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Researchers developed a comprehensive pipