SlideShare a Scribd company logo
1 of 12
Download to read offline
5/12/2015
1
Three treatment arms
Stepped wedge like and other designs
Steven Teerenstra
biostatistics, Radboud Instituted for Health Sciences
joint work with
Hilly Calsbeek, Hub Wollersheim from IQ Healthcare
Why comparing three treatments?
2
5/12/2015
2
 Two interventions in context to placebo
–Implementation strategy T, enhanced T+
–What if no active strategy was applied: C
– T+ superior to T+
• (descriptive) comparison T vs C, T+ vs C
 Golden standard non-inferiority trial
–placebo P, active control AC, test T
–T non-inferior to AC,
–AC (and/or T) superior to P (assay sens.)
 Equal interest in 3 interventions
–A vs B, A vs C, B vs C 3
 Two interventions in context to placebo
–Implementation strategy T, enhanced T+
–What if no active strategy was applied: C
– T+ superior to T+
• (descriptive) comparison T vs C, T+ vs C
 Golden standard non-inferiority trial
–placebo P, active control AC, test T
–T non-inferior to AC,
–AC (and/or T) superior to P (assay sens.)
 Equal interest in 3 interventions
–A vs B, A vs C, B vs C 4
5/12/2015
3
Setting
 Cross-sectional
• equal cluster size, equal number of clusters per group
 constant effects over time; T+ > T >> C
– two intervention effects: θT+, T > 0, θT, C > 0
– power on T+ vs T
– descriptive T vs C, T+ vs C
 Model
– Yijk = μ + βi + θT+, T + θT, C + υj + eijk if T+
– Yijk = μ + βi + θT, C + υj + eijk if T
– Yijk = μ + βi + υj + eijk if C
What designs make more / less sense?
building blocks
5/12/2015
4
time
group
Period 1 T1 Period 2 T2
1 (control) C (control) C
2 (control) C (treatment) T
time
Group
Period 1 T1
1 (control) C
2 (intervention) T
time
g
r
p
Period1 T1 Period 2 T2 Period3 T3
1 (control) C (control) C (treatm) T
2 (control) C (treatm.) T (treatm) T
Some possible designs
built from these
5/12/2015
5
posttest
hybrid pre-posttest
Parallel overlapping pre-posttest
Sequential pre-post-posttest
Sequential double
pre-posttest
Sequential double hybrid
stepped wedge
Sequential double stepped wedge
5/12/2015
6
parallel hybrid double pre-posttest
parallel double pre-posttest
parallel double stepped wedge
many others possible…
Different goals / constraints
 Small number of clusters
• e.g. limited number of memory clinics
 Small number of measurements
• e.g. trial has to finish in 2 years due to grant obligation
 Small number of total subjects
• #clusters * cluster size * #measurements
(because design is cross-sectional)
 Small costs
• Optimalization of power given cost function
• Given cost per cluster, per subject, per measurement
5/12/2015
7
Different goals / constraints
 Small number of clusters
• e.g. limited number of memory clinics
 Small number of measurements
• e.g. trial has to finish in 2 years due to grant obligation
 Small number of total subjects
• #clusters * cluster size * #measurements
(because design is cross-sectional)
 Small costs
• Optimalization of power given cost function
• Given cost per cluster, per subject, per measurement
5/12/2015
8
Observations
 SW designs are less influenced by ICC than
(pre)post test designs
 Impact of ICC increases with cluster size
5/12/2015
9
5/12/2015
10
 Smallest number of clusters
• double SW (parallel or sequential)
– If n=5: parallel double SW fewest clusters
– If n=50: sequential double SW fewest clusters
• seq. pre-post-post, seq.double pre-post,
seq.double hybrid SW
 Small number of measurements
–2 measurements
• Small ICC: hybrid pre-posttest
• Larger ICC: parallel hybrid double preposttest
–3 measurements
• Parallel double SW
 ‘SW’ favorably for comparing 3 trt arms
Sample size
1. calculate sample size per group as usual
• for a individual randomized posttest design
2. multiply by (1+(n-1)*ICC)
• to account for clustering of subjects in clusters
• n=cluster size
3. multiply by appropriate design effect
• gives the sample size per group
4. multiply by #groups for sample size per time
• So divide by cluster size to get total number of clusters
20
5/12/2015
11
Total number of clusters ..
Discussion
 Not exhaustive list of options…other?
 Practicality of these designs?
–Few measurements:
• more implementation effort? (more clusters per group)
• Learning effect / fading out effect cannot be
investigated?
• Effect has to come to full potential before measurement
 Order of ‘best’ designs may be different
when minimizing cost / total sample size
 …
5/12/2015
12

More Related Content

Similar to Three treatment arms Stepped wedge like and other designs

The stepped wedge cluster randomised trial workshop: session 3
The stepped wedge cluster randomised trial workshop: session 3The stepped wedge cluster randomised trial workshop: session 3
The stepped wedge cluster randomised trial workshop: session 3Karla hemming
 
Research and reporting methods for the stepped wedge cluster randomized trial...
Research and reporting methods for the stepped wedge cluster randomized trial...Research and reporting methods for the stepped wedge cluster randomized trial...
Research and reporting methods for the stepped wedge cluster randomized trial...NIHR CLAHRC West Midlands
 
Designing Test Collections That Provide Tight Confidence Intervals
Designing Test Collections That Provide Tight Confidence IntervalsDesigning Test Collections That Provide Tight Confidence Intervals
Designing Test Collections That Provide Tight Confidence IntervalsTetsuya Sakai
 
Why start using uplift models for more efficient marketing campaigns
Why start using uplift models for more efficient marketing campaignsWhy start using uplift models for more efficient marketing campaigns
Why start using uplift models for more efficient marketing campaignsData Con LA
 
