Combine single .nii files into one 4D .nii file

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Is there any possibility to combine many single 3D .nii files into one 4D .nii file using tools in Python?

Simply example via Nilearn doesn't work:

Reference shape:
(64, 64, 35)
Image shape:
(64, 64, 35, 1)
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