Abstract
Objectives
To test the performance of PIM2 in French-speaking (FS) paediatric intensive care units (PICUs) and its relative performance when recalibrated using data from FS and Great Britain (GB) PICUs of different size.
Methods
Consecutive admissions to 15 FS (n = 5,602) and 31 GB PICUs (n = 20,693) from June 2006 to October 2007 were included. The recalibrated PIM2 were applied to PICUs of different size within the FS and GB PICUs and between the two groups. PICU size was defined using number of admissions/month. Discrimination and calibration were evaluated using the area under the ROC curve (AUC) and the goodness-of-fit test, respectively. Logistic regression, funnel plots and standardized W scores were performed in the two groups and between different PICU sizes.
Results
In FS PICUs, the original PIM2 had good discrimination (AUC = 0.85) and moderate calibration (p = 0.07). The recalibrated PIM2 scores had good calibration in FS (p = 0.33) and moderate calibration in GB (p = 0.06). Calibration was poor when the recalibrated FS PIM2 was applied to GB (p = 0.02) but good when the GB recalibration was applied to the FS (p = 0.36). Using the original PIM2 coefficients, calibration was poor in large units in both groups but improved following recalibration. There were no effects of PICU size on risk-adjusted mortality in GB and a significant effect in the FS PICUs with a minimum risk-adjusted mortality at about 35 admissions/month.
Conclusion
The PIM2 score was valid in the FS population. The recalibration based on GB data could be applied to FS PICUs. Such recalibration may facilitate comparisons between countries.
Similar content being viewed by others
References
Lacroix J, Cotting J (2005) Severity of illness and organ dysfunction scoring in children. Pediatr Crit Care Med 6:S126–S134
Martinot A, Leteurtre S, Grandbastien B, Duhamel A, Leclerc F (1997) Characteristics of patients and use of resource in French pediatric intensive care units. Arch Pediatr 4:730–736
Slater A, Shann F (2004) The suitability of the pediatric index of mortality (PIM), PIM2, the pediatric risk of mortality (PRISM), and PRISM III for monitoring the quality of pediatric intensive care in Australia and New Zealand. Pediatr Crit Care Med 5:447–454
Wunsch H, Rowan KM, Angus DC (2007) International comparisons in critical care: a necessity and challenge. Curr Opin Crit Care 13:725–731
LaRovere JM, Jeffries HE, Sachdeva RC, Rice TB, Wetzel RC, Cooper DS, Bird GL, Ghanayem NS, Checchia PA, Chang AC, Wessel DL (2008) Databases for assessing the outcomes of the treatment of patients with congenital and paediatric cardiac disease: the perspective of critical care. Cardiol Young 18(Suppl 2):130–136
Parslow RC, Tasker RC, Draper ES, Parry GJ, Jones S, Chater T, Thiru K, McKinney PA (2009) Epidemiology of critically ill children in England and Wales: incidence, mortality, deprivation and ethnicity. Arch Dis Child 94:210–215
Slater A, Shann F, McEniery J (2003) The ANZPIC registry diagnostic codes: a system for coding reasons for admitting children to intensive care. Intensive Care Med 29:271–277
Pollack MM, Patel KM, Ruttimann UE (1996) PRISM III: an updated pediatric risk of mortality score. Crit Care Med 24:743–752
Slater A, Shann F, Pearson G (2003) PIM2: a revised version of the paediatric index of mortality. Intensive Care Med 29:278–285
Brady AR, Harrison D, Black S, Jones S, Rowan K, Pearson G, Ratcliffe J, Parry GJ (2006) Assessment and optimization of mortality prediction tools for admissions to pediatric intensive care in the United Kingdom. Pediatrics 117:e733–e742
Chase JG, Shaw GM (2012) How standard is the “S” in SMR? Intensive Care Med 38:1–3
Minne L, Eslami S, de Keizer N, de Jonge E, de Rooij SE, Abu-Hanna A (2012) Effect of changes over time in the performance of a customized SAPS-II model on the quality of care assessment. Intensive Care Med 38:40–46