Beyond Churn Prediction : An Introduction to uplift modeling
Beyond Churn Prediction : An Introduction to uplift modelingBeyond Churn Prediction : An Introduction to uplift modeling
Beyond Churn Prediction : An Introduction to uplift modelingPierre Gutierrez
 
An introduction to the stepped wedge cluster randomised trial
An introduction to the stepped wedge cluster randomised trial An introduction to the stepped wedge cluster randomised trial
An introduction to the stepped wedge cluster randomised trial Karla hemming
 
D1 design and analysis approaches to evaluate cardiovascular risk - 2012 eugm
D1   design and analysis approaches to evaluate cardiovascular risk - 2012 eugmD1   design and analysis approaches to evaluate cardiovascular risk - 2012 eugm
D1 design and analysis approaches to evaluate cardiovascular risk - 2012 eugmtherealreverendbayes
 
Eugm 2012 gaydos - design and analysis approaches to evaluate cardiovascula...
Eugm 2012   gaydos - design and analysis approaches to evaluate cardiovascula...Eugm 2012   gaydos - design and analysis approaches to evaluate cardiovascula...
Eugm 2012 gaydos - design and analysis approaches to evaluate cardiovascula...Cytel USA
 
2012-05-30 EUGM | GAYDOS | Design & Analysis Approaches to Evaluate Cardiovas...
2012-05-30 EUGM | GAYDOS | Design & Analysis Approaches to Evaluate Cardiovas...2012-05-30 EUGM | GAYDOS | Design & Analysis Approaches to Evaluate Cardiovas...
2012-05-30 EUGM | GAYDOS | Design & Analysis Approaches to Evaluate Cardiovas...Cytel USA
 
A05 Continuous One Variable Stat Tests
A05 Continuous One Variable Stat TestsA05 Continuous One Variable Stat Tests
A05 Continuous One Variable Stat TestsLeanleaders.org
 
A05 Continuous One Variable Stat Tests
A05 Continuous One Variable Stat TestsA05 Continuous One Variable Stat Tests
A05 Continuous One Variable Stat TestsLeanleaders.org
 
6.4.1 designs density
6.4.1 designs density6.4.1 designs density
6.4.1 designs densityA M
 
ders 3.3 Unit root testing section 3 .pptx
ders 3.3 Unit root testing section 3 .pptxders 3.3 Unit root testing section 3 .pptx
ders 3.3 Unit root testing section 3 .pptxErgin Akalpler
 
TIE: A Framework for Embedding-based Incremental Temporal Knowledge Graph Com...
TIE: A Framework for Embedding-based Incremental Temporal Knowledge Graph Com...TIE: A Framework for Embedding-based Incremental Temporal Knowledge Graph Com...
TIE: A Framework for Embedding-based Incremental Temporal Knowledge Graph Com...Jiapeng Wu
 
Introduction to Uplift Modelling
Introduction to Uplift ModellingIntroduction to Uplift Modelling
Introduction to Uplift ModellingPierre Gutierrez
 
Test suite minimization
Test suite minimizationTest suite minimization
Test suite minimizationGaurav Saxena
 
Toward an Ethical Experiment
Toward an Ethical ExperimentToward an Ethical Experiment
Toward an Ethical ExperimentYusuke Narita
 
Dog-legs, Ladders and a CONSORT statement - Alan Girling and Karla Hemming
Dog-legs, Ladders and a CONSORT statement - Alan Girling and Karla HemmingDog-legs, Ladders and a CONSORT statement - Alan Girling and Karla Hemming
Dog-legs, Ladders and a CONSORT statement - Alan Girling and Karla HemmingNIHR CLAHRC West Midlands
 

Similar to Three treatment arms Stepped wedge like and other designs (20)

The stepped wedge cluster randomised trial workshop: session 3
The stepped wedge cluster randomised trial workshop: session 3The stepped wedge cluster randomised trial workshop: session 3
The stepped wedge cluster randomised trial workshop: session 3
 
Research and reporting methods for the stepped wedge cluster randomized trial...
Research and reporting methods for the stepped wedge cluster randomized trial...Research and reporting methods for the stepped wedge cluster randomized trial...
Research and reporting methods for the stepped wedge cluster randomized trial...
 
Designing Test Collections That Provide Tight Confidence Intervals
Designing Test Collections That Provide Tight Confidence IntervalsDesigning Test Collections That Provide Tight Confidence Intervals
Designing Test Collections That Provide Tight Confidence Intervals
 
Why start using uplift models for more efficient marketing campaigns
Why start using uplift models for more efficient marketing campaignsWhy start using uplift models for more efficient marketing campaigns
Why start using uplift models for more efficient marketing campaigns
 
Beyond Churn Prediction : An Introduction to uplift modeling
Beyond Churn Prediction : An Introduction to uplift modelingBeyond Churn Prediction : An Introduction to uplift modeling
Beyond Churn Prediction : An Introduction to uplift modeling
 
Meetup_FGVA_Uplift @ Dataiku
Meetup_FGVA_Uplift @ DataikuMeetup_FGVA_Uplift @ Dataiku
Meetup_FGVA_Uplift @ Dataiku
 
An introduction to the stepped wedge cluster randomised trial
An introduction to the stepped wedge cluster randomised trial An introduction to the stepped wedge cluster randomised trial
An introduction to the stepped wedge cluster randomised trial
 
D1 design and analysis approaches to evaluate cardiovascular risk - 2012 eugm
D1   design and analysis approaches to evaluate cardiovascular risk - 2012 eugmD1   design and analysis approaches to evaluate cardiovascular risk - 2012 eugm
D1 design and analysis approaches to evaluate cardiovascular risk - 2012 eugm
 
Eugm 2012 gaydos - design and analysis approaches to evaluate cardiovascula...
Eugm 2012   gaydos - design and analysis approaches to evaluate cardiovascula...Eugm 2012   gaydos - design and analysis approaches to evaluate cardiovascula...
Eugm 2012 gaydos - design and analysis approaches to evaluate cardiovascula...
 
