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Place of death for people who may 
benefit from palliative care: How 
does New Zealand compare in a 
multi-national population-level 
study? 
Wayne Naylor, Hospice Waikato 
(on behalf of the End of Life Care Research Group) 
Hospice NZ Conference, November 2014 
1
International Place of Death Study 
(IPoD) Authors 
Lara Pivodic, Koen Pardon, Lucas Morin, Julia 
Addington-Hall, Guido Miccinesi, Marylou 
Cardenas-Turanzas, Bregje Onwuteaka-Philipsen, 
Wayne Naylor, Miguel Ruiz Ramos, Lieve Van den 
Block, Donna Wilson, Martin Loucka, Agnes 
Csikos, Yong Joo Rhee, Joan Teno, Luc Deliens, 
Dirk Houttekier, Joachim Cohen 
2
Why does place of death matter? 
 Increasing number of people dying of 
chronic conditions 
 Patient preference to die at home 
 Deaths in hospital still high and increasing 
◦ Avoidable admissions 
◦ Burdensome/aggressive treatments 
◦ High cost 
 Changing policies worldwide to focus on 
enabling death in community settings 
 Few cross-national comparisons of PoD 
3
Why does place of death matter? 
 Essential for planning, implementation 
and evaluation of policy decisions 
 Optimal allocation of health and social 
care resources 
 International benchmarking 
 Reveal inequities 
 Provide hypotheses about alternative 
ways to provide EOLC 
4
Aim of the study 
 To describe and compare place of death 
for people who died of diseases indicative 
of palliative care need in 14 countries 
across four continents 
◦ to what extent place of death is associated 
with socio-demographic characteristics, 
cause of death, and healthcare supply 
◦ to what extent differences in these 
characteristics explain country-differences in 
place of death 
5
Method 
 Part of the IPoD Study 
 27 countries approached 
 14 countries provided anonymized individual death 
certificate data for the full population of deaths 
during one year (2008) 
◦ Belgium ◦ New Zealand 
◦ England ◦ Spain (Andalusia, 2010) 
◦ Wales ◦ Canada 
◦ France ◦ Czech Republic 
◦ Italy ◦ Hungary 
◦ Mexico ◦ South Korea 
◦ Netherlands ◦ USA (2007) 
 Data collected during 2011-2013 
6
7
Variable Categories NZ data fields equivalent 
PLACE OF DEATH  Hospital 
 Care home / long term care 
institute/ residential care 
 Home/private residence 
 Hospice 
 Other institute 
(drug/alcohol/IHC facility) 
 Other 
 Unknown 
Place of death category 
(as per Needs Assessment data 
set) 
AGE (continuous) exact age Age at death 
SEX  male 
 female 
Sex 
SOCIO-ECONOMIC-STATUS ??? NZ deprivation index decile 
Underlying CAUSE OF DEATH In ICD-10 codes Underlying cause of death 
(Diagnosis type ‘D’) 
MUNICIPALITY OF RESIDENCE Code TLA of domicile 
MUNICIPALITY OF DEATH ZIP code TLA of domicile 
DHB of domicile 
CITIZENSHIP/RACE/ETHNICITY New Zealand vs. other Ethnic group (prioritised at level 2) 
INTERMEDIARY CAUSES OF 
DEATH 
In ICD-10 codes Other contributing causes 
(Diagnosis type ‘G’) 
IMMEDIATE CAUSE OF DEATH In ICD-10 codes (as above for underlying cause of 
death) 
COMORBIDITIES In ICD-10 codes Other relevant diseases present 
(Diagnosis type ‘F’) 
8
Study Population 
 All deaths of persons aged 1 year and over 
 Those who would benefit from palliative 
care 
◦ Underlying cause of death corresponding to 
Minimal Estimate of the potential palliative care 
population (by ICD-10 code) (Rosenwax et al., 2005) 
◦ Cancer ◦ Motor neurone disease 