Vincent JL, Moreno R (2010) Clinical review: scoring systems in the critically ill. Crit Care 14:207
Wolfler A, Silvani P, Musicco M, Salvo I (2007) Pediatric index of mortality 2 score in Italy: a multicenter, prospective, observational study. Intensive Care Med 33:1407–1413
Tilford JM, Simpson PM, Green JW, Lensing S, Fiser DH (2000) Volume-outcome relationships in pediatric intensive care units. Pediatrics 106:289–294
Cogo PE, Poole D, Codazzi D, Boniotti C, Capretta A, Langer M, Luciani D, Rossi C, Bertolini G (2010) Outcome of children admitted to adult intensive care units in Italy between 2003 and 2007. Intensive Care Med 36:1403–1409
Pollack MM (2007) Pediatric intensive care quality factors. J Trauma 63:S143–S145
Marcin JP, Song J, Leigh JP (2005) The impact of pediatric intensive care unit volume on mortality: a hierarchical instrumental variable analysis. Pediatr Crit Care Med 6:136–141
Pollack MM, Cuerdon TT, Patel KM, Ruttimann UE, Getson PR, Levetown M (1994) Impact of quality-of-care factors on pediatric intensive care unit mortality. JAMA 272:941–946
Ruttimann UE, Patel KM, Pollack MM (2000) Relevance of diagnostic diversity and patient volumes for quality and length of stay in pediatric intensive care units. Pediatr Crit Care Med 1:133–139
Shahian DM, Normand SL (2008) Comparison of “risk-adjusted” hospital outcomes. Circulation 117:1955–1963
Cevenini G, Barbini P (2010) A bootstrap approach for assessing the uncertainty of outcome probabilities when using a scoring system. BMC Med Inform Decis Mak 10:45
Lemeshow S, Hosmer DW Jr (1982) A review of goodness of fit statistics for use in the development of logistic regression models. Am J Epidemiol 115:92–106
Hollis S, Yates DW, Woodford M, Foster P (1995) Standardized comparison of performance indicators in trauma: a new approach to case-mix variation. J Trauma 38:763–766
Glance LG, Osler T, Shinozaki T (2000) Effect of varying the case mix on the standardized mortality ratio and W statistic: a simulation study. Chest 117:1112–1117
Ashley A, Draper E, Fleming T, Lamming C, McKinney P, McShane P, Parslow R, Skinner S, Thiru K (2009) National Report of the Paediatric Intensive Care Audit Network 2006–2008. Leeds. http://www.picanet.org.uk/Documents/General/Annual%20report_2009/PICANet%20National%20Report%202006%20-%202008_new.pdf. Accessed 12 Nov 2011
Eulmesekian PG, Perez A, Minces PG, Ferrero H (2007) Validation of pediatric index of mortality 2 (PIM2) in a single pediatric intensive care unit of Argentina. Pediatr Crit Care Med 8:54–57
Imamura T, Nakagawa S, Goldman RD, Fujiwara T (2012) Validation of pediatric index of mortality 2 (PIM2) in a single pediatric intensive care unit in Japan. Intensive Care Med 38:649–654
Leteurtre S, Martinot A, Duhamel A, Proulx F, Grandbastien B, Cotting J, Gottesman R, Joffe A, Pfenninger J, Hubert P, Lacroix J, Leclerc F (2003) Validation of the paediatric logistic organ dysfunction (PELOD) score: prospective, observational, multicentre study. Lancet 362:192–197
Metnitz B, Schaden E, Moreno R, Le Gall JR, Bauer P, Metnitz PG (2009) Austrian validation and customization of the SAPS 3 admission score. Intensive Care Med 35:616–622
Bakhshi-Raiez F, Peek N, Bosman RJ, de Jonge E, de Keizer NF (2007) The impact of different prognostic models and their customization on institutional comparison of intensive care units. Crit Care Med 35:2553–2560
Gregory CJ, Nasrollahzadeh F, Dharmar M, Parsapour K, Marcin JP (2008) Comparison of critically ill and injured children transferred from referring hospitals versus in-house admissions. Pediatrics 121:e906–e911
Alexander J, Tregea S, Slater A (2010) Report of the Australian and New Zealand Paediatric Intensive Care Registry 2009. Available at http://www.anzics.com.au/core/anzpicr?start=2. Accessed 10 Sept 2011
