help > RE: How to define "site" as covariate
Jan 18, 2021  10:01 PM | Alfonso Nieto-Castanon - Boston University
RE: How to define "site" as covariate
Hi Till,

Exactly, simply define a set of site-specific covariates (e.g. SITE_1, SITE_2, etc.) and include these as covariates-of-no-interest in your second-level analysis (e.g. image attached). 

For example, if you have three sites and have already imported a 2nd-level SITE covariate with values 1 to 3 indicating the site of each subject, you could: 

1) discretize that variable: in the Setup.Covariates.2nd-level tab select your covariate SITE, and then click on 'Covariate tools. Discretize selected covariate'. That will create three new covariates named SITE_1, SITE_2 and SITE_3

2) (optionally / rarely-necessary) center those new site-specific covariates to your desired control-level (e.g. average across all subjects):  in the same tab select jointly SITE_1, SITE_2 and SITE_3, then click on 'Covariate tools. Orthogonalize selected covariates', and select the variable 'AllSubjects' as your only orthogonal factor

3) add those site-covariates as controls in your second-level analysis. For example, in the Results (2nd-level) tab, after defining your desired analysis (e.g. a two-sample t-test comparing PLACEBO and TREATMENT subjects), simply select the option that reads 'add/remove SITE_1 as control covariate' (and repeat for SITE_2 and SITE_3). You should be seeing something like in the example attached, which will estimate the differences between groups while controlling for site effects. 

Hope this helps
Alfonso
 
Originally posted by Till Langhammer:
Originally posted by Zahra Mor:
Dear Ali, conn users and experts,
I wonder if you have found an answer to your question regarding how to correct the multi site (scanner) effect, probably through defining a categorical second level covariate?
Thanks in advance!


Hey People!

I have the same problem!!!!

Anybody found a solution?

best wishes
Till

Threaded View

TitleAuthorDate
Julia Werhahn Nov 6, 2017
Julia Werhahn Nov 8, 2017
Ali Amad Dec 14, 2017
Zahra Mor Oct 31, 2020
Till Langhammer Jan 18, 2021
RE: How to define "site" as covariate
Alfonso Nieto-Castanon Jan 18, 2021
max345 Jul 5, 2023
Alfonso Nieto-Castanon Jul 5, 2023
Alex G Dec 7, 2022
Alfonso Nieto-Castanon Dec 23, 2022
Nancy Mugisha Mar 2, 2022
Alfonso Nieto-Castanon Mar 10, 2022
Dilip Kumar Jun 25, 2021
Victoria Okuneye Jun 27, 2018
Ekaterina Pechenkova Nov 8, 2017
Ekaterina Pechenkova Nov 6, 2017