◦ Heart failure ◦ Parkinson’s disease 
◦ Renal failure ◦ Huntington’s disease 
◦ Liver failure ◦ Alzheimer’s disease 
◦ COPD ◦ HIV/AIDS 
9
Study data: dependent variable 
 Place of death 
◦ Home 
◦ Hospital 
◦ Long-term care facility 
◦ Other 
 Similar certification of deaths in all countries 
 Death certificate data were linked with statistics on 
density of hospital and long-term care beds, and GPs 
per health region 
Hungary: hospital vs other 
Mexico: home vs hospital vs other 
England, Wales, New Zealand, USA: 
additional category palliative 
care institution 
10
Study data: independent variables 
 Socio-demographic 
◦ age, sex, marital status 
 Clinical 
◦ underlying cause of death 
 Residential 
◦ degree of urbanization of region of residence 
 Healthcare supply 
◦ density of hospital and long-term care beds 
and GPs per region of residence 
11
Results 
 Total deaths N = 5,570,066 
 Study population N = 2,330,843 
 % of deaths in different settings 
 Multivariable binary logistic regression 
 Hierarchical binary logistic regression analysis 
with the dependent variable death at home vs in 
hospital 
◦ Model 1 - country 
◦ Model 2 - cause of death, age, gender, marital status 
◦ Model 3 - health care supply 
◦ Belgium as reference country 
12
Cause of death in total population 
(N = 5,568,827) 
31 29.4 
13.2 
8.9 17.2 
0.7 
5.9 
1 
60 
50 
40 
30 
20 
10 
0 
IT ES FR BE NL ENG WAL CZ HU NZ US CA KR MX 
Cancer Organ failure Diseases of the nervous system HIV/AIDS 
13
Population potentially benefitting from PC 
 Italy 41.9% 
 Spain (Andalusia) 46.9% 
 France 43.5% 
 Belgium 43.5% 
 Netherlands 48.8% 
 England 41.5% 
 Wales 41.2% 
 Czech Republic 32.6% 
 Hungary 38.8% 
 New Zealand 44.3% 
 USA 45.3% 
 Canada 46.3% 
 South Korea 37.6% 
 Mexico 24.9% 
14
Place of death (N = 2,220,997) 
23 
13 
53 
25 
28 
85 
35 
33 
1 
13 
4 
100 
90 
80 
70 
60 
50 
40 
30 
20 
10 
0 
FR IT ES BE NL ENG WAL CZ HU NZ CA US MX KR 
Home Hospital LTC setting PC institution 
15
Death at home in relation to cause of 
death (N = 2,220,997) 
100% 
90% 
80% 
70% 
60% 
50% 
40% 
30% 
20% 
10% 
0% 
FR IT ES BE NL CZ ENG WAL NZ CA US MX KR 
Cancer Non-cancer 
Home death more likely if death from cancer 
(multivariable analysis controlling for sex, age, 
marital status, degree of urbanization, healthcare 
supply) 
16
Death at home in relation to age 
(N = 2,220,997) 
100% 
90% 
80% 
70% 
60% 
50% 
40% 
30% 
20% 
10% 
0% 
FR IT ES BE NL CZ ENG WAL NZ CA US MX KR 
≤69 70-79 ≥80 
Home death more likely if <80 years 
(multivariable analysis controlling for sex, cause of 
death, marital status, degree of urbanization, 
healthcare supply) 
17
Factors associated with home death 
(N = 1,544,759) - Reference category: Belgium 
1.99 
0.71 
1.25 
2.87 
0.51 
0.59 
0.93 
0.74 
0.43 
1.71 
2.44 
0.33 
KR 
MX 
US 
CA 
WAL 
ENG 
CZ 
NL 
FR 
IT 
1.93 
0.68 
1.25 
2.97 
0.61 
0.98 
0.77 
0.42 
1.99 
3.13 
0.32 
0.96 
0.69 
0.46 
2.40 
0.38 
0.60 
0.30 
1.03 
0.72 
0.23 
ES 
0 0.5 1 1.5 2 2.5 3 3.5 
OR model 1 
OR model 2 
OR model 3 
18
Conclusions 
 Considerable differences in place of death 
and factors associated with it between 
countries 
 Variations only partly explained by 
differences in independent variables 
 Indicate current settings for EOLC 
 Highlight settings in need of evaluation of 
availability and quality of PC and EOLC 
 High number of hospital deaths in many 
