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Published in: Intensive Care Medicine 5/2018

Open Access 01-05-2018 | Original

Impact on mortality of prompt admission to critical care for deteriorating ward patients: an instrumental variable analysis using critical care bed strain

Authors: Steve Harris, Mervyn Singer, Colin Sanderson, Richard Grieve, David Harrison, Kathryn Rowan

Published in: Intensive Care Medicine | Issue 5/2018

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Abstract

Purpose

To estimate the effect of prompt admission to critical care on mortality for deteriorating ward patients.

Methods

We performed a prospective cohort study of consecutive ward patients assessed for critical care. Prompt admissions (within 4 h of assessment) were compared to a ‘watchful waiting’ cohort. We used critical care strain (bed occupancy) as a natural randomisation event that would predict prompt transfer to critical care. Strain was classified as low, medium or high (2+, 1 or 0 empty beds). This instrumental variable (IV) analysis was repeated for the subgroup of referrals with a recommendation for critical care once assessed. Risk-adjusted 90-day survival models were also constructed.

Results

A total of 12,380 patients from 48 hospitals were available for analysis. There were 2411 (19%) prompt admissions (median delay 1 h, IQR 1–2) and 9969 (81%) controls; 1990 (20%) controls were admitted later (median delay 11 h, IQR 6–26). Prompt admissions were less frequent (p < 0.0001) as strain increased from low (22%), to medium (15%) to high (9%); the median delay to admission was 3, 4 and 5 h respectively. In the IV analysis, prompt admission reduced 90-day mortality by 7.4% (95% CI 1.7–18.5%, p = 0.117) overall, and 16.2% (95% CI 1.1–31.3%, p = 0.036) for those recommended for critical care. In the risk-adjust survival model, 90-day mortality was similar.