2012-05-30 EUGM | GAYDOS | Design & Analysis Approaches to Evaluate Cardiovas...
2012-05-30 EUGM | GAYDOS | Design & Analysis Approaches to Evaluate Cardiovas...2012-05-30 EUGM | GAYDOS | Design & Analysis Approaches to Evaluate Cardiovas...
2012-05-30 EUGM | GAYDOS | Design & Analysis Approaches to Evaluate Cardiovas...
 
A05 Continuous One Variable Stat Tests
A05 Continuous One Variable Stat TestsA05 Continuous One Variable Stat Tests
A05 Continuous One Variable Stat Tests
 
A05 Continuous One Variable Stat Tests
A05 Continuous One Variable Stat TestsA05 Continuous One Variable Stat Tests
A05 Continuous One Variable Stat Tests
 
6.4.1 designs density
6.4.1 designs density6.4.1 designs density
6.4.1 designs density
 
ders 3.3 Unit root testing section 3 .pptx
ders 3.3 Unit root testing section 3 .pptxders 3.3 Unit root testing section 3 .pptx
ders 3.3 Unit root testing section 3 .pptx
 
TIE: A Framework for Embedding-based Incremental Temporal Knowledge Graph Com...
TIE: A Framework for Embedding-based Incremental Temporal Knowledge Graph Com...TIE: A Framework for Embedding-based Incremental Temporal Knowledge Graph Com...
TIE: A Framework for Embedding-based Incremental Temporal Knowledge Graph Com...
 
Introduction to Uplift Modelling
Introduction to Uplift ModellingIntroduction to Uplift Modelling
Introduction to Uplift Modelling
 
Test suite minimization
Test suite minimizationTest suite minimization
Test suite minimization
 
Toward an Ethical Experiment
Toward an Ethical ExperimentToward an Ethical Experiment
Toward an Ethical Experiment
 
Dog-legs, Ladders and a CONSORT statement - Alan Girling and Karla Hemming
Dog-legs, Ladders and a CONSORT statement - Alan Girling and Karla HemmingDog-legs, Ladders and a CONSORT statement - Alan Girling and Karla Hemming
Dog-legs, Ladders and a CONSORT statement - Alan Girling and Karla Hemming
 
ictir2016
ictir2016ictir2016
ictir2016
 

More from NIHR CLAHRC West Midlands

Alison Hipwell presentation at PPI Supervisory Committee meeting
Alison Hipwell presentation at PPI Supervisory Committee meetingAlison Hipwell presentation at PPI Supervisory Committee meeting
Alison Hipwell presentation at PPI Supervisory Committee meetingNIHR CLAHRC West Midlands
 
Rapid qualitative analysis: does it deliver? - Beck Taylor
Rapid qualitative analysis: does it deliver? - Beck TaylorRapid qualitative analysis: does it deliver? - Beck Taylor
Rapid qualitative analysis: does it deliver? - Beck TaylorNIHR CLAHRC West Midlands
 
Towards a National Learning Health System - Aziz Sheikh
Towards a National Learning Health System - Aziz SheikhTowards a National Learning Health System - Aziz Sheikh
Towards a National Learning Health System - Aziz SheikhNIHR CLAHRC West Midlands
 
4 - Further info - Setting up research in the NHS: practical and ethical cons...
4 - Further info - Setting up research in the NHS: practical and ethical cons...4 - Further info - Setting up research in the NHS: practical and ethical cons...
4 - Further info - Setting up research in the NHS: practical and ethical cons...NIHR CLAHRC West Midlands
 
3 - UoB - Setting up research in the NHS: practical and ethical considerations
3 - UoB - Setting up research in the NHS: practical and ethical considerations3 - UoB - Setting up research in the NHS: practical and ethical considerations
3 - UoB - Setting up research in the NHS: practical and ethical considerationsNIHR CLAHRC West Midlands
 
2 CRN - Setting up research in the NHS: practical and ethical considerations
2 CRN - Setting up research in the NHS: practical and ethical considerations2 CRN - Setting up research in the NHS: practical and ethical considerations
2 CRN - Setting up research in the NHS: practical and ethical considerationsNIHR CLAHRC West Midlands
 
1 - HRA - Setting up research in the NHS: practical and ethical considerations
1 - HRA - Setting up research in the NHS: practical and ethical considerations1 - HRA - Setting up research in the NHS: practical and ethical considerations
1 - HRA - Setting up research in the NHS: practical and ethical considerationsNIHR CLAHRC West Midlands
 
CLAHARC WM Capacity Development Strategy - Nathalie Maillard and Tom Marshall
CLAHARC WM Capacity Development Strategy - Nathalie Maillard and Tom MarshallCLAHARC WM Capacity Development Strategy - Nathalie Maillard and Tom Marshall
CLAHARC WM Capacity Development Strategy - Nathalie Maillard and Tom MarshallNIHR CLAHRC West Midlands
 
Feedback from 'speed dating' - Postgrad / Early Career Researcher event 19th ...
Feedback from 'speed dating' - Postgrad / Early Career Researcher event 19th ...Feedback from 'speed dating' - Postgrad / Early Career Researcher event 19th ...
Feedback from 'speed dating' - Postgrad / Early Career Researcher event 19th ...NIHR CLAHRC West Midlands
 
