We introduce Prompt-Conditioned Channel Attention (PCCA), which deeply integrates spatial prompts by hierarchically modulating channel features throughout the network. Built on PCCA, PROMISE-Net consistently improves segmentation across multiple datasets and architectures, demonstrating a scalable and general prompt-aware framework.