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To solve the problems of side effects and medicinal lowering, studies on the magnetic drug delivery system (MDDS) have been applied. MDDS is a technique to accumulate drugs by using magnetic force as the physical driving force. It is necessary to apply a strong external magnetic field and high magnetic gradient to accumulate the ferromagnetic drugs to a deep diseased part noninvasively. However, by applying a static magnetic field from one direction, the drug accumulates only at the body surface near the magnet. In this study, we proposed a new method of MDDS in which a high-temperature superconducting (HTS) bulk magnet rotates around a target part. First, the particle trajectory simulation was conducted to examine the drug kinetics in a capillary blood vessel under the condition of rotating a magnet. Based on the results, the accumulation experiments of ferromagnetic particles with model blood vessels were conducted. As a result, the accumulation possibility of the ferromagnetic particles in the deep targeted part of the body was confirmed.