicado: (2021)

Fitting and validation of an agent-based model for COVID-19 case forecasting in workplaces and universities
por: Kumaresan, Vignesh, et al.
Publicado: (2023)

Studying Lipid-Related Pathophysiology Using the Yeast Model
por: Ralph-Epps, Tyler, et al.
Publicado: (2021)

Computational Modeling Intervertebral Disc Pathophysiology: A Review
por: Volz, Mallory, et al.
Publicado: (2022)

Prediction of pre-eclampsia complicated by fetal growth restriction and its perinatal outcome based on an artificial neural network model
por: Huang, Ke-Hua, et al.
Publicado: (2022)

The Proposition for Bipolar Depression Forecasting Based on Wearable Data Collection
por: Llamocca, Pavel, et al.
Publicado: (2022)

Time-series NARX feedback neural network for forecasting impedance cardiography ICG missing points: a predictive model
por: Benouar, Sara, et al.
Publicado: (2023)

Lipid Raft Size and Lipid Mobility in Non-raft Domains Increase during Aging and Are Exacerbated in APP/PS1 Mice Model of Alzheimer's Disease. Predictions from an Agent-Based Mathematical Model
por: Santos, Guido, et al.
Publicado: (2016)

Exploring the utility of internal whistleblowing in healthcare via agent-based models
por: Rauwolf, Paul, et al.
Publicado: (2019)

Fat Quantification Imaging and Biophysical Modeling for Patient-Specific Forecasting of Microwave Ablation Therapy
por: Servin, Frankangel, et al.
Publicado: (2022)

Building blocks of microphysiological system to model physiology and pathophysiology of human heart
por: Vuorenpää, Hanna, et al.
Publicado: (2023)

Circular RNAs as Therapeutic Agents and Targets
por: Holdt, Lesca M., et al.
Publicado: (2018)

Systems Modeling to Quantify Safety Risks in Early Drug Development: Using Bifurcation Analysis and Agent-Based Modeling as Examples
por: Pin, Carmen, et al.
Publicado: (2021)

Pathophysiology, staging and therapy of severe sepsis in baboon models
por: Taylor, Fletcher B, et al.
Publicado: (2012)

Artificial Intelligence May Predict Early Sepsis After Liver Transplantation
por: Kamaleswaran, Rishikesan, et al.
Publicado: (2021)

Econophysics of agent-based models
por: Abergel, Frédéric, et al.
Publicado: (2014)

Complex agent-based models /
por: Gallegati, Mauro
Publicado: (2018)

Artificial neural network and SARIMA based models for power load forecasting in Turkish electricity market
por: Bozkurt, Ömer Özgür, et al.
Publicado: (2017)

Multi-agent simulation model updating and forecasting for the evaluation of COVID-19 transmission
por: Castro, Brenno Moura, et al.
Publicado: (2022)

Assessment of Drug Proarrhythmicity Using Artificial Neural Networks With in silico Deterministic Model Outputs
por: Yoo, Yedam, et al.
Publicado: (2021)

Extracellular Vesicles as Therapeutic Agents for Cardiac Fibrosis
por: Rogers, Russell G., et al.
Publicado: (2020)

Estimation of Heart Rate Using Regression Models and Artificial Neural Network in Middle-Aged Adults
por: Tao, Kuan, et al.
Publicado: (2021)

Modeling sepsis, with a special focus on large animal models of porcine peritonitis and bacteremia
por: Vintrych, Pavel, et al.
Publicado: (2023)

To Estimate Performance of Artificial Neural Network Model Based on Terahertz Spectrum: Gelatin Identification as an Example
por: Li, Yizhang, et al.
Publicado: (2022)

From molecular signatures to predictive biomarkers: modeling disease pathophysiology and drug mechanism of action
por: Heinzel, Andreas, et al.
Publicado: (2014)

Cannot write session to /tmp/vufind_sessions/sess_ecnm5akoj0afo3b31escdnf0gc