Excel VBA - Copy andpaste formula without incrementing

I have a number of formulas similar to this one:

=MID('Sheet1'!O40,1,5)

I'm trying to copy and paste this formula to a blank cell without incrementing the cell reference and updating the worksheet reference.

Desired End Result:

=MID('Sheet2'!O40,1,5)

I've used the below code as a test sample but the copied formula auto increments the cell reference. Is there anyway to copy and paste formulas without incrementing?

Range("E2").Copy
Range("E126").PasteSpecial xlPasteFormulas