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ZAMSTAR restricted randomisation CREATE Investigators Meeting 2005. Charalambos (Babis) Sismanidis LSHTM. ZAMSTAR overview. Zambia and South Africa tuberculosis and AIDS reduction study 24 communities (16 in Zambia, 8 in SA) are randomised in 4 arms (2x2 factorial). - PowerPoint PPT Presentation
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ZAMSTAR restricted randomisation CREATE Investigators Meeting 2005
Charalambos (Babis) SismanidisLSHTM
ZAMSTAR overview
Zambia and South Africa tuberculosis and AIDS reduction study
24 communities (16 in Zambia, 8 in SA) are randomised in 4 arms (2x2 factorial).
Primary outcome: culture +ve TB prevalence (survey on 5,000 patients sampled in each cluster) after 3 years of intervention application
Description of interventions
TB/HIV @ clinic Strengthened DOTS VCT TB/HIV at health centre access (offering IPT) Basic HIV care HIV prevention (condoms, STI management)
Enhanced Tuberculosis Case Finding (ECF) Open access to sputum smear at health centre Schools education campaign Community mobilisation and mobile tuberculosis
laboratory Household level TB & HIV combined activities (HH)
Household counsellor visiting all TB households Household members encouraged to test for HIV TB preventive therapy for HIV+ve and children <6
Both ECF & HH
ZAMSTAR primary aims
Does enhanced tuberculosis case finding (ECF) by a strategy of community mobilisation and improved access to sputum microscopy, reduce prevalence of tuberculosis in the community?
Do combined TB/HIV activities at the household level (HH), reduce prevalence of tuberculosis?
Does ECF plus HH (ECF+HH), yield additional benefits for tuberculosis control through additional case detection, improved case holding, treatment/prophylaxis of latent infection and reduction in HIV incidence?
Clinic &VCT Clinic &
VCT
Clinic &VCTClinic &
VCT
6 Control
6 ECF+HH6 HH
6 ECF
ECF Vs.No ECF
Does ECF reduce the prevalence of tuberculosis in the community?
Does HH reduce the prevalence of tuberculosis in the community?
Clinic &VCT Clinic &
VCT
Clinic &VCTClinic &
VCT
6 Control
6 ECF+HH6 HH
6 ECF
HH Vs No HH
Clinic &VCT Clinic &
VCT
Clinic &VCTClinic &
VCT
6 Control
6 ECF+HH6 HH
6 ECF
HH Vs No HH
Stratification
The 24 clusters are stratified by country of cluster origin. 16 from Zambia, 8 in SA
Randomisation will be performed separately for each of the two strata
Zambia – Step I
4 equally numbered groups of As, Bs, Cs & Ds to form from 16 available communities (i.e. 4 communities in each group).
Arm A will include 4 communities out of the 16: 16!/12!4! = 1820 choicesArm B another 4 from the remaining 12 communities: 12!/8!4! = 495 choicesArm C another 4 from the remaining 8: 8!/4!4! = 70 choicesArm D 4 from the remaining 4: 4!/4!0! = 1 choice
This amounts to=1820*495*70*1=63,063,000
Zambia – Step II
BUT since we do not have a fixed sequence by which intervention arms will be picked (sequence ABCD is a generic example) we need to multiply the previous total by 4! (i.e. all possible permutations for an array of 4 elements).
TOTAL: 63,063,000*4! = 1,513,512,000
South Africa – Step I
4 equally numbered groups (= intervention arms) of As, Bs, Cs & Ds to form from 8 available communities (i.e. 2 communities in each group).
Arm A will have 2 communities out of 8 = 8!/6!2! = 28 choicesArm B another 2 from the remaining 6 communities (6!/4!2!) = 15 choicesArm C another 2 from the remaining 4 = 4!/2!2! = 6 choicesArm D 2 from the remaining 2 = 1 choice
Which amounts to = 28*15*6*1=2520
South Africa – Step II
Similarly since we do not have a fixed sequence by which intervention arms will be picked we need to multiply the previous total by 4!
TOTAL: 2520*4! = 2520*24 = 60,480
Computational headaches
Because of the very large number of possible permutations it has not so far been possible to list them all
Single file size not allowed to be >12GB
Current code produces multiple identical observations (which are then dropped)
Restricting randomisation
Possible restrictions: HIV prevalence TB infection (TST in children) Open/Closed communities (Social
Science) Political restrictions (not all clusters in a
community in the control arm-should this be extended to all arms?)
Changing lanes
THRio approach? Instead of listing all possible permutations
to get the exact proportion by which randomisation is restricted, I will now be randomly drawing a set number of permutations to estimate this proportion.
Then randomly draw one permutation from a list of ‘acceptable’ ones