The present invention relates to a nanogel comprising a polyamine-based polymer cross-linked by oxamide bonds, a preparation method of the nanogel, a contrast agent for ultrasound imaging comprising the nanogel, a composition for ultrasound diagnosis of inflammatory diseases comprising the contrast agent, a preparation method of the contrast agent, and a method for providing information for diagnosis of inflammatory diseases using the composition for ultrasound diagnosis.