Closed kanefos closed 3 years ago
I would do a 2-degree of freedom test, lrTest(zlmCond, 'condition') to test your null hypothesis. This drops the entire time point term from the model. The test you specified would test if (TP3 + TP2 - 2*TP1) = 0, which is equivalent to testing of (TP2-TP1)/2 + (TP3-TP1)/2 = 0, ie, the average change is zero. This is different from testing if any timepoint is different.
You can extract the specific coefficients with coef(zlmCond, 'C') and/or coef(zlmCond, 'D'). If you need to extract other contrasts at the moment you'll have to do the algebra yourself.
On Jul 20, 2021, at 8:55 AM, Kane @.***> wrote:
Hi there authors, Firstly big fan of MAST, really nice tool.
I am working with 3 categorical time point (TP) conditions: TP1, TP2 and TP3. I am looking for changes in expression across all three timepoints. Namely, H0: the 3 timepoints are identical vs. H1: there is a difference between them. I am essentially trying to replicate what is described here https://github.com/HelenaLC/muscat/issues/34.
Having fit the model zlmCond using zlm() with TP1 as the reference variable, I then try to extract data thusly:
lrTest(zlmCond, Hypothesis("conditionTP2+conditionTP3")) yields the hurdle P-value summary(zlmCond, logLik=Hypothesis("conditionTP2+conditionTP3"))$datatable yields the coefficients for conditions TP2 and TP3. How do I extract a single coefficient for TP2 and TP3 versus TP1 to match the P-value?
I think this is mostly a question about how to extract from the LMlike class so I haven't included more code but I can if needed.
Many thanks, Kane
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Hi Andrew - that's perfect, thank you. I feel like I have a basic understand of models now but getting it into R is still tricky. Thanks again
Hi there authors, Firstly big fan of MAST, really nice tool.
I am working with 3 categorical time point (TP) conditions: TP1, TP2 and TP3. I am looking for changes in expression across all three timepoints. Namely, H0: the 3 timepoints are identical vs. H1: there is a difference between them. I am essentially trying to replicate what is described here.
Having fit the model
zlmCond
usingzlm()
with TP1 as the reference variable, I then try to extract data thusly:conditionTP2
+conditionTP3
")) yields the hurdle P-valueconditionTP2
+conditionTP3
"))$datatable yields the coefficients for conditions TP2 and TP3.How do I extract a single coefficient for TP2 and TP3 versus TP1 to match the P-value?
I think this is mostly a question about how to extract from the LMlike class so I haven't included more code but I can if needed.
Many thanks, Kane