countries 
19
http://endoflifecare.be 
20

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Place of Death Study Compares Palliative Care Settings Across 14 Countries

  • 1. Place of death for people who may benefit from palliative care: How does New Zealand compare in a multi-national population-level study? Wayne Naylor, Hospice Waikato (on behalf of the End of Life Care Research Group) Hospice NZ Conference, November 2014 1
  • 2. International Place of Death Study (IPoD) Authors Lara Pivodic, Koen Pardon, Lucas Morin, Julia Addington-Hall, Guido Miccinesi, Marylou Cardenas-Turanzas, Bregje Onwuteaka-Philipsen, Wayne Naylor, Miguel Ruiz Ramos, Lieve Van den Block, Donna Wilson, Martin Loucka, Agnes Csikos, Yong Joo Rhee, Joan Teno, Luc Deliens, Dirk Houttekier, Joachim Cohen 2
  • 3. Why does place of death matter?  Increasing number of people dying of chronic conditions  Patient preference to die at home  Deaths in hospital still high and increasing ◦ Avoidable admissions ◦ Burdensome/aggressive treatments ◦ High cost  Changing policies worldwide to focus on enabling death in community settings  Few cross-national comparisons of PoD 3
  • 4. Why does place of death matter?  Essential for planning, implementation and evaluation of policy decisions  Optimal allocation of health and social care resources  International benchmarking  Reveal inequities  Provide hypotheses about alternative ways to provide EOLC 4
  • 5. Aim of the study  To describe and compare place of death for people who died of diseases indicative of palliative care need in 14 countries across four continents ◦ to what extent place of death is associated with socio-demographic characteristics, cause of death, and healthcare supply ◦ to what extent differences in these characteristics explain country-differences in place of death 5
  • 6. Method  Part of the IPoD Study  27 countries approached  14 countries provided anonymized individual death certificate data for the full population of deaths during one year (2008) ◦ Belgium ◦ New Zealand ◦ England ◦ Spain (Andalusia, 2010) ◦ Wales ◦ Canada ◦ France ◦ Czech Republic ◦ Italy ◦ Hungary ◦ Mexico ◦ South Korea ◦ Netherlands ◦ USA (2007)  Data collected during 2011-2013 6
  • 7. 7
  • 8. Variable Categories NZ data fields equivalent PLACE OF DEATH  Hospital  Care home / long term care institute/ residential care  Home/private residence  Hospice  Other institute (drug/alcohol/IHC facility)  Other  Unknown Place of death category (as per Needs Assessment data set) AGE (continuous) exact age Age at death SEX  male  female Sex SOCIO-ECONOMIC-STATUS ??? NZ deprivation index decile Underlying CAUSE OF DEATH In ICD-10 codes Underlying cause of death (Diagnosis type ‘D’) MUNICIPALITY OF RESIDENCE Code TLA of domicile MUNICIPALITY OF DEATH ZIP code TLA of domicile DHB of domicile CITIZENSHIP/RACE/ETHNICITY New Zealand vs. other Ethnic group (prioritised at level 2) INTERMEDIARY CAUSES OF DEATH In ICD-10 codes Other contributing causes (Diagnosis type ‘G’) IMMEDIATE CAUSE OF DEATH In ICD-10 codes (as above for underlying cause of death) COMORBIDITIES In ICD-10 codes Other relevant diseases present (Diagnosis type ‘F’) 8