Magdalena Skrybant and Nathalie Maillard - Patient and Public Involvement and...
Magdalena Skrybant and Nathalie Maillard - Patient and Public Involvement and...Magdalena Skrybant and Nathalie Maillard - Patient and Public Involvement and...
Magdalena Skrybant and Nathalie Maillard - Patient and Public Involvement and...NIHR CLAHRC West Midlands
 
Prof Tom Marshall - Introduction to the opportunties and support available to...
Prof Tom Marshall - Introduction to the opportunties and support available to...Prof Tom Marshall - Introduction to the opportunties and support available to...
Prof Tom Marshall - Introduction to the opportunties and support available to...NIHR CLAHRC West Midlands
 
The last fellowship... the next fellowship application
The last fellowship... the next fellowship applicationThe last fellowship... the next fellowship application
The last fellowship... the next fellowship applicationNIHR CLAHRC West Midlands
 
Rapid qualitative analysis vs the 'traditional approach': early findings and ...
Rapid qualitative analysis vs the 'traditional approach': early findings and ...Rapid qualitative analysis vs the 'traditional approach': early findings and ...
Rapid qualitative analysis vs the 'traditional approach': early findings and ...NIHR CLAHRC West Midlands
 
Clahrc ps cmeeting_21st_sept2015_spacer_project_kp
Clahrc ps cmeeting_21st_sept2015_spacer_project_kpClahrc ps cmeeting_21st_sept2015_spacer_project_kp
Clahrc ps cmeeting_21st_sept2015_spacer_project_kpNIHR CLAHRC West Midlands
 
Clahrc ps cmeeting_21st_sept2015_spacer_project_cc
Clahrc ps cmeeting_21st_sept2015_spacer_project_ccClahrc ps cmeeting_21st_sept2015_spacer_project_cc
Clahrc ps cmeeting_21st_sept2015_spacer_project_ccNIHR CLAHRC West Midlands
 
Clahrc ps cmeeting_21st_sept2015_spacer_project_af
Clahrc ps cmeeting_21st_sept2015_spacer_project_afClahrc ps cmeeting_21st_sept2015_spacer_project_af
Clahrc ps cmeeting_21st_sept2015_spacer_project_afNIHR CLAHRC West Midlands
 
Observations and Reflections of my visit to Rolls-Royce in Derby - Nathalie M...
Observations and Reflections of my visit to Rolls-Royce in Derby - Nathalie M...Observations and Reflections of my visit to Rolls-Royce in Derby - Nathalie M...
Observations and Reflections of my visit to Rolls-Royce in Derby - Nathalie M...NIHR CLAHRC West Midlands
 
Preventing Obesity in Pregnancy Study (POPS 2)
Preventing Obesity in Pregnancy Study (POPS 2) Preventing Obesity in Pregnancy Study (POPS 2)
Preventing Obesity in Pregnancy Study (POPS 2) NIHR CLAHRC West Midlands
 
Where's WALY - Aileen Clarke and Sian Taylor-Phillips
Where's WALY - Aileen Clarke and Sian Taylor-PhillipsWhere's WALY - Aileen Clarke and Sian Taylor-Phillips
Where's WALY - Aileen Clarke and Sian Taylor-PhillipsNIHR CLAHRC West Midlands
 

More from NIHR CLAHRC West Midlands (20)

Emma Healey presentation on ENHANCE Project
Emma Healey presentation on ENHANCE ProjectEmma Healey presentation on ENHANCE Project
Emma Healey presentation on ENHANCE Project
 
Alison Hipwell presentation at PPI Supervisory Committee meeting
Alison Hipwell presentation at PPI Supervisory Committee meetingAlison Hipwell presentation at PPI Supervisory Committee meeting
Alison Hipwell presentation at PPI Supervisory Committee meeting
 
Rapid qualitative analysis: does it deliver? - Beck Taylor
Rapid qualitative analysis: does it deliver? - Beck TaylorRapid qualitative analysis: does it deliver? - Beck Taylor
Rapid qualitative analysis: does it deliver? - Beck Taylor
 
Towards a National Learning Health System - Aziz Sheikh
Towards a National Learning Health System - Aziz SheikhTowards a National Learning Health System - Aziz Sheikh
Towards a National Learning Health System - Aziz Sheikh
 
4 - Further info - Setting up research in the NHS: practical and ethical cons...
4 - Further info - Setting up research in the NHS: practical and ethical cons...4 - Further info - Setting up research in the NHS: practical and ethical cons...
4 - Further info - Setting up research in the NHS: practical and ethical cons...
 
3 - UoB - Setting up research in the NHS: practical and ethical considerations
3 - UoB - Setting up research in the NHS: practical and ethical considerations3 - UoB - Setting up research in the NHS: practical and ethical considerations
3 - UoB - Setting up research in the NHS: practical and ethical considerations
 
2 CRN - Setting up research in the NHS: practical and ethical considerations
2 CRN - Setting up research in the NHS: practical and ethical considerations2 CRN - Setting up research in the NHS: practical and ethical considerations
2 CRN - Setting up research in the NHS: practical and ethical considerations
 
1 - HRA - Setting up research in the NHS: practical and ethical considerations
1 - HRA - Setting up research in the NHS: practical and ethical considerations1 - HRA - Setting up research in the NHS: practical and ethical considerations
1 - HRA - Setting up research in the NHS: practical and ethical considerations
 
CLAHARC WM Capacity Development Strategy - Nathalie Maillard and Tom Marshall
CLAHARC WM Capacity Development Strategy - Nathalie Maillard and Tom MarshallCLAHARC WM Capacity Development Strategy - Nathalie Maillard and Tom Marshall
CLAHARC WM Capacity Development Strategy - Nathalie Maillard and Tom Marshall
 
Feedback from 'speed dating' - Postgrad / Early Career Researcher event 19th ...
Feedback from 'speed dating' - Postgrad / Early Career Researcher event 19th ...Feedback from 'speed dating' - Postgrad / Early Career Researcher event 19th ...
Feedback from 'speed dating' - Postgrad / Early Career Researcher event 19th ...
 
