Literature DB >> 32155235

Modeling Infectious Diseases in Healthcare Network (MInD-Healthcare) Framework for Describing and Reporting Multidrug-resistant Organism and Healthcare-Associated Infections Agent-based Modeling Methods.

Rachel B Slayton1, Justin J O'Hagan1, Sean Barnes2, Sarah Rhea3, Rainer Hilscher3, Michael Rubin4, Eric Lofgren5, Brajendra Singh1, Alberto Segre6, Prabasaj Paul1.   

Abstract

Mathematical modeling of healthcare-associated infections and multidrug-resistant organisms improves our understanding of pathogen transmission dynamics and provides a framework for evaluating prevention strategies. One way of improving the communication among modelers is by providing a standardized way of describing and reporting models, thereby instilling confidence in the reproducibility and generalizability of such models. We updated the Overview, Design concepts, and Details protocol developed by Grimm et al [11] for describing agent-based models (ABMs) to better align with elements commonly included in healthcare-related ABMs. The Modeling Infectious Diseases in Healthcare Network (MInD-Healthcare) framework includes the following 9 key elements: (1) Purpose and scope; (2) Entities, state variables, and scales; (3) Initialization; (4) Process overview and scheduling; (5) Input data; (6) Agent interactions and organism transmission; (7) Stochasticity; (8) Submodels; and (9) Model verification, calibration, and validation. Our objective is that this framework will improve the quality of evidence generated utilizing these models. Published by Oxford University Press for the Infectious Diseases Society of America 2020.

Entities:  

Keywords:  antimicrobial resistance; healthcare-associated infections; mathematical modeling

Mesh:

Year:  2020        PMID: 32155235      PMCID: PMC7871347          DOI: 10.1093/cid/ciaa234

Source DB:  PubMed          Journal:  Clin Infect Dis        ISSN: 1058-4838            Impact factor:   9.079


  12 in total

1.  CONSORT 2010 explanation and elaboration: updated guidelines for reporting parallel group randomised trials.

Authors:  David Moher; Sally Hopewell; Kenneth F Schulz; Victor Montori; Peter C Gøtzsche; P J Devereaux; Diana Elbourne; Matthias Egger; Douglas G Altman
Journal:  BMJ       Date:  2010-03-23

2.  The Strengthening the Reporting of Observational Studies in Epidemiology (STROBE) statement: guidelines for reporting observational studies.

Authors:  Erik von Elm; Douglas G Altman; Matthias Egger; Stuart J Pocock; Peter C Gøtzsche; Jan P Vandenbroucke
Journal:  Lancet       Date:  2007-10-20       Impact factor: 79.321

3.  Effectiveness of screening hospital admissions to detect asymptomatic carriers of Clostridium difficile: a modeling evaluation.

Authors:  Cristina Lanzas; Erik R Dubberke
Journal:  Infect Control Hosp Epidemiol       Date:  2014-06-20       Impact factor: 3.254

4.  Model parameter estimation and uncertainty analysis: a report of the ISPOR-SMDM Modeling Good Research Practices Task Force Working Group-6.

Authors:  Andrew H Briggs; Milton C Weinstein; Elisabeth A L Fenwick; Jonathan Karnon; Mark J Sculpher; A David Paltiel
Journal:  Med Decis Making       Date:  2012 Sep-Oct       Impact factor: 2.583

5.  Antimicrobial Stewardship and Environmental Decontamination for the Control of Clostridium difficile Transmission in Healthcare Settings.

Authors:  Jason Bintz; Suzanne Lenhart; Cristina Lanzas
Journal:  Bull Math Biol       Date:  2016-11-08       Impact factor: 1.758

Review 6.  Modelling the transmission of healthcare associated infections: a systematic review.

Authors:  Esther van Kleef; Julie V Robotham; Mark Jit; Sarah R Deeny; William J Edmunds
Journal:  BMC Infect Dis       Date:  2013-06-28       Impact factor: 3.090

Review 7.  Agent-Based Modeling in Public Health: Current Applications and Future Directions.

Authors:  Melissa Tracy; Magdalena Cerdá; Katherine M Keyes
Journal:  Annu Rev Public Health       Date:  2018-01-12       Impact factor: 21.981

8.  Guidelines for multi-model comparisons of the impact of infectious disease interventions.

Authors:  Saskia den Boon; Mark Jit; Marc Brisson; Graham Medley; Philippe Beutels; Richard White; Stefan Flasche; T Déirdre Hollingsworth; Tini Garske; Virginia E Pitzer; Martine Hoogendoorn; Oliver Geffen; Andrew Clark; Jane Kim; Raymond Hutubessy
Journal:  BMC Med       Date:  2019-08-19       Impact factor: 8.775

Review 9.  Does use of the CONSORT Statement impact the completeness of reporting of randomised controlled trials published in medical journals? A Cochrane review.

Authors:  Lucy Turner; Larissa Shamseer; Douglas G Altman; Kenneth F Schulz; David Moher
Journal:  Syst Rev       Date:  2012-11-29

10.  HPV-FRAME: A consensus statement and quality framework for modelled evaluations of HPV-related cancer control.

Authors:  Karen Canfell; Jane J Kim; Shalini Kulasingam; Johannes Berkhof; Ruanne Barnabas; Johannes A Bogaards; Nicole Campos; Chloe Jennett; Monisha Sharma; Kate T Simms; Megan A Smith; Louiza S Velentzis; Marc Brisson; Mark Jit
Journal:  Papillomavirus Res       Date:  2019-09-07
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  5 in total

1.  Estimated Methicillin-Resistant Staphylococcus aureus Decolonization in Intensive Care Units Associated With Single-Application Chlorhexidine Gluconate or Mupirocin.

Authors:  Eric T Lofgren; Matthew Mietchen; Kristen V Dicks; Rebekah Moehring; Deverick Anderson
Journal:  JAMA Netw Open       Date:  2021-03-01

Review 2.  Modeling transmission of pathogens in healthcare settings.

Authors:  Anna Stachel; Lindsay T Keegan; Seth Blumberg
Journal:  Curr Opin Infect Dis       Date:  2021-08-01       Impact factor: 4.968

3.  A Data-Driven Framework for Identifying Intensive Care Unit Admissions Colonized With Multidrug-Resistant Organisms.

Authors:  Çaǧlar Çaǧlayan; Sean L Barnes; Lisa L Pineles; Anthony D Harris; Eili Y Klein
Journal:  Front Public Health       Date:  2022-03-17

4.  Examining the impact of ICU population interaction structure on modeled colonization dynamics of Staphylococcus aureus.

Authors:  Matthew S Mietchen; Christopher T Short; Matthew Samore; Eric T Lofgren
Journal:  PLoS Comput Biol       Date:  2022-07-25       Impact factor: 4.779

5.  Modeling Interventions to Reduce the Spread of Multidrug-Resistant Organisms Between Health Care Facilities in a Region.

Authors:  Sarah M Bartsch; Kim F Wong; Leslie E Mueller; Gabrielle M Gussin; James A McKinnell; Thomas Tjoa; Patrick T Wedlock; Jiayi He; Justin Chang; Shruti K Gohil; Loren G Miller; Susan S Huang; Bruce Y Lee
Journal:  JAMA Netw Open       Date:  2021-08-02
  5 in total

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