Single ended active bandpass filter
For single supply operation, the DC operating point should be at 50% of the supply voltage. That is what you have done with Vcc/2 connected to the non-inverting input of the opamp circuit which has a positive DC gain of unity. All other nodes remain unaffected from the single supply modus. In particular, connecting R3 to a positive voltage would not change anything because (under staedy-state conditions) the capacitors connected to the other node of R3 cannot allow any DC current. 

However, it is to be noted that the classical bandpass response can be obtained only if the signal input is connected to the left node of R3 (instead of ground). In this case, the circuit provides the classical inverting bandpass response (multi-feedback topology). See Fig. 13-15 in the referenced document. Feeding the input signal into the non-inverting input node (as in your case) allows a minimum stop-band gain of unity only (no bandpass response with only a zero in the origin)! Instead, your design gives two negative-real zeros.

If you want a non-inverting configuration, I recommend to use a second-order Sallen-Key topology with a fixed-gain stage (unity gain or gain-of-two).