Magdalena Skrybant and Nathalie Maillard - Patient and Public Involvement and...
Magdalena Skrybant and Nathalie Maillard - Patient and Public Involvement and...Magdalena Skrybant and Nathalie Maillard - Patient and Public Involvement and...
Magdalena Skrybant and Nathalie Maillard - Patient and Public Involvement and...
 
Prof Tom Marshall - Introduction to the opportunties and support available to...
Prof Tom Marshall - Introduction to the opportunties and support available to...Prof Tom Marshall - Introduction to the opportunties and support available to...
Prof Tom Marshall - Introduction to the opportunties and support available to...
 
The last fellowship... the next fellowship application
The last fellowship... the next fellowship applicationThe last fellowship... the next fellowship application
The last fellowship... the next fellowship application
 
Rapid qualitative analysis vs the 'traditional approach': early findings and ...
Rapid qualitative analysis vs the 'traditional approach': early findings and ...Rapid qualitative analysis vs the 'traditional approach': early findings and ...
Rapid qualitative analysis vs the 'traditional approach': early findings and ...
 
Clahrc ps cmeeting_21st_sept2015_spacer_project_kp
Clahrc ps cmeeting_21st_sept2015_spacer_project_kpClahrc ps cmeeting_21st_sept2015_spacer_project_kp
Clahrc ps cmeeting_21st_sept2015_spacer_project_kp
 
Clahrc ps cmeeting_21st_sept2015_spacer_project_cc
Clahrc ps cmeeting_21st_sept2015_spacer_project_ccClahrc ps cmeeting_21st_sept2015_spacer_project_cc
Clahrc ps cmeeting_21st_sept2015_spacer_project_cc
 
Clahrc ps cmeeting_21st_sept2015_spacer_project_af
Clahrc ps cmeeting_21st_sept2015_spacer_project_afClahrc ps cmeeting_21st_sept2015_spacer_project_af
Clahrc ps cmeeting_21st_sept2015_spacer_project_af
 
Observations and Reflections of my visit to Rolls-Royce in Derby - Nathalie M...
Observations and Reflections of my visit to Rolls-Royce in Derby - Nathalie M...Observations and Reflections of my visit to Rolls-Royce in Derby - Nathalie M...
Observations and Reflections of my visit to Rolls-Royce in Derby - Nathalie M...
 
Preventing Obesity in Pregnancy Study (POPS 2)
Preventing Obesity in Pregnancy Study (POPS 2) Preventing Obesity in Pregnancy Study (POPS 2)
Preventing Obesity in Pregnancy Study (POPS 2)
 
Where's WALY - Aileen Clarke and Sian Taylor-Phillips
Where's WALY - Aileen Clarke and Sian Taylor-PhillipsWhere's WALY - Aileen Clarke and Sian Taylor-Phillips
Where's WALY - Aileen Clarke and Sian Taylor-Phillips
 

Recently uploaded

Bangalore Call Girls Hebbal Kempapura Number 7001035870 Meetin With Bangalor...
Bangalore Call Girls Hebbal Kempapura Number 7001035870  Meetin With Bangalor...Bangalore Call Girls Hebbal Kempapura Number 7001035870  Meetin With Bangalor...
Bangalore Call Girls Hebbal Kempapura Number 7001035870 Meetin With Bangalor...narwatsonia7
 
Book Paid Powai Call Girls Mumbai 𖠋 9930245274 𖠋Low Budget Full Independent H...
Book Paid Powai Call Girls Mumbai 𖠋 9930245274 𖠋Low Budget Full Independent H...Book Paid Powai Call Girls Mumbai 𖠋 9930245274 𖠋Low Budget Full Independent H...
Book Paid Powai Call Girls Mumbai 𖠋 9930245274 𖠋Low Budget Full Independent H...Call Girls in Nagpur High Profile
 
Vip Call Girls Anna Salai Chennai 👉 8250192130 ❣️💯 Top Class Girls Available
Vip Call Girls Anna Salai Chennai 👉 8250192130 ❣️💯 Top Class Girls AvailableVip Call Girls Anna Salai Chennai 👉 8250192130 ❣️💯 Top Class Girls Available
Vip Call Girls Anna Salai Chennai 👉 8250192130 ❣️💯 Top Class Girls AvailableNehru place Escorts
 
CALL ON ➥9907093804 🔝 Call Girls Baramati ( Pune) Girls Service
CALL ON ➥9907093804 🔝 Call Girls Baramati ( Pune)  Girls ServiceCALL ON ➥9907093804 🔝 Call Girls Baramati ( Pune)  Girls Service
CALL ON ➥9907093804 🔝 Call Girls Baramati ( Pune) Girls ServiceMiss joya
 
VIP Call Girls Pune Vrinda 9907093804 Short 1500 Night 6000 Best call girls S...
VIP Call Girls Pune Vrinda 9907093804 Short 1500 Night 6000 Best call girls S...VIP Call Girls Pune Vrinda 9907093804 Short 1500 Night 6000 Best call girls S...
VIP Call Girls Pune Vrinda 9907093804 Short 1500 Night 6000 Best call girls S...Miss joya
 
