Do the mother mice neglect their pups if you touch them?

No she would not but it is better off to let the mother deal with the pups till the pups eyes open. If you have to touch them take a towel and rub the mother down them pick the pup up with the towel. Be sure not to leave your scent on the pup or the mother will not take care of the pup and it will die.