> I'd be interested to know if any US cities have deeper tunnels
The downtown portions of Chicago's Blue Line[1] and Red Line[2] were primarily dug using tunnel boring machines in the 1940s. Here's a better view of the tunnels being not square[3].
Edit: infographic of various tunnels under Chicago, many of which are even deeper than these bored ones[4]