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LMP7721: Input noise prevention for trans-impedance amplifier

Part Number: LMP7721
Other Parts Discussed in Thread: TLV9161

Hi, team.

I'm designing a trans-impedance amplifier using the LMP7721.

The C2 and IG1 is a model of sensor.

The sensor output is about 0.1~10 nA AC current.

The constant bias of 1.2 ~ 1.8 V to + input is necessary to read output with ADC.

I'm worried that the voltage divider affects the noise.

Is it best to use low noise voltage regulator to reduce input noise?
What should I consider when choosing LDO for this application?
Best regards.