210 likes | 304 Views
Identifying evidence for decision-analytic models. Suzy Paisley DoH Research Scientist in Evidence Synthesis Consensus Working Group on the Use of Evidence in Economic Decision Models : Establishing the Current Situation MRC HSRC Workshop 25 July 2005. DoH Award.
E N D
Identifying evidence for decision-analytic models Suzy Paisley DoH Research Scientist in Evidence Synthesis Consensus Working Group on the Use of Evidence in Economic Decision Models : Establishing the Current Situation MRC HSRC Workshop 25 July 2005
DoH Award To develop a systematic approach to searching for evidence to inform decision-analytic models • Characteristics and sources of evidence to inform parameter values • Use of evidence in informing other parts of the modelling process Consensus Working Group on the Use of Evidence in Economic Decision Models
Today’s presentation • Why an issue • Current practice • Identification of evidence • Use of evidence • Implications of current practice Consensus Working Group on the Use of Evidence in Economic Decision Models
Why an issue? • Environmental issues • Own experience • Undertaking HTA searches • Peer review of HTA reports Consensus Working Group on the Use of Evidence in Economic Decision Models
‘Typical’ HTA • Decision problem / research question • Syntheses of existing evidence • Systematic review of clinical-effectiveness • Decision-analytic model of cost-effectiveness Consensus Working Group on the Use of Evidence in Economic Decision Models
P = colorectal cancer I = irinotecan C = any relevant O = survival #1 colorectal #2 irinotecan #3 rct #4 #1 and #2 and #3 Decision problemsearch question Consensus Working Group on the Use of Evidence in Economic Decision Models
Modelling decision problems • Effectiveness • Costs • Resource use / activity • Health states • Utility values • Indirect comparators • Longer term outcomes • ‘Other’ interventions • Natural history • Epidemiology Consensus Working Group on the Use of Evidence in Economic Decision Models
Current practice • Analysis of 27 technology assessment reports (TARs) • Review of HTA guidelines • Content analysis of modelling guidelines Consensus Working Group on the Use of Evidence in Economic Decision Models
Current practice:Reports of models • Use evidence which cannot be identified systematically by PICO focused searches (21/27 (78%) assessments for NICE Paisley, 2001) • Report PICO focussed searches (4/21 (19%) reported additional ‘ad hoc’ searches Paisley, 2001) • Issues of transparency Consensus Working Group on the Use of Evidence in Economic Decision Models
Types Effectiveness Costs Resource use / activity Health states Utility values Indirect comparators Longer term outcomes ‘Other’ interventions Natural history Epidemiology Sources ‘Published papers’ Routine data Reference sources Local / clinical / expert opinion Sponsor submissions Current practice:Reports of models Uses Parameter values Model structure Sensitivity analysis Validation / consistency / calibration Consensus Working Group on the Use of Evidence in Economic Decision Models
Current practice:Methodological guidance • HTA Guidelines • Modelling guidelines Consensus Working Group on the Use of Evidence in Economic Decision Models
Current practice:HTA guidelines (n=32) Identification of evidence: No mention 13 (41%) Systematic review approach 13 (41%) Broad approach 2 (6%) Approach unclear 2 (6%) Not available 2 (6%) Name data sources 21 (66%) Consensus Working Group on the Use of Evidence in Economic Decision Models
Current practice:Modelling guidelines ISPOR Principles of Good Practice (Weinstein et al, 2003) • 1 explicit reference to systematic reviews of the literature • 41 implicit references to a process of seeking evidence • 30/41 (73%) references form statements within recommendations Consensus Working Group on the Use of Evidence in Economic Decision Models
Current practice:Modelling guidelines Model structure 10 (33%) Data identification 7 (23%) Data modelling 7 (23%) Data incorporation 0 (0%) Model validation 6 (20%) Consensus Working Group on the Use of Evidence in Economic Decision Models
Current practice:Conclusions • Reports of models • Report PICO focussed searches • Use a wide range of evidence from a wide range of sources throughout the modelling process • Modelling and HTA guidelines • Give limited explicit guidance • Give an implicit indication that range of sources should be used throughout the modelling process Consensus Working Group on the Use of Evidence in Economic Decision Models
Effectiveness Costs Resource use / activity Health states Utility values Indirect comparators Longer term outcomes ‘Other’ interventions Natural history Epidemiology Defining search questions Defining the evidence base Transferable / ‘proxy’ data Grouping questions Implications for searching:Types of evidence Consensus Working Group on the Use of Evidence in Economic Decision Models
‘Published papers’ Routine data Reference sources Local / clinical / expert opinion Sponsor submissions Prioritising appropriate sources Implications for searching:Sources of evidence Consensus Working Group on the Use of Evidence in Economic Decision Models
Parameter values Model structure Sensitivity analysis Validation / consistency / calibration Iterative nature of modelling process Matching retrieval of evidence to use of evidence Implications for searching:Uses of evidence Consensus Working Group on the Use of Evidence in Economic Decision Models
Other issues • Aim of the search • What evidence? • What for? • How much? • Methods of selecting evidence • Alternative search methods • Reporting standards Consensus Working Group on the Use of Evidence in Economic Decision Models
Conclusions The process of identifying evidence for models needs to take account of the following issues: • The range of types, sources and uses of evidence • The process of identifying relevant evidence bases and defining search questions • The iterative nature of model development • How much evidence is required • Reporting standards Consensus Working Group on the Use of Evidence in Economic Decision Models
Conclusions Identifying evidence for models is different to identifying evidence for systematic reviews. Consensus Working Group on the Use of Evidence in Economic Decision Models