Bangalore Call Girls Marathahalli 📞 9907093804 High Profile Service 100% Safe
Bangalore Call Girls Marathahalli 📞 9907093804 High Profile Service 100% SafeBangalore Call Girls Marathahalli 📞 9907093804 High Profile Service 100% Safe
Bangalore Call Girls Marathahalli 📞 9907093804 High Profile Service 100% Safenarwatsonia7
 
High Profile Call Girls Coimbatore Saanvi☎️ 8250192130 Independent Escort Se...
High Profile Call Girls Coimbatore Saanvi☎️  8250192130 Independent Escort Se...High Profile Call Girls Coimbatore Saanvi☎️  8250192130 Independent Escort Se...
High Profile Call Girls Coimbatore Saanvi☎️ 8250192130 Independent Escort Se...narwatsonia7
 
Lucknow Call girls - 8800925952 - 24x7 service with hotel room
Lucknow Call girls - 8800925952 - 24x7 service with hotel roomLucknow Call girls - 8800925952 - 24x7 service with hotel room
Lucknow Call girls - 8800925952 - 24x7 service with hotel roomdiscovermytutordmt
 
Call Girls Cuttack Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Cuttack Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Cuttack Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Cuttack Just Call 9907093804 Top Class Call Girl Service AvailableDipal Arora
 
(Rocky) Jaipur Call Girl - 9521753030 Escorts Service 50% Off with Cash ON De...
(Rocky) Jaipur Call Girl - 9521753030 Escorts Service 50% Off with Cash ON De...(Rocky) Jaipur Call Girl - 9521753030 Escorts Service 50% Off with Cash ON De...
(Rocky) Jaipur Call Girl - 9521753030 Escorts Service 50% Off with Cash ON De...indiancallgirl4rent
 
VIP Call Girls Pune Vani 9907093804 Short 1500 Night 6000 Best call girls Ser...
VIP Call Girls Pune Vani 9907093804 Short 1500 Night 6000 Best call girls Ser...VIP Call Girls Pune Vani 9907093804 Short 1500 Night 6000 Best call girls Ser...
VIP Call Girls Pune Vani 9907093804 Short 1500 Night 6000 Best call girls Ser...Miss joya
 
VIP Call Girls Tirunelveli Aaradhya 8250192130 Independent Escort Service Tir...
VIP Call Girls Tirunelveli Aaradhya 8250192130 Independent Escort Service Tir...VIP Call Girls Tirunelveli Aaradhya 8250192130 Independent Escort Service Tir...
VIP Call Girls Tirunelveli Aaradhya 8250192130 Independent Escort Service Tir...narwatsonia7
 
Aspirin presentation slides by Dr. Rewas Ali
Aspirin presentation slides by Dr. Rewas AliAspirin presentation slides by Dr. Rewas Ali
Aspirin presentation slides by Dr. Rewas AliRewAs ALI
 
Call Girl Number in Vashi Mumbai📲 9833363713 💞 Full Night Enjoy
Call Girl Number in Vashi Mumbai📲 9833363713 💞 Full Night EnjoyCall Girl Number in Vashi Mumbai📲 9833363713 💞 Full Night Enjoy
Call Girl Number in Vashi Mumbai📲 9833363713 💞 Full Night Enjoybabeytanya
 
Russian Call Girls in Pune Riya 9907093804 Short 1500 Night 6000 Best call gi...
Russian Call Girls in Pune Riya 9907093804 Short 1500 Night 6000 Best call gi...Russian Call Girls in Pune Riya 9907093804 Short 1500 Night 6000 Best call gi...
Russian Call Girls in Pune Riya 9907093804 Short 1500 Night 6000 Best call gi...Miss joya
 
VIP Mumbai Call Girls Hiranandani Gardens Just Call 9920874524 with A/C Room ...
VIP Mumbai Call Girls Hiranandani Gardens Just Call 9920874524 with A/C Room ...VIP Mumbai Call Girls Hiranandani Gardens Just Call 9920874524 with A/C Room ...
VIP Mumbai Call Girls Hiranandani Gardens Just Call 9920874524 with A/C Room ...Garima Khatri
 
VIP Russian Call Girls in Varanasi Samaira 8250192130 Independent Escort Serv...
VIP Russian Call Girls in Varanasi Samaira 8250192130 Independent Escort Serv...VIP Russian Call Girls in Varanasi Samaira 8250192130 Independent Escort Serv...
VIP Russian Call Girls in Varanasi Samaira 8250192130 Independent Escort Serv...Neha Kaur
 
Premium Call Girls Cottonpet Whatsapp 7001035870 Independent Escort Service
Premium Call Girls Cottonpet Whatsapp 7001035870 Independent Escort ServicePremium Call Girls Cottonpet Whatsapp 7001035870 Independent Escort Service
Premium Call Girls Cottonpet Whatsapp 7001035870 Independent Escort Servicevidya singh
 
Call Girls Colaba Mumbai ❤️ 9920874524 👈 Cash on Delivery
Call Girls Colaba Mumbai ❤️ 9920874524 👈 Cash on DeliveryCall Girls Colaba Mumbai ❤️ 9920874524 👈 Cash on Delivery
Call Girls Colaba Mumbai ❤️ 9920874524 👈 Cash on Deliverynehamumbai
 

Recently uploaded (20)

Bangalore Call Girls Hebbal Kempapura Number 7001035870 Meetin With Bangalor...
Bangalore Call Girls Hebbal Kempapura Number 7001035870  Meetin With Bangalor...Bangalore Call Girls Hebbal Kempapura Number 7001035870  Meetin With Bangalor...
Bangalore Call Girls Hebbal Kempapura Number 7001035870 Meetin With Bangalor...
 
