Unclear sentence

From the book: Tensors in TensorFlow are immutable, and cannot be assigned to. Variables in TensorFlow are mutable containers of state that support assignments. Keep in mind that gradients in TensorFlow do not flow backwards through Variable assignments.

Q: What does “Keep in mind that gradients in TensorFlow do not flow backwards through Variable assignments” mean?