Conclusion

After allowing for unobserved prognostic differences between the groups, we find that prompt admission to critical care leads to lower 90-day mortality for patients assessed and recommended to critical care.
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Literature
2.
go back to reference Dellinger R, Levy M, Rhodes A et al (2013) Surviving Sepsis Campaign: international guidelines for management of severe sepsis and septic shock: 2012. Crit Care Med 41:580–637CrossRefPubMed Dellinger R, Levy M, Rhodes A et al (2013) Surviving Sepsis Campaign: international guidelines for management of severe sepsis and septic shock: 2012. Crit Care Med 41:580–637CrossRefPubMed
3.
4.
go back to reference Wong K, Campitelli M, Stukel T, Kwong J (2012) Estimating influenza vaccine effectiveness in community-dwelling elderly patients using the instrumental variable analysis method. Arch Intern Med 172:484–491CrossRefPubMed Wong K, Campitelli M, Stukel T, Kwong J (2012) Estimating influenza vaccine effectiveness in community-dwelling elderly patients using the instrumental variable analysis method. Arch Intern Med 172:484–491CrossRefPubMed
5.
go back to reference Stukel T, Fisher E, Wennberg D et al (2007) Analysis of observational studies in the presence of treatment selection bias: effects of invasive cardiac management on AMI survival using propensity score and instrumental variable methods. JAMA 297:278–285CrossRefPubMedPubMedCentral Stukel T, Fisher E, Wennberg D et al (2007) Analysis of observational studies in the presence of treatment selection bias: effects of invasive cardiac management on AMI survival using propensity score and instrumental variable methods. JAMA 297:278–285CrossRefPubMedPubMedCentral
6.
go back to reference Restrepo M, Mortensen E, Rello J et al (2010) Late admission to the ICU in patients with community-acquired pneumonia is associated with higher mortality. Chest 137:552–557CrossRefPubMed Restrepo M, Mortensen E, Rello J et al (2010) Late admission to the ICU in patients with community-acquired pneumonia is associated with higher mortality. Chest 137:552–557CrossRefPubMed
7.
go back to reference Cline S, Schertz R, Feucht E (2009) Expedited admission of patients decreases duration of mechanical ventilation and shortens ICU stay. Am J Emerg Med 27:843–846CrossRefPubMed Cline S, Schertz R, Feucht E (2009) Expedited admission of patients decreases duration of mechanical ventilation and shortens ICU stay. Am J Emerg Med 27:843–846CrossRefPubMed
8.
go back to reference Richardson J, Franklin G, Santos A et al (2009) Effective triage can ameliorate the deleterious effects of delayed transfer of trauma patients from the emergency department to the ICU. J Am Coll Surg 208:671–678 (discussion 678)CrossRefPubMed Richardson J, Franklin G, Santos A et al (2009) Effective triage can ameliorate the deleterious effects of delayed transfer of trauma patients from the emergency department to the ICU. J Am Coll Surg 208:671–678 (discussion 678)CrossRefPubMed
9.
go back to reference Renaud B, Santin A, Coma E et al (2009) Association between timing of intensive care unit admission and outcomes for emergency department patients with community-acquired pneumonia. Crit Care Med 37:2867–2874CrossRefPubMed Renaud B, Santin A, Coma E et al (2009) Association between timing of intensive care unit admission and outcomes for emergency department patients with community-acquired pneumonia. Crit Care Med 37:2867–2874CrossRefPubMed
10.
go back to reference Chalfin D, Trzeciak S, Likourezos A et al (2007) Impact of delayed transfer of critically ill patients from the emergency department to the intensive care unit. Crit Care Med 35:1477–1483CrossRefPubMed Chalfin D, Trzeciak S, Likourezos A et al (2007) Impact of delayed transfer of critically ill patients from the emergency department to the intensive care unit. Crit Care Med 35:1477–1483CrossRefPubMed
11.
go back to reference Young M, Gooder V, McBride K et al (2003) Inpatient transfers to the intensive care unit: delays are associated with increased mortality and morbidity. J Gen Intern Med 18:77–83CrossRefPubMedPubMedCentral Young M, Gooder V, McBride K et al (2003) Inpatient transfers to the intensive care unit: delays are associated with increased mortality and morbidity. J Gen Intern Med 18:77–83CrossRefPubMedPubMedCentral
12.
go back to reference Parkhe M, Myles PS, Leach DS, Maclean AV (2002) Outcome of emergency department patients with delayed admission to an intensive care unit. Emerg Med Australas 14:50–57CrossRef Parkhe M, Myles PS, Leach DS, Maclean AV (2002) Outcome of emergency department patients with delayed admission to an intensive care unit. Emerg Med Australas 14:50–57CrossRef
13.
go back to reference Rapoport J, Teres D, Lemeshow S, Harris D (1990) Timing of intensive care unit admission in relation to ICU outcome. Crit Care Med 18:1231–1235CrossRefPubMed Rapoport J, Teres D, Lemeshow S, Harris D (1990) Timing of intensive care unit admission in relation to ICU outcome. Crit Care Med 18:1231–1235CrossRefPubMed
14.
go back to reference Rhodes A, Ferdinande P, Flaatten H et al (2012) The variability of critical care bed numbers in Europe. Intensive Care Med 38:1647–1653CrossRefPubMed Rhodes A, Ferdinande P, Flaatten H et al (2012) The variability of critical care bed numbers in Europe. Intensive Care Med 38:1647–1653CrossRefPubMed
15.
go back to reference Wunsch H, Angus D, Harrison D et al (2008) Variation in critical care services across North America and Western Europe. Crit Care Med 36(2787–93):e1 Wunsch H, Angus D, Harrison D et al (2008) Variation in critical care services across North America and Western Europe. Crit Care Med 36(2787–93):e1
16.
go back to reference Harrison DA, Parry GJ, Carpenter JR et al (2007) A new risk prediction model for critical care: the Intensive Care National Audit & Research Centre (ICNARC) model. Crit Care Med 35:1091–1098CrossRefPubMed Harrison DA, Parry GJ, Carpenter JR et al (2007) A new risk prediction model for critical care: the Intensive Care National Audit & Research Centre (ICNARC) model. Crit Care Med 35:1091–1098CrossRefPubMed
17.