Book Paid Powai Call Girls Mumbai 𖠋 9930245274 𖠋Low Budget Full Independent H...
Book Paid Powai Call Girls Mumbai 𖠋 9930245274 𖠋Low Budget Full Independent H...Book Paid Powai Call Girls Mumbai 𖠋 9930245274 𖠋Low Budget Full Independent H...
Book Paid Powai Call Girls Mumbai 𖠋 9930245274 𖠋Low Budget Full Independent H...
 
Vip Call Girls Anna Salai Chennai 👉 8250192130 ❣️💯 Top Class Girls Available
Vip Call Girls Anna Salai Chennai 👉 8250192130 ❣️💯 Top Class Girls AvailableVip Call Girls Anna Salai Chennai 👉 8250192130 ❣️💯 Top Class Girls Available
Vip Call Girls Anna Salai Chennai 👉 8250192130 ❣️💯 Top Class Girls Available
 
CALL ON ➥9907093804 🔝 Call Girls Baramati ( Pune) Girls Service
CALL ON ➥9907093804 🔝 Call Girls Baramati ( Pune)  Girls ServiceCALL ON ➥9907093804 🔝 Call Girls Baramati ( Pune)  Girls Service
CALL ON ➥9907093804 🔝 Call Girls Baramati ( Pune) Girls Service
 
VIP Call Girls Pune Vrinda 9907093804 Short 1500 Night 6000 Best call girls S...
VIP Call Girls Pune Vrinda 9907093804 Short 1500 Night 6000 Best call girls S...VIP Call Girls Pune Vrinda 9907093804 Short 1500 Night 6000 Best call girls S...
VIP Call Girls Pune Vrinda 9907093804 Short 1500 Night 6000 Best call girls S...
 
Bangalore Call Girls Marathahalli 📞 9907093804 High Profile Service 100% Safe
Bangalore Call Girls Marathahalli 📞 9907093804 High Profile Service 100% SafeBangalore Call Girls Marathahalli 📞 9907093804 High Profile Service 100% Safe
Bangalore Call Girls Marathahalli 📞 9907093804 High Profile Service 100% Safe
 
High Profile Call Girls Coimbatore Saanvi☎️ 8250192130 Independent Escort Se...
High Profile Call Girls Coimbatore Saanvi☎️  8250192130 Independent Escort Se...High Profile Call Girls Coimbatore Saanvi☎️  8250192130 Independent Escort Se...
High Profile Call Girls Coimbatore Saanvi☎️ 8250192130 Independent Escort Se...
 
Lucknow Call girls - 8800925952 - 24x7 service with hotel room
Lucknow Call girls - 8800925952 - 24x7 service with hotel roomLucknow Call girls - 8800925952 - 24x7 service with hotel room
Lucknow Call girls - 8800925952 - 24x7 service with hotel room
 
Call Girls Cuttack Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Cuttack Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Cuttack Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Cuttack Just Call 9907093804 Top Class Call Girl Service Available
 
(Rocky) Jaipur Call Girl - 9521753030 Escorts Service 50% Off with Cash ON De...
(Rocky) Jaipur Call Girl - 9521753030 Escorts Service 50% Off with Cash ON De...(Rocky) Jaipur Call Girl - 9521753030 Escorts Service 50% Off with Cash ON De...
(Rocky) Jaipur Call Girl - 9521753030 Escorts Service 50% Off with Cash ON De...
 
VIP Call Girls Pune Vani 9907093804 Short 1500 Night 6000 Best call girls Ser...
VIP Call Girls Pune Vani 9907093804 Short 1500 Night 6000 Best call girls Ser...VIP Call Girls Pune Vani 9907093804 Short 1500 Night 6000 Best call girls Ser...
VIP Call Girls Pune Vani 9907093804 Short 1500 Night 6000 Best call girls Ser...
 
VIP Call Girls Tirunelveli Aaradhya 8250192130 Independent Escort Service Tir...
VIP Call Girls Tirunelveli Aaradhya 8250192130 Independent Escort Service Tir...VIP Call Girls Tirunelveli Aaradhya 8250192130 Independent Escort Service Tir...
VIP Call Girls Tirunelveli Aaradhya 8250192130 Independent Escort Service Tir...
 
Aspirin presentation slides by Dr. Rewas Ali
Aspirin presentation slides by Dr. Rewas AliAspirin presentation slides by Dr. Rewas Ali
Aspirin presentation slides by Dr. Rewas Ali
 
Call Girl Number in Vashi Mumbai📲 9833363713 💞 Full Night Enjoy
Call Girl Number in Vashi Mumbai📲 9833363713 💞 Full Night EnjoyCall Girl Number in Vashi Mumbai📲 9833363713 💞 Full Night Enjoy
Call Girl Number in Vashi Mumbai📲 9833363713 💞 Full Night Enjoy
 
Russian Call Girls in Pune Riya 9907093804 Short 1500 Night 6000 Best call gi...
Russian Call Girls in Pune Riya 9907093804 Short 1500 Night 6000 Best call gi...Russian Call Girls in Pune Riya 9907093804 Short 1500 Night 6000 Best call gi...
Russian Call Girls in Pune Riya 9907093804 Short 1500 Night 6000 Best call gi...
 
sauth delhi call girls in Bhajanpura 🔝 9953056974 🔝 escort Service
sauth delhi call girls in Bhajanpura 🔝 9953056974 🔝 escort Servicesauth delhi call girls in Bhajanpura 🔝 9953056974 🔝 escort Service
sauth delhi call girls in Bhajanpura 🔝 9953056974 🔝 escort Service
 
VIP Mumbai Call Girls Hiranandani Gardens Just Call 9920874524 with A/C Room ...
VIP Mumbai Call Girls Hiranandani Gardens Just Call 9920874524 with A/C Room ...VIP Mumbai Call Girls Hiranandani Gardens Just Call 9920874524 with A/C Room ...
VIP Mumbai Call Girls Hiranandani Gardens Just Call 9920874524 with A/C Room ...
 
