the use of stepped wedge cluster randomized trials: systematic review dr celia taylor the university...

16
The use of Stepped Wedge cluster randomized trials: Systematic Review Dr Celia Taylor The University of Birmingham On behalf of my co-authors: Noreen Mdege, Mei-See Man and David Torgerson (University of York)

Upload: virginia-fleming

Post on 30-Dec-2015

216 views

Category:

Documents


0 download

TRANSCRIPT

Page 1: The use of Stepped Wedge cluster randomized trials: Systematic Review Dr Celia Taylor The University of Birmingham On behalf of my co-authors: Noreen Mdege,

The use of Stepped Wedge cluster randomized trials:

Systematic Review

Dr Celia TaylorThe University of Birmingham

On behalf of my co-authors: Noreen Mdege, Mei-See Man and David Torgerson (University of York)

Page 2: The use of Stepped Wedge cluster randomized trials: Systematic Review Dr Celia Taylor The University of Birmingham On behalf of my co-authors: Noreen Mdege,

Today’s presentation

• What is a stepped wedge design?

• What are the advantages and disadvantages of using a SW design?

• Aims of systematic review

• Results of systematic review

• Conclusions

Page 3: The use of Stepped Wedge cluster randomized trials: Systematic Review Dr Celia Taylor The University of Birmingham On behalf of my co-authors: Noreen Mdege,

Stepped Wedge designs

FEDCBA

0 1 2 3 4 5 6

Ind

ivid

ua

l or

clu

ste

r

Time Period

Intervention

Control

Page 4: The use of Stepped Wedge cluster randomized trials: Systematic Review Dr Celia Taylor The University of Birmingham On behalf of my co-authors: Noreen Mdege,

A stepped wedge design can be…

• (and should be, wherever possible) randomised

• Used with individuals or with clusters as the ‘steps’

Page 5: The use of Stepped Wedge cluster randomized trials: Systematic Review Dr Celia Taylor The University of Birmingham On behalf of my co-authors: Noreen Mdege,

But isn’t…

• A step wedge

• A cross-over trial

• A multiple baseline study

Page 6: The use of Stepped Wedge cluster randomized trials: Systematic Review Dr Celia Taylor The University of Birmingham On behalf of my co-authors: Noreen Mdege,

Advantages

• Solves ethical dilemma of withholding the intervention when not in equipoise

• Solves logistical and financial problems associated with simultaneous implementation

• Can detect trends• Increases statistical power

(within and between comparisons)

• Can study the effect of context as intervention is implemented in multiple settings

Page 7: The use of Stepped Wedge cluster randomized trials: Systematic Review Dr Celia Taylor The University of Birmingham On behalf of my co-authors: Noreen Mdege,

Disadvantages• Can require a lengthy trial – so best if short time

between intervention and outcome• Multiple data collection points required – so best

if using routinely collected data• Data analysis is fairly complicated (see paper by

Hussey and Hughes)

Page 8: The use of Stepped Wedge cluster randomized trials: Systematic Review Dr Celia Taylor The University of Birmingham On behalf of my co-authors: Noreen Mdege,

Example SW studyComparison of standard therapy with home-based therapy with ‘ready to use therapeutic food’ (RUTF) to treat malnourishment of children in Malawi (Ciliberto et al., 2005).

SW design used as ‘full’ randomisation not possible due to resource constraints and cultural beliefs; SW allows control for bias introduced by seasons

7 centres were randomised, 1 every 3 weeks ‘stepped’ from control to RUTF

Primary outcome: recovery defined as WHO weight for height z-score >-2

Results: recovery rate in intervention group 79% vs. control group 46%, p<0.001

Why successful?1.Inpatient care as part of standard therapy increases risk of infection2.Standard therapy food provided on discharge needs preparation 7 times/day over an open fire

Page 9: The use of Stepped Wedge cluster randomized trials: Systematic Review Dr Celia Taylor The University of Birmingham On behalf of my co-authors: Noreen Mdege,

Aims of systematic review

• To describe the application of the cluster randomised stepped wedge design:– Change in use over time– Areas of research where design used– Motivations for using design– Methods of data analysis– Quality of reporting

– 25 Studies included up to January 2010– 15 completed studies and 10 protocols

Page 10: The use of Stepped Wedge cluster randomized trials: Systematic Review Dr Celia Taylor The University of Birmingham On behalf of my co-authors: Noreen Mdege,

Results 1: Increasing use over time

0

1

2

3

4

1987

1988

1989

1990

1991

1992

1993

1994

1995

1996

1997

1998

1999

2000

2001

2002

2003

2004

2005

2006

2007

2008

2009

Num

ber o

f Stu

dies

Year

Completed StudiesProtocolsResults following published protocol

Gambia Hepatitis Study - vaccination of children against Hep B

Page 11: The use of Stepped Wedge cluster randomized trials: Systematic Review Dr Celia Taylor The University of Birmingham On behalf of my co-authors: Noreen Mdege,

Results 2: Areas where design used

EducationSocial PolicyCriminal JusticeHealth

NutritionSTDs/HIVMaternal healthResource useOtherCancer/CVS/Hypertension/Respiratory

Page 12: The use of Stepped Wedge cluster randomized trials: Systematic Review Dr Celia Taylor The University of Birmingham On behalf of my co-authors: Noreen Mdege,

Results 3: Motivations for using SW

0

2

4

6

8

10

12

14

Methodological Acceptability Ethical Logistics Resourceconstraints

None given

Nu

mb

er

of

stu

die

s

Page 13: The use of Stepped Wedge cluster randomized trials: Systematic Review Dr Celia Taylor The University of Birmingham On behalf of my co-authors: Noreen Mdege,

Results 4: Methods of analysis

0

2

4

6

8

10

12

Hiera

rchic

al m

odell

ing

ANOVA/A

NCOVA

Chi-s

quar

ed

Regre

ssio

n m

odell

ingT-te

st

Other

Not st

ated

Nu

mb

er

of

stu

die

s

Page 14: The use of Stepped Wedge cluster randomized trials: Systematic Review Dr Celia Taylor The University of Birmingham On behalf of my co-authors: Noreen Mdege,

Results 5: Quality of Reporting

0 2 4 6 8 10 12 14 16

Phrase step or stepped wedge used

Phrase randomised used

Rationale for using SW given

Rationale for clustering given

Diagram of design

Intervention adequately described

Sample size calculation reported

Use of ICC

Random sequence generation …

Allocation concealment

Blinding used

Use of ITT

Participant f low diagram

N clusters stated

N individuals stated

Baseline data reported

Ef fect size stated

Precision stated

Side ef fects reported

Generalisability considered

Limitations considered

Number of studies (/15)

Page 15: The use of Stepped Wedge cluster randomized trials: Systematic Review Dr Celia Taylor The University of Birmingham On behalf of my co-authors: Noreen Mdege,

Conclusions• Increasing use of design over time• Design used for a variety of reasons• Most studies in health

– Most RCTs of any type in health– Design can overcome ethical constraints often cited in

other areas (e.g. education) • Lack of consistency in describing the design as a

“stepped wedge” (so we may have missed some)• Other problems with the quality of reporting

– Adaptation of CONSORT statement required?

Page 16: The use of Stepped Wedge cluster randomized trials: Systematic Review Dr Celia Taylor The University of Birmingham On behalf of my co-authors: Noreen Mdege,

Thank you

• And thank you to my co-authors

• Questions?

• Comments?