go back to reference Royal College of Physicians (2012) National Early Warning Score (NEWS): standardising the assessment of acute-illness severity in the NHS. Report of a working party. RCP, London Royal College of Physicians (2012) National Early Warning Score (NEWS): standardising the assessment of acute-illness severity in the NHS. Report of a working party. RCP, London
18.
go back to reference Vincent J, Moreno R, Takala J et al (1996) The SOFA (Sepsis-related Organ Failure Assessment) score to describe organ dysfunction/failure. On behalf of the working group on sepsis-related problems of the European society of intensive care medicine. Intensive Care Med 22:707–710CrossRefPubMed Vincent J, Moreno R, Takala J et al (1996) The SOFA (Sepsis-related Organ Failure Assessment) score to describe organ dysfunction/failure. On behalf of the working group on sepsis-related problems of the European society of intensive care medicine. Intensive Care Med 22:707–710CrossRefPubMed
20.
go back to reference Kleibergen F, Paap R (2006) Generalized reduced rank tests using the singular value decomposition. J Econom 133:97–126CrossRef Kleibergen F, Paap R (2006) Generalized reduced rank tests using the singular value decomposition. J Econom 133:97–126CrossRef
21.
go back to reference Rassen J, Schneeweiss S, Glynn R et al (2009) Instrumental variable analysis for estimation of treatment effects with dichotomous outcomes. Am J Epidemiol 169:273–284CrossRefPubMed Rassen J, Schneeweiss S, Glynn R et al (2009) Instrumental variable analysis for estimation of treatment effects with dichotomous outcomes. Am J Epidemiol 169:273–284CrossRefPubMed
22.
go back to reference Amemiya T (1981) Qualitative response models: a survey. J Econ Lit 19:1483–1536 Amemiya T (1981) Qualitative response models: a survey. J Econ Lit 19:1483–1536
23.
go back to reference Guidet B, Leblanc G, Simon T et al (2017) Effect of systematic intensive care unit triage on long-term mortality among critically ill elderly patients in France: a randomized clinical trial. JAMA 318:1450–1459CrossRefPubMedPubMedCentral Guidet B, Leblanc G, Simon T et al (2017) Effect of systematic intensive care unit triage on long-term mortality among critically ill elderly patients in France: a randomized clinical trial. JAMA 318:1450–1459CrossRefPubMedPubMedCentral
24.
go back to reference Angus D (2017) Admitting elderly patients to the intensive care unit—is it the right decision? JAMA 318:1443–1444CrossRefPubMed Angus D (2017) Admitting elderly patients to the intensive care unit—is it the right decision? JAMA 318:1443–1444CrossRefPubMed
25.
go back to reference Gabler N, Ratcliffe S, Wagner J et al (2013) Mortality among patients admitted to strained intensive care units. Am J Respir Crit Care Med 188:800–806CrossRefPubMedPubMedCentral Gabler N, Ratcliffe S, Wagner J et al (2013) Mortality among patients admitted to strained intensive care units. Am J Respir Crit Care Med 188:800–806CrossRefPubMedPubMedCentral
26.
go back to reference Kahn J, Ten Have T, Iwashyna T (2009) The relationship between hospital volume and mortality in mechanical ventilation: an instrumental variable analysis. Health Serv Res 44:862–879CrossRefPubMedPubMedCentral Kahn J, Ten Have T, Iwashyna T (2009) The relationship between hospital volume and mortality in mechanical ventilation: an instrumental variable analysis. Health Serv Res 44:862–879CrossRefPubMedPubMedCentral
27.
go back to reference Hernán M, Robins J (2006) Instruments for causal inference: an epidemiologist’s dream. Epidemiology 17:360–372CrossRefPubMed Hernán M, Robins J (2006) Instruments for causal inference: an epidemiologist’s dream. Epidemiology 17:360–372CrossRefPubMed
28.
go back to reference Pirracchio R, Sprung C, Payen D, Chevret S (2011) Benefits of ICU admission in critically ill patients: whether instrumental variable methods or propensity scores should be used. BMC Med Res Methodol 11:132CrossRefPubMedPubMedCentral Pirracchio R, Sprung C, Payen D, Chevret S (2011) Benefits of ICU admission in critically ill patients: whether instrumental variable methods or propensity scores should be used. BMC Med Res Methodol 11:132CrossRefPubMedPubMedCentral
29.
go back to reference Goldfrad C, Rowan K (2000) Consequences of discharges from intensive care at night. Lancet 355:1138–1142CrossRefPubMed Goldfrad C, Rowan K (2000) Consequences of discharges from intensive care at night. Lancet 355:1138–1142CrossRefPubMed
30.
go back to reference Hutchings A, Durand M, Grieve R et al (2009) Evaluation of modernisation of adult critical care services in England: time series and cost effectiveness analysis. BMJ 339:b4353CrossRefPubMedPubMedCentral Hutchings A, Durand M, Grieve R et al (2009) Evaluation of modernisation of adult critical care services in England: time series and cost effectiveness analysis. BMJ 339:b4353CrossRefPubMedPubMedCentral
31.
go back to reference Simchen E, Sprung C, Galai N et al (2007) Survival of critically ill patients hospitalized in and out of intensive care. Crit Care Med 35:449–457CrossRefPubMed Simchen E, Sprung C, Galai N et al (2007) Survival of critically ill patients hospitalized in and out of intensive care. Crit Care Med 35:449–457CrossRefPubMed
32.
go back to reference Gooch R, Kahn J (2014) ICU bed supply, utilization, and health care spending: an example of demand elasticity. JAMA 311:567–568CrossRefPubMed Gooch R, Kahn J (2014) ICU bed supply, utilization, and health care spending: an example of demand elasticity. JAMA 311:567–568CrossRefPubMed
33.
go back to reference Reay H, Arulkumaran N, Brett S (2014) Priorities for future intensive care research in the UK: results of a James Lind Alliance priority setting partnership. J Intensive Care Soc 15:288–296CrossRef Reay H, Arulkumaran N, Brett S (2014) Priorities for future intensive care research in the UK: results of a James Lind Alliance priority setting partnership. J Intensive Care Soc 15:288–296CrossRef
Metadata
Title
Impact on mortality of prompt admission to critical care for deteriorating ward patients: an instrumental variable analysis using critical care bed strain
Authors
Steve Harris
Mervyn Singer
Colin Sanderson
Richard Grieve
David Harrison
Kathryn Rowan
Publication date
01-05-2018
Publisher
Springer Berlin Heidelberg
Published in
Intensive Care Medicine / Issue 5/2018
Print ISSN: 0342-4642
Electronic ISSN: 1432-1238
DOI
https://doi.org/10.1007/s00134-018-5148-2

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