VIP Russian Call Girls in Varanasi Samaira 8250192130 Independent Escort Serv...
VIP Russian Call Girls in Varanasi Samaira 8250192130 Independent Escort Serv...VIP Russian Call Girls in Varanasi Samaira 8250192130 Independent Escort Serv...
VIP Russian Call Girls in Varanasi Samaira 8250192130 Independent Escort Serv...
 
Premium Call Girls Cottonpet Whatsapp 7001035870 Independent Escort Service
Premium Call Girls Cottonpet Whatsapp 7001035870 Independent Escort ServicePremium Call Girls Cottonpet Whatsapp 7001035870 Independent Escort Service
Premium Call Girls Cottonpet Whatsapp 7001035870 Independent Escort Service
 
Call Girls Colaba Mumbai ❤️ 9920874524 👈 Cash on Delivery
Call Girls Colaba Mumbai ❤️ 9920874524 👈 Cash on DeliveryCall Girls Colaba Mumbai ❤️ 9920874524 👈 Cash on Delivery
Call Girls Colaba Mumbai ❤️ 9920874524 👈 Cash on Delivery
 

Three treatment arms Stepped wedge like and other designs

  • 1. 5/12/2015 1 Three treatment arms Stepped wedge like and other designs Steven Teerenstra biostatistics, Radboud Instituted for Health Sciences joint work with Hilly Calsbeek, Hub Wollersheim from IQ Healthcare Why comparing three treatments? 2
  • 2. 5/12/2015 2  Two interventions in context to placebo –Implementation strategy T, enhanced T+ –What if no active strategy was applied: C – T+ superior to T+ • (descriptive) comparison T vs C, T+ vs C  Golden standard non-inferiority trial –placebo P, active control AC, test T –T non-inferior to AC, –AC (and/or T) superior to P (assay sens.)  Equal interest in 3 interventions –A vs B, A vs C, B vs C 3  Two interventions in context to placebo –Implementation strategy T, enhanced T+ –What if no active strategy was applied: C – T+ superior to T+ • (descriptive) comparison T vs C, T+ vs C  Golden standard non-inferiority trial –placebo P, active control AC, test T –T non-inferior to AC, –AC (and/or T) superior to P (assay sens.)  Equal interest in 3 interventions –A vs B, A vs C, B vs C 4
  • 3. 5/12/2015 3 Setting  Cross-sectional • equal cluster size, equal number of clusters per group  constant effects over time; T+ > T >> C – two intervention effects: θT+, T > 0, θT, C > 0 – power on T+ vs T – descriptive T vs C, T+ vs C  Model – Yijk = μ + βi + θT+, T + θT, C + υj + eijk if T+ – Yijk = μ + βi + θT, C + υj + eijk if T – Yijk = μ + βi + υj + eijk if C What designs make more / less sense? building blocks
  • 4. 5/12/2015 4 time group Period 1 T1 Period 2 T2 1 (control) C (control) C 2 (control) C (treatment) T time Group Period 1 T1 1 (control) C 2 (intervention) T time g r p Period1 T1 Period 2 T2 Period3 T3 1 (control) C (control) C (treatm) T 2 (control) C (treatm.) T (treatm) T Some possible designs built from these
  • 5. 5/12/2015 5 posttest hybrid pre-posttest Parallel overlapping pre-posttest Sequential pre-post-posttest Sequential double pre-posttest Sequential double hybrid stepped wedge Sequential double stepped wedge
  • 6. 5/12/2015 6 parallel hybrid double pre-posttest parallel double pre-posttest parallel double stepped wedge many others possible… Different goals / constraints  Small number of clusters • e.g. limited number of memory clinics  Small number of measurements • e.g. trial has to finish in 2 years due to grant obligation  Small number of total subjects • #clusters * cluster size * #measurements (because design is cross-sectional)  Small costs • Optimalization of power given cost function • Given cost per cluster, per subject, per measurement
  • 7. 5/12/2015 7 Different goals / constraints  Small number of clusters • e.g. limited number of memory clinics  Small number of measurements • e.g. trial has to finish in 2 years due to grant obligation  Small number of total subjects • #clusters * cluster size * #measurements (because design is cross-sectional)  Small costs • Optimalization of power given cost function • Given cost per cluster, per subject, per measurement
  • 8. 5/12/2015 8 Observations  SW designs are less influenced by ICC than (pre)post test designs  Impact of ICC increases with cluster size
  • 10. 5/12/2015 10  Smallest number of clusters • double SW (parallel or sequential) – If n=5: parallel double SW fewest clusters – If n=50: sequential double SW fewest clusters • seq. pre-post-post, seq.double pre-post, seq.double hybrid SW  Small number of measurements –2 measurements • Small ICC: hybrid pre-posttest • Larger ICC: parallel hybrid double preposttest –3 measurements • Parallel double SW  ‘SW’ favorably for comparing 3 trt arms Sample size 1. calculate sample size per group as usual • for a individual randomized posttest design 2. multiply by (1+(n-1)*ICC) • to account for clustering of subjects in clusters • n=cluster size 3. multiply by appropriate design effect • gives the sample size per group 4. multiply by #groups for sample size per time • So divide by cluster size to get total number of clusters 20
  • 11. 5/12/2015 11 Total number of clusters .. Discussion  Not exhaustive list of options…other?  Practicality of these designs? –Few measurements: • more implementation effort? (more clusters per group) • Learning effect / fading out effect cannot be investigated? • Effect has to come to full potential before measurement  Order of ‘best’ designs may be different when minimizing cost / total sample size  …