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Hi Listers,
Hi all, I have data on the microbial species from two different body parts of the same individual and I also have an outcome variable (which is 0/1). I want to see if there are significant differences in species body parts and the outcome. Would a repeated measures ANOVA with species as within subject factor and outcome & bodypart as be suitable test for this type of experimental design. My dataset somemwhat looks like this PatientID Outcome Part Sp1 Sp2 Sp3 1 1 skin 1 tongue 2 0 skin 0 tongue Is my data arrangement correct? Is it right to represent the disease (outcome) of the same individual twice? Any suggestion would be of great help. I am a student and trying to learn. Thank you Nabaneeta ===================== To manage your subscription to SPSSX-L, send a message to [hidden email] (not to SPSSX-L), with no body text except the command. To leave the list, send the command SIGNOFF SPSSX-L For a list of commands to manage subscriptions, send the command INFO REFCARD |
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Nabaneeta,
I don't understand your data. Did you examine the tongue and the skin of a number of patients, your subjects, and at each examination location determine some quantity about species 1 (Sp1), species 2 (Sp2) and species (Sp3). Is the quantity determined dichotomous category like present/not present or a quantity like number of cells? And then did you also measure 'outcome' at each examination location? Can the value of 'outcome' be different for location=tongue and location=skin on the same individual? Also, please state the question you want your analysis to answer. Gene Maguin -----Original Message----- From: SPSSX(r) Discussion [mailto:[hidden email]] On Behalf Of Ratul Sent: Friday, November 05, 2010 9:09 AM To: [hidden email] Subject: mixed ANOVA Hi Listers, Hi all, I have data on the microbial species from two different body parts of the same individual and I also have an outcome variable (which is 0/1). I want to see if there are significant differences in species body parts and the outcome. Would a repeated measures ANOVA with species as within subject factor and outcome & bodypart as be suitable test for this type of experimental design. My dataset somemwhat looks like this PatientID Outcome Part Sp1 Sp2 Sp3 1 1 skin 1 tongue 2 0 skin 0 tongue Is my data arrangement correct? Is it right to represent the disease (outcome) of the same individual twice? Any suggestion would be of great help. I am a student and trying to learn. Thank you Nabaneeta ===================== To manage your subscription to SPSSX-L, send a message to [hidden email] (not to SPSSX-L), with no body text except the command. To leave the list, send the command SIGNOFF SPSSX-L For a list of commands to manage subscriptions, send the command INFO REFCARD ===================== To manage your subscription to SPSSX-L, send a message to [hidden email] (not to SPSSX-L), with no body text except the command. To leave the list, send the command SIGNOFF SPSSX-L For a list of commands to manage subscriptions, send the command INFO REFCARD |
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In reply to this post by Ratul
Thanks Gene,
I examined the tongue and skin (Part) of patients and quantified the amount of different species (sp1, sp2..sp9). The amount is the number of each species present and is a continous variable. I also have another variable about these patients - which is a disease (outcome) and this is a binary variable (ie. whether they had the disease (1) or not (0). Each patient has one outcome - either disease present (1) or absent (0). I want to ask the question whether 1)the quantity of a single species varies with location (tongue/skin) and disease outcome (0/1) 2) effect of location (tongue/skin) and oucome (0/1) on all the species as a whole. Nabaneeta On Fri, Nov 5, 2010 at 9:09 AM, Ratul <[hidden email]> wrote: Hi Listers, |
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Hi
All,
I have
archived hundreds of posts to this list beginning in 1999.
I search these before posting to see if the topic has posted
before. In several posts, David Nichols referred to SPSS technical papers
but these links on the SPSS site no longer work. Is there a new link that has
these papers?
Thanks
Carol
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In reply to this post by Nabaneeta Saha
Nabaneeta,
I wanted to post this back to the list so that others can see and, if appropriate, criticize my advice to you. I think you actually have a one between (outcome)-two within (body part and species) sort of design. However, I'd like to suggest that you work up to a complex analysis that considers all factors. One less complex analysis is to test for species effects by averaging across body location. I think you'd need to use a multivariate ANOVA because I don't know whether the species variables will meet the assumptions assumed in GLM-repeated measures. The other less complex analysis is to either average over species or conduct one analysis for each species. The analysis would be a repeated measures analysis. I suspect that outcome by location interactions would be meaningful. To put all three factors together, I think that a mixed model (Mixed, not GLM) because I think you can specify a doubly repeated measures design and allow the residual variance-covariance matrix to have a non standard structure. You'll have to restructure your data--assuming it is now in a wide (multivariate) format--using varstocases. I'm guessing that the command would be (but I'd welcome correction from folks that know more). Count is the count of a species at a location. Mixed count by outcome species location/fixed=outcome species location outcome*species outcome*location outcome*species*location/ repeated species location species*location | subj(yourIDvariable) covtype=(UN). Gene Maguin ________________________________ From: SPSSX(r) Discussion [mailto:[hidden email]] On Behalf Of Nabaneeta Saha Sent: Friday, November 05, 2010 5:52 PM To: [hidden email] Subject: Re: mixed ANOVA Thanks Gene, I examined the tongue and skin (Part) of patients and quantified the amount of different species (sp1, sp2..sp9). The amount is the number of each species present and is a continous variable. I also have another variable about these patients - which is a disease (outcome) and this is a binary variable (ie. whether they had the disease (1) or not (0). Each patient has one outcome - either disease present (1) or absent (0). I want to ask the question whether 1)the quantity of a single species varies with location (tongue/skin) and disease outcome (0/1) 2) effect of location (tongue/skin) and oucome (0/1) on all the species as a whole. Nabaneeta >>Nabaneeta, I don't understand your data. Did you examine the tongue and the skin of a number of patients, your subjects, and at each examination location determine some quantity about species 1 (Sp1), species 2 (Sp2) and species (Sp3). Is the quantity determined dichotomous category like present/not present or a quantity like number of cells? And then did you also measure 'outcome' at each examination location? Can the value of 'outcome' be different for location=tongue and location=skin on the same individual? Also, please state the question you want your analysis to answer. Gene Maguin On Fri, Nov 5, 2010 at 9:09 AM, Ratul <[hidden email]> wrote: Hi Listers, Hi all, I have data on the microbial species from two different body parts of the same individual and I also have an outcome variable (which is 0/1). I want to see if there are significant differences in species body parts and the outcome. Would a repeated measures ANOVA with species as within subject factor and outcome & bodypart as be suitable test for this type of experimental design. My dataset somemwhat looks like this PatientID Outcome Part Sp1 Sp2 Sp3 1 1 skin 1 tongue 2 0 skin 0 tongue Is my data arrangement correct? Is it right to represent the disease (outcome) of the same individual twice? Any suggestion would be of great help. I am a student and trying to learn. Thank you Nabaneeta ===================== To manage your subscription to SPSSX-L, send a message to [hidden email] (not to SPSSX-L), with no body text except the command. To leave the list, send the command SIGNOFF SPSSX-L For a list of commands to manage subscriptions, send the command INFO REFCARD ===================== To manage your subscription to SPSSX-L, send a message to [hidden email] (not to SPSSX-L), with no body text except the command. To leave the list, send the command SIGNOFF SPSSX-L For a list of commands to manage subscriptions, send the command INFO REFCARD |
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