Straney LD, Clements A, Alexander J, Slater A (2010) Measuring efficiency in Australian and New Zealand paediatric intensive care units. Intensive Care Med 36:1410–1416
Haub C (2010) 2010 world population data sheet. Population Reference Bureau, Washington, DC. http://www.prb.org/pdf10/10wpds_eng.pdf. Accessed 4 May 2011
Beyene J, Atenafu EG, Hamid JS, To T, Sung L (2009) Determining relative importance of variables in developing and validating predictive models. BMC Med Res Methodol 9:64
Murphy-Filkins R, Teres D, Lemeshow S, Hosmer DW (1996) Effect of changing patient mix on the performance of an intensive care unit severity-of-illness model: how to distinguish a general from a specialty intensive care unit. Crit Care Med 24:1968–1973
Metnitz B, Metnitz PG, Bauer P, Valentin A (2009) Patient volume affects outcome in critically ill patients. Wien Klin Wochenschr 121:34–40
Glance LG, Szalados JE (2002) Benchmarking in critical care: the road ahead. Chest 121:326–328
Macrae D (2009) Conducting clinical trials in pediatrics. Crit Care Med 37:S136–S139
Spiegelhalter D (2002) Funnel plots for institutional comparison. Qual Saf Health Care 11:390–391
Acknowledgments
The authors thank Phil McShane (Paediatric Epidemiology Group, Centre for Epidemiology and Biostatistics, University of Leeds, Leeds, UK) for his help in the statistical analysis. French database: Grant from the French ministry of Health. UK database: PICANet is funded by the National Clinical Audit and Patient Outcomes Programme via Healthcare Quality Improvement Partnership (HQIP), Health Commission Wales Specialised Services, NHS Lothian/National Service Division NHS Scotland, the Royal Belfast Hospital for Sick Children, Our Lady’s Children’s Hospital, Crumlin, Children’s University Hospital, Temple Street and The Harley Street Clinic, London.
Conflicts of interest
None.
Author information
Authors and Affiliations
Consortia
Corresponding author
Additional information
Groupe Francophone de Réanimation et Urgences Pédiatriques (GFRUP): The members of the GFRUP who participated in this study are listed in the Appendix.
Paediatric Intensive Care Audit Network (PICANet): We are grateful to all the audit clerks, secretaries, nurses and doctors who support and contribute to PICANet from their own PICUs, the Paediatric Intensive Care Society, the Paediatric Intensive Care Society Study Group, the PICANet Steering Group and the PICANet Clinical Advisory Group.
Electronic supplementary material
Below is the link to the electronic supplementary material.
134_2012_2580_MOESM1_ESM.doc
Fig.1 Description of the study’s design.PIM paediatric index of mortality, PICU paediatric intensive care unit. Fig. 2 Calibration plots in GB and FS PICUs. Plots show the observed risk by expected risk in deciles of expected risk using a log scale. The Hosmer–Lemeshow test indicated lack of fit for GB PIM2 score (p = 0.0011), moderate fit for FS PIM2 score (p = 0.07) and GB-Rec-PIM2 score (p = 0.06) and adequate fit for FS-Rec-PIM2 (p = 0.33).PIM paediatric index of mortality.Fig. 3 Relationship between admission per month and standardized mortality ratio in the FS (a) and GB (b) PICUs. Supplementary material 1 (DOC 285 kb)
Appendix
Appendix
Members of the GFRUP who participated D. Biarent (Bruxelles, Belgium), T. Blanc (Rouen, France), S. Cantagrel (Tours, France), R. Cremer (Lille, France), S. Dauger (Paris, France), P. Desprez (Strasbourg, France), M. Dobrzynski (Brest, France), G. Emériaud (Grenoble, France), P. Hubert (Paris, France), C. Milesi (Montpellier, France), S. Renolleau (Paris, France), M. Roque-Gineste (Toulouse, France), O. Noizet-Yverneau (Reims, France), D. Stamm (Lyon, France), I. Wroblewski (Besançon, France).