  • 9. Study Population  All deaths of persons aged 1 year and over  Those who would benefit from palliative care ◦ Underlying cause of death corresponding to Minimal Estimate of the potential palliative care population (by ICD-10 code) (Rosenwax et al., 2005) ◦ Cancer ◦ Motor neurone disease ◦ Heart failure ◦ Parkinson’s disease ◦ Renal failure ◦ Huntington’s disease ◦ Liver failure ◦ Alzheimer’s disease ◦ COPD ◦ HIV/AIDS 9
  • 10. Study data: dependent variable  Place of death ◦ Home ◦ Hospital ◦ Long-term care facility ◦ Other  Similar certification of deaths in all countries  Death certificate data were linked with statistics on density of hospital and long-term care beds, and GPs per health region Hungary: hospital vs other Mexico: home vs hospital vs other England, Wales, New Zealand, USA: additional category palliative care institution 10
  • 11. Study data: independent variables  Socio-demographic ◦ age, sex, marital status  Clinical ◦ underlying cause of death  Residential ◦ degree of urbanization of region of residence  Healthcare supply ◦ density of hospital and long-term care beds and GPs per region of residence 11
  • 12. Results  Total deaths N = 5,570,066  Study population N = 2,330,843  % of deaths in different settings  Multivariable binary logistic regression  Hierarchical binary logistic regression analysis with the dependent variable death at home vs in hospital ◦ Model 1 - country ◦ Model 2 - cause of death, age, gender, marital status ◦ Model 3 - health care supply ◦ Belgium as reference country 12
  • 13. Cause of death in total population (N = 5,568,827) 31 29.4 13.2 8.9 17.2 0.7 5.9 1 60 50 40 30 20 10 0 IT ES FR BE NL ENG WAL CZ HU NZ US CA KR MX Cancer Organ failure Diseases of the nervous system HIV/AIDS 13
  • 14. Population potentially benefitting from PC  Italy 41.9%  Spain (Andalusia) 46.9%  France 43.5%  Belgium 43.5%  Netherlands 48.8%  England 41.5%  Wales 41.2%  Czech Republic 32.6%  Hungary 38.8%  New Zealand 44.3%  USA 45.3%  Canada 46.3%  South Korea 37.6%  Mexico 24.9% 14
  • 15. Place of death (N = 2,220,997) 23 13 53 25 28 85 35 33 1 13 4 100 90 80 70 60 50 40 30 20 10 0 FR IT ES BE NL ENG WAL CZ HU NZ CA US MX KR Home Hospital LTC setting PC institution 15
  • 16. Death at home in relation to cause of death (N = 2,220,997) 100% 90% 80% 70% 60% 50% 40% 30% 20% 10% 0% FR IT ES BE NL CZ ENG WAL NZ CA US MX KR Cancer Non-cancer Home death more likely if death from cancer (multivariable analysis controlling for sex, age, marital status, degree of urbanization, healthcare supply) 16
  • 17. Death at home in relation to age (N = 2,220,997) 100% 90% 80% 70% 60% 50% 40% 30% 20% 10% 0% FR IT ES BE NL CZ ENG WAL NZ CA US MX KR ≤69 70-79 ≥80 Home death more likely if <80 years (multivariable analysis controlling for sex, cause of death, marital status, degree of urbanization, healthcare supply) 17
  • 18. Factors associated with home death (N = 1,544,759) - Reference category: Belgium 1.99 0.71 1.25 2.87 0.51 0.59 0.93 0.74 0.43 1.71 2.44 0.33 KR MX US CA WAL ENG CZ NL FR IT 1.93 0.68 1.25 2.97 0.61 0.98 0.77 0.42 1.99 3.13 0.32 0.96 0.69 0.46 2.40 0.38 0.60 0.30 1.03 0.72 0.23 ES 0 0.5 1 1.5 2 2.5 3 3.5 OR model 1 OR model 2 OR model 3 18
  • 19. Conclusions  Considerable differences in place of death and factors associated with it between countries  Variations only partly explained by differences in independent variables  Indicate current settings for EOLC  Highlight settings in need of evaluation of availability and quality of PC and EOLC  High number of hospital deaths in many countries 19