Literature DB >> 33711939

A spatiotemporal simulation study on the transmission of harmful microorganisms through connected healthcare workers in a hospital ward setting.

J M van Niekerk1,2,3, A Stein4, M H E Doting5, M Lokate5, L M A Braakman-Jansen6, J E W C van Gemert-Pijnen6,5.   

Abstract

BACKGROUND: Hand transmission of harmful microorganisms may lead to infections and poses a major threat to patients and healthcare workers in healthcare settings. The most effective countermeasure against these transmissions is the adherence to spatiotemporal hand hygiene policies, but adherence rates are relatively low and vary over space and time. The spatiotemporal effects on hand transmission and spread of these microorganisms for varying hand hygiene compliance levels are unknown. This study aims to (1) identify a healthcare worker occupancy group of potential super-spreaders and (2) quantify spatiotemporal effects on the hand transmission and spread of harmful microorganisms for varying levels of hand hygiene compliance caused by this group.
METHODS: Spatiotemporal data were collected in a hospital ward of an academic hospital using radio frequency identification technology for 7 days. A potential super-spreader healthcare worker occupation group was identified using the frequency identification sensors' contact data. The effects of five probability distributions of hand hygiene compliance and three harmful microorganism transmission rates were simulated using a dynamic agent-based simulation model. The effects of initial simulation assumptions on the simulation results were quantified using five risk outcomes.
RESULTS: Nurses, doctors and patients are together responsible for 81.13% of all contacts. Nurses made up 70.68% of all contacts, which is more than five times that of doctors (10.44%). This identifies nurses as the potential super-spreader healthcare worker occupation group. For initial simulation conditions of extreme lack of hand hygiene compliance (5%) and high transmission rates (5% per contact moment), a colonised nurse can transfer microbes to three of the 17 healthcare worker or patients encountered during the 98.4 min of visiting 23 rooms while colonised. The harmful microorganism transmission potential for nurses is higher during weeknights (5 pm - 7 am) and weekends as compared to weekdays (7 am - 5 pm).
CONCLUSION: Spatiotemporal behaviour and social mixing patterns of healthcare can change the expected number of hand transmissions and spread of harmful microorganisms by super-spreaders in a closed healthcare setting. These insights can be used to evaluate spatiotemporal safety behaviours and develop infection prevention and control strategies.

Entities:  

Keywords:  Hand hygiene compliance; Healthcare-associated infections; RFID; Spatiotemporal risk; Spatiotemporal simulation; Transmission; Wearable proximity sensors

Mesh:

Year:  2021        PMID: 33711939      PMCID: PMC7953685          DOI: 10.1186/s12879-021-05954-7

Source DB:  PubMed          Journal:  BMC Infect Dis        ISSN: 1471-2334            Impact factor:   3.090


  29 in total

1.  Heterogeneities in the transmission of infectious agents: implications for the design of control programs.

Authors:  M E Woolhouse; C Dye; J F Etard; T Smith; J D Charlwood; G P Garnett; P Hagan; J L Hii; P D Ndhlovu; R J Quinnell; C H Watts; S K Chandiwana; R M Anderson
Journal:  Proc Natl Acad Sci U S A       Date:  1997-01-07       Impact factor: 11.205

2.  Improving hand hygiene at eight hospitals in the United States by targeting specific causes of noncompliance.

Authors:  Mark R Chassin; Carrie Mayer; Klaus Nether
Journal:  Jt Comm J Qual Patient Saf       Date:  2015-01

3.  The impact of time at work and time off from work on rule compliance: the case of hand hygiene in health care.

Authors:  Hengchen Dai; Katherine L Milkman; David A Hofmann; Bradley R Staats
Journal:  J Appl Psychol       Date:  2014-11-03

4.  The Effect of Individual Movements and Interventions on the Spread of Influenza in Long-Term Care Facilities.

Authors:  Mehdi Najafi; Marek Laskowski; Pieter T de Boer; Evelyn Williams; Ayman Chit; Seyed M Moghadas
Journal:  Med Decis Making       Date:  2017-05-24       Impact factor: 2.583

5.  Efficacy of handrubbing with alcohol based solution versus standard handwashing with antiseptic soap: randomised clinical trial.

Authors:  Emmanuelle Girou; Sabrina Loyeau; Patrick Legrand; Françoise Oppein; Christian Brun-Buisson
Journal:  BMJ       Date:  2002-08-17

6.  Enhancing the evaluation of pathogen transmission risk in a hospital by merging hand-hygiene compliance and contact data: a proof-of-concept study.

Authors:  Rossana Mastrandrea; Alberto Soto-Aladro; Philippe Brouqui; Alain Barrat
Journal:  BMC Res Notes       Date:  2015-09-10

7.  Contact among healthcare workers in the hospital setting: developing the evidence base for innovative approaches to infection control.

Authors:  Krista M English; Joanne M Langley; Allison McGeer; Nathaniel Hupert; Raymond Tellier; Bonnie Henry; Scott A Halperin; Lynn Johnston; Babak Pourbohloul
Journal:  BMC Infect Dis       Date:  2018-04-17       Impact factor: 3.090

8.  Estimating potential infection transmission routes in hospital wards using wearable proximity sensors.

Authors:  Philippe Vanhems; Alain Barrat; Ciro Cattuto; Jean-François Pinton; Nagham Khanafer; Corinne Régis; Byeul-a Kim; Brigitte Comte; Nicolas Voirin
Journal:  PLoS One       Date:  2013-09-11       Impact factor: 3.240

9.  RFID Applications and Adoptions in Healthcare: A Review on Patient Safety.

Authors:  Moutaz Haddara; Anna Staaby
Journal:  Procedia Comput Sci       Date:  2018-10-23

10.  Next Generation Technology for Epidemic Prevention and Control: Data-Driven Contact Tracking.

Authors:  Hechang Chen; Bo Yang; Hongbin Pei; Jiming Liu
Journal:  IEEE Access       Date:  2018-12-24       Impact factor: 3.367

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Authors:  Sara C Keller; Alejandra B Salinas; Opeyemi Oladapo-Shittu; Sara E Cosgrove; Robin Lewis-Cherry; Patience Osei; Ayse P Gurses; Ron Jacak; Kristina K Zudock; Kianna M Blount; Kenneth V Bowden; Clare Rock; Anna C Sick-Samuels; Briana Vecchio-Pagan
Journal:  JAMIA Open       Date:  2021-11-30

2.  Improving physical distancing among healthcare workers in a pediatric intensive care unit.

Authors:  Anna C Sick-Samuels; Sara Cosgrove; Clare Rock; Alejandra Salinas; Opeyemi Oladapo-Shittu; Ayse P Gurses; Briana Vecchio-Pagan; Patience Osei; Yea-Jen Hsu; Ron Jacak; Kristina K Zudock; Kianna M Blount; Kenneth V Bowden; Sara Keller
Journal:  Infect Control Hosp Epidemiol       Date:  2021-12-14       Impact factor: 3.254

  2 in total

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