Participating French-speaking hospitals Data were collected in the French NPICU/PICUs of the following centres: American Memorial Hospital, CHU de Reims, France; Hôpital Charles Nicolle, CHU de Rouen, France; Hôpital Arnaud de Villeneuve, CHU de Montpellier, France; Hôpital Clocheville, CHU de Tours, France; Hôpital des enfants, CHU de Toulouse, France; Hôpital Hautepierre, CHU de Strasbourg, France; Hôpital Jeanne de Flandre, CHU de Lille, France; Hôpital Femme Mère-enfant, Hospices Civils de Lyon, France; Hôpital Morvan, CHU de Brest, France; Hôpital Necker, Assistance Publique-Hôpitaux de Paris, France; Hôpital Nord, CHU de Grenoble, France; Hôpital Reine Fabiola, Bruxelles, Belgium; Hôpital Robert Debré, Assistance Publique-Hôpitaux de Paris, France; Hôpital Saint Pierre, CHU de Besançon, France; Hôpital Trousseau, Assistance Publique-Hôpitaux de Paris, France.
Participating NHS trusts and hospitals
Addenbrooke’s NHS Trust: Addenbrooke’s Hospital
Bart’s and the London NHS Trust: Bart’s and The Royal London
Birmingham Children’s Hospital NHS Trust: Diana, Princess of Wales Children’s Hospital
Brighton & Sussex University Hospitals NHS Trust: Royal Alexandra Hospital for Sick Children
Cardiff and Vale NHS Trust: University Hospital of Wales
Central Manchester and Manchester Children’s University Hospitals NHS Trust: Royal Manchester Children’s Hospital
Children’s University Hospital, Temple Street, Dublin
Great Ormond Street Hospital for Children NHS Trust: Great Ormond Street Hospital for Sick Children
Guy’s & St. Thomas’ Hospital NHS Trust: Evelina Children’s Hospital
Hull & East Yorkshire Hospitals NHS Trust: Hull Royal Infirmary
King’s College Hospital NHS Trust: King’s College Hospital
Leeds Teaching Hospitals NHS Trust: Leeds General Infirmary, St. James University Hospital
Our Lady’s Children’s Hospital, Crumlin, Dublin
Newcastle upon Tyne Hospitals NHS Trust: Great Northern Children’s Hospital (formerly Newcastle General Hospital and the Royal Victoria Infirmary). Freeman Hospital
Oxford Radcliffe Hospitals NHS Trust: John Radcliffe Hospital
Queen’s Medical Centre Nottingham University NHS Trust: Queen’s Medical Centre
Royal Brompton and Harefield NHS Trust: Royal Brompton Hospital
Royal Liverpool Children’s NHS Trust: Alder Hey Hospital
Royal Group of Hospitals and Dental Hospital HSS Trust, Belfast Hospital for Sick Children
Sheffield Children’s NHS Trust: Sheffield Children’s Hospital
Southampton University Hospitals NHS: Trust Southampton General Hospital
South Tees Hospitals NHS Trust: James Cook University Hospital
St. George’s Healthcare NHS Trust: St. George’s Hospital
St. Mary’s NHS Trust: St. Mary’s Hospital
The Harley Street Clinic, London
The Lewisham Hospitals NHS Trust: University Hospital, Lewisham (to July 2010)
University Hospitals Bristol NHS Foundation Trust: Bristol Royal Hospital for Children
University Hospitals of Leicester NHS Trust: Leicester Glenfield Hospital, Leicester Royal Infirmary
University Hospital of North Staffordshire NHS Trust: Stoke on Trent City General
Rights and permissions
About this article
Cite this article
Leteurtre, S., Grandbastien, B., Leclerc, F. et al. International comparison of the performance of the paediatric index of mortality (PIM) 2 score in two national data sets. Intensive Care Med 38, 1372–1380 (2012). https://doi.org/10.1007/s00134-012-2580-6
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s00134-012-2580-6