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1/27/2014 Cohort and Period Approaches Hermann Brenner Division of Clinical Epidemiology and Aging Research Division of Clinical Epidemiology and Aging Research German Cancer Research Center, Heidelberg

Cohort and Period Approaches...Hybrid analysis (Brenner & Rachet, Eur J Cancer 2004) Model based period analysis 23.1.2014 Hermann Brenner, German Cancer Research Center (Brenner &

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Page 1: Cohort and Period Approaches...Hybrid analysis (Brenner & Rachet, Eur J Cancer 2004) Model based period analysis 23.1.2014 Hermann Brenner, German Cancer Research Center (Brenner &

1/27/2014

Cohort and Period Approaches

Hermann Brenner

Division of Clinical Epidemiology and Aging ResearchDivision of Clinical Epidemiology and Aging Research

German Cancer Research Center, Heidelberg

Page 2: Cohort and Period Approaches...Hybrid analysis (Brenner & Rachet, Eur J Cancer 2004) Model based period analysis 23.1.2014 Hermann Brenner, German Cancer Research Center (Brenner &

Period approaches - brief history (1)

• Introduced in 1996 (Brenner & Gefeller, Cancer 1996)

• Aim: More up-to-date survival estimates

• Ignored / boycotted for several years

• Comprehensive empirical evaluations

Hermann Brenner, German Cancer Research Center23.1.2014

• Comprehensive empirical evaluations

(e.g. Brenner & Hakulinen, IJE 2002, JCO 2002; Talbäck et al , EJC 2004)

• User friendly computer programs

(e.g. SAS, Brenner , Hakulinen & Gefeller, Epidemiology 2002

Stata

SEER Stat

R, Holleczek, Gondos & Brenner, Meth Inform Med 2009)

Page 3: Cohort and Period Approaches...Hybrid analysis (Brenner & Rachet, Eur J Cancer 2004) Model based period analysis 23.1.2014 Hermann Brenner, German Cancer Research Center (Brenner &

Period approaches - brief history (2)

• Extensions

Hybrid analysis (Brenner & Rachet, Eur J Cancer 2004)

Model based period analysis

Hermann Brenner, German Cancer Research Center23.1.2014

(Brenner & Hakulinen AJE 2006, CEBP 2007 etc)

• Increasing application

including EUROCARE, SEER etc.

Page 4: Cohort and Period Approaches...Hybrid analysis (Brenner & Rachet, Eur J Cancer 2004) Model based period analysis 23.1.2014 Hermann Brenner, German Cancer Research Center (Brenner &

Principle of period versus cohort approaches

Cohort

Hermann Brenner, German Cancer Research Center23.1.2014

Period

Complete

Page 5: Cohort and Period Approaches...Hybrid analysis (Brenner & Rachet, Eur J Cancer 2004) Model based period analysis 23.1.2014 Hermann Brenner, German Cancer Research Center (Brenner &

Example of period versus cohort approaches

ACCIS Project, Childhood Cancer Survival in Europe

period

cohort

period

cohort

Hermann Brenner, German Cancer Research Center23.1.2014

Brenner et al, Ann Oncol 2007

Page 6: Cohort and Period Approaches...Hybrid analysis (Brenner & Rachet, Eur J Cancer 2004) Model based period analysis 23.1.2014 Hermann Brenner, German Cancer Research Center (Brenner &

Emprirical evaluation of period versus cohort approaches

Observed

Cohort

Hermann Brenner, German Cancer Research Center23.1.2014

Observed

Period

Page 7: Cohort and Period Approaches...Hybrid analysis (Brenner & Rachet, Eur J Cancer 2004) Model based period analysis 23.1.2014 Hermann Brenner, German Cancer Research Center (Brenner &

Emprirical evaluation of period versus cohort analysis (Finland 1983-87)

Cohort

Period

Observed

Hermann Brenner, German Cancer Research Center23.1.2014

Brenner & Hakulinen, JCO 2002

PeriodCohort

Observed

Page 8: Cohort and Period Approaches...Hybrid analysis (Brenner & Rachet, Eur J Cancer 2004) Model based period analysis 23.1.2014 Hermann Brenner, German Cancer Research Center (Brenner &

Emprirical evaluation of period versus cohort analysis (Finland 1963-97)

Period Cohort

Hermann Brenner, German Cancer Research Center23.1.2014

Brenner & Hakulinen, AJE 2002

Period Cohort

Page 9: Cohort and Period Approaches...Hybrid analysis (Brenner & Rachet, Eur J Cancer 2004) Model based period analysis 23.1.2014 Hermann Brenner, German Cancer Research Center (Brenner &

1997 1998 1999 2000 2001 2002 2003 2004 2005 2006

1997

1998

1999

2000

Follow-up

Dx

Beyond standard period analysis

Hermann Brenner, German Cancer Research Center23.1.2014

2001

2002

2003

2004

2005

2006

Page 10: Cohort and Period Approaches...Hybrid analysis (Brenner & Rachet, Eur J Cancer 2004) Model based period analysis 23.1.2014 Hermann Brenner, German Cancer Research Center (Brenner &

,

1997 1998 1999 2000 2001 2002 2003 2004 2005 2006

1997

1998

1999

2000

Follow-up

Dx

Model-based period analysis

=> precision, trends, tests, covariates, projections

Hermann Brenner, German Cancer Research Center23.1.2014

2001

2002

2003

2004

2005

2006

Brenner & Hakulinen, AJE 2006

Page 11: Cohort and Period Approaches...Hybrid analysis (Brenner & Rachet, Eur J Cancer 2004) Model based period analysis 23.1.2014 Hermann Brenner, German Cancer Research Center (Brenner &

Example for projections: multiple myeloma, USA

Hermann Brenner, German Cancer Research Center23.1.2014

Page 12: Cohort and Period Approaches...Hybrid analysis (Brenner & Rachet, Eur J Cancer 2004) Model based period analysis 23.1.2014 Hermann Brenner, German Cancer Research Center (Brenner &

Example for projections: multiple myeloma, USA

Hermann Brenner, German Cancer Research Center23.1.2014

Pulte et al, Haematologica 2009

Page 13: Cohort and Period Approaches...Hybrid analysis (Brenner & Rachet, Eur J Cancer 2004) Model based period analysis 23.1.2014 Hermann Brenner, German Cancer Research Center (Brenner &

Some practical issues: Cohort versus period modeling ?

DX 1997 1998 1999 2000 2001 2002 2003 2004 2005 2006

1997

1998

1999

2000

2001

Follow-up

Hermann Brenner, German Cancer Research Center23.1.2014

2001

2002

2003

2004

2005

2006

Brenner & Hakulinen IJC 2007: Period modeling mostly superior

Page 14: Cohort and Period Approaches...Hybrid analysis (Brenner & Rachet, Eur J Cancer 2004) Model based period analysis 23.1.2014 Hermann Brenner, German Cancer Research Center (Brenner &

Some practical issues: analyses of time trends

Avoid combinations of cohort and period analyses

Hermann Brenner, German Cancer Research Center23.1.2014

Page 15: Cohort and Period Approaches...Hybrid analysis (Brenner & Rachet, Eur J Cancer 2004) Model based period analysis 23.1.2014 Hermann Brenner, German Cancer Research Center (Brenner &

Some practical issues: analyses of time trends

Show period trends instead

Hermann Brenner, German Cancer Research Center23.1.2014

Page 16: Cohort and Period Approaches...Hybrid analysis (Brenner & Rachet, Eur J Cancer 2004) Model based period analysis 23.1.2014 Hermann Brenner, German Cancer Research Center (Brenner &

What to do if incidence is less up-to-date than mortality follow-up?

„Truncated period analysis“ ?

Hermann Brenner, German Cancer Research Center23.1.2014

Page 17: Cohort and Period Approaches...Hybrid analysis (Brenner & Rachet, Eur J Cancer 2004) Model based period analysis 23.1.2014 Hermann Brenner, German Cancer Research Center (Brenner &

What to do if incidence is less up-to-date than mortality follow-up?

Less up-to-date period analysis ?

Hermann Brenner, German Cancer Research Center23.1.2014

Page 18: Cohort and Period Approaches...Hybrid analysis (Brenner & Rachet, Eur J Cancer 2004) Model based period analysis 23.1.2014 Hermann Brenner, German Cancer Research Center (Brenner &

What to do if incidence is less up-to-date than mortality follow-up?

Hybrid analysis !

Hermann Brenner, German Cancer Research Center23.1.2014

Brenner & Rachet EJC 2004, Brenner & Hakulinen, EJC 2007

Page 19: Cohort and Period Approaches...Hybrid analysis (Brenner & Rachet, Eur J Cancer 2004) Model based period analysis 23.1.2014 Hermann Brenner, German Cancer Research Center (Brenner &

Full

Period

estimate

Some practical issues:

Which study population to describe for period analyses („Table 1“)?

Hermann Brenner, German Cancer Research Center23.1.2014

Full

Restricted

Page 20: Cohort and Period Approaches...Hybrid analysis (Brenner & Rachet, Eur J Cancer 2004) Model based period analysis 23.1.2014 Hermann Brenner, German Cancer Research Center (Brenner &

Length offollow-up

Length of period

2-year period 5-year period 10-year period

5-year RS Full Full Full

Some further practical issues:

Which study population to describe for period analyses („Table 1“)?

Empirical evaluation, Finnish Cancer Registry, Summary results

Hermann Brenner, German Cancer Research Center23.1.2014

5-year RS Full Full Full

10-year RS Full Full Restricted. Full Restricted

15-year RS Full

20-year RS Full

Jansen, Hakulinen & Brenner, Br J Cancer 2013

Page 21: Cohort and Period Approaches...Hybrid analysis (Brenner & Rachet, Eur J Cancer 2004) Model based period analysis 23.1.2014 Hermann Brenner, German Cancer Research Center (Brenner &

Full

Period

estimate

Some practical issues (yet to be clarified):

Which DCO proportions are relevant for period analysis?

Hermann Brenner, German Cancer Research Center23.1.2014

Full

Restricted

Page 22: Cohort and Period Approaches...Hybrid analysis (Brenner & Rachet, Eur J Cancer 2004) Model based period analysis 23.1.2014 Hermann Brenner, German Cancer Research Center (Brenner &

Hermann Brenner, German Cancer Research Center23.1.2014

Thank you for your attention!