Hi Matthieu,

replacing time by score is very different from adding score as a covariate. Often scores are crude and often they are constant in controls (always full score), and only vary slightly in diseased. In those cases it may not be good to use score as a time variable.

I would either add avg. score as a variable (fixed across time - would probably do this for intial testing anyway) or score as time-varying covariate, but would read up on how to interpret results in the presence of time-varying-covariates. I am not a statistician.

Best, Martin

On 05/16/2017 08:09 PM, Matthieu Vanhoutte wrote:
Hi Martin,

Thank you for this detailed answer.

Are replacing time by score or include score as time-varying covariate leading to the same result because of looking at the same effect ?

My willing would be to find patterns of atrophy rate/progression correlated with cognitive score. In context of AD which method would be the best for you ?

Best,
Matthieu


Le 16 mai 2017 11:17 AM, "Martin Reuter" <mreu...@nmr.mgh.harvard.edu <mailto:mreu...@nmr.mgh.harvard.edu>> a écrit :

    Hi Matthieu,

    one option is to replace time with score in the model. That should
    be straight forward.

    The other option is to include score as a time-varying covariate.
    If your score is not varying much across time and you are more
    interested if the average score (or baseline score) affects
    atrophy rates, you can also include is as a standard (fixed across
time) co-variate (such as baseline age) with a time (and a group etc) interaction.

    Sorry, but I cannot do your design. Ultimately the model is the
    research question that you are asking and it is important that
    this is done correctly. Maybe there is a local biostats person
    that you can talk to?

    Best, Martin



    On 05/15/2017 08:20 PM, Matthieu Vanhoutte wrote:
    Hi Martin,

    Thank you. How should this variable be coded ? Should it be as
    age covariate where age at baseline is used along all time points
    of each subject ?

    Could you provide me an example of design matrix, I don't manage
    to see what does it look like to.

    Best regards,
    Matthieu


    Le 14 mai 2017 8:08 PM, "Martin Reuter"
    <mreu...@nmr.mgh.harvard.edu
    <mailto:mreu...@nmr.mgh.harvard.edu>> a écrit :

        Hi Matthieu,

        yes, that is possible. Instead of group, you use a variable
        for your score (and interaction etc). Sometimes it may also
        makes sense to use score instead of time.

        Best, Martin


        > On 12 May 2017, at 10:51, Matthieu Vanhoutte
        <matthieuvanhou...@gmail.com
        <mailto:matthieuvanhou...@gmail.com>> wrote:
        >
        > Dear Freesurfer's experts,
        >
        > I have searched through the mailing list but haven't found
        any answer to my question.
        >
        > Is it possible with LME model to make correlations between
        for example cortical thickness surface data and cognition
        scores along time ? As it is possible to test for interaction
        of group X time, is this also in the same way feasible to
        test for coognition score X time on cortical thickness ?
        >
        > Many thanks for your advice !
        >
        > Best regards,
        > Matthieu
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