Created
September 28, 2022 21:07
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Hippunfold - calculating mean surface metrics over subfields
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import nibabel as nib | |
subjects = ['01'] | |
hemis = ['L','R'] | |
subfield_labels={1:'Sub',2:'CA1',3:'CA2',4:'CA3',5:'CA4'} | |
hipp_metrics = ['thickness','gyrification'] | |
dentate_metrics = ['gyrification'] | |
with open('table.csv','w') as f: | |
print('subject,hemi,label,metric,meanvalue',file=f) | |
for subject in subjects: | |
for hemi in hemis: | |
subfields = nib.load(f'hippunfold/sub-{subject}/ses-1/surf/sub-{subject}_ses-1_hemi-{hemi}_space-T1w_den-0p5mm_label-hipp_subfields.label.gii').agg_data() | |
for metric in hipp_metrics: | |
hippdata = nib.load(f'hippunfold/sub-{subject}/ses-1/surf/sub-{subject}_ses-1_hemi-{hemi}_space-T1w_den-0p5mm_label-hipp_{metric}.shape.gii').agg_data() | |
for label,name in subfield_labels.items(): | |
meanval = hippdata[subfields==label].mean() | |
print(f'sub-{subject},{hemi},{name},{metric},{meanval:.3f}',file=f) | |
if metric in dentate_metrics: | |
name = 'DG' | |
dgdata = nib.load(f'hippunfold/sub-{subject}/ses-1/surf/sub-{subject}_ses-1_hemi-{hemi}_space-T1w_den-0p5mm_label-dentate_{metric}.shape.gii').agg_data() | |
meanval = dgdata.mean() | |
print(f'sub-{subject},{hemi},{name},{metric},{meanval:.3f}',file=f) |
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