courtois-neuromod / anat-processing-book

A notebook that describes the processing of anatomical data for the Courtois-Neuromod Project.
https://courtois-neuromod.github.io/anat-processing-book/
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Add statistics #59

Open jcohenadad opened 2 years ago

jcohenadad commented 2 years ago

After each plot it would be important to compute the following distribution statistics, and display as a table:

mathieuboudreau commented 2 years ago

Statistics tables were added to the Jupyter Book in their respective sections. By the looks of it, the CoVs for quantitative measures are much worse in brain than spine; I'm wondering if this could be due to bad segmentations more than biological/mri variability.

jcohenadad commented 2 years ago

I assume this is not in percent? image

could you pls put it in percent (fairly common) and make it explicit in the column: "intrasubject CoV mean [%]" thx

jcohenadad commented 2 years ago

By the looks of it, the CoVs for quantitative measures are much worse in brain than spine

spine: image

brain: image

i'm not sure i agree: COV for MTR and T1 is lower in the brain, and similar for MTsat. No?

mathieuboudreau commented 2 years ago

i'm not sure i agree: COV for MTR and T1 is lower in the brain, and similar for MTsat. No?

Sorry, I wasn't clear enough with what I meant. I meant the COVs within the brain (MTR, MTsat, and T1) vary much more than the COVs within the spine. eg in the brain, intrasubject MTR COV is 0.008 and MTsat COV is 0.064 (8x more), whereas in the spine MTR COV is 0.051 and MTsat is 0.079 (only ~1.5 more)

mathieuboudreau commented 2 years ago

If you look at the figures, this intrasubject variabilities in the WM for non-MTR metrics become much more apparent.

MTR

Screen Shot 2022-09-14 at 10 22 39 AM

MTsat

Screen Shot 2022-09-14 at 10 22 31 AM

(also I just noticed I forgot to do a table for brain GM, I'll add that too).

mathieuboudreau commented 2 years ago

Also MTR vs MTsat, note that MTR measurements are a subset of MTsat, so there's something really questionable with the much larger variability for MTsat...

mathieuboudreau commented 2 years ago

I guess a few more acquisitions are included in MTsat actually, because B1 is added too in MTsat

jcohenadad commented 2 years ago

i see, yes, i agree. It would be worthwhile:

mathieuboudreau commented 2 years ago

✅ Done converting COVs to [%]

Brain

Screen Shot 2022-09-14 at 10 48 58 AM

Spinal cord

Screen Shot 2022-09-14 at 10 50 47 AM Screen Shot 2022-09-14 at 10 50 52 AM