Is it important to consider GBP of transimpedance amplifier while choosing feedback resistor?
It's a great little amplifier but isn't suited to your power supply regime: -

Your circuit has it connected to a supply of net voltage 10 volts and it ain't going to like that: -

Also, the worst case input bias current of the op-amp is 1.5 nA and, through a 10 MΩ feedback resistor is going to produce an offset voltage of 15 mV. This would make it's exceptional offset voltage performance wasted. In other words, you'd be better served with an op-amp that has got a significantly lower input bias current at the expense of a worsened input offset voltage.