We designed subthreshold analog MOS circuits implementing an inhibitory network model that performs noise-shaping pulse-density modulation with noisy neural elements. Our aim is to develop a possible ultralow-power delta-sigma-type one-bit analog-to-digital converter. Through circuit simulations we confirmed that the signal-to-noise ratio of the network was improved by 7.9 dB compared with that of the uncoupled one as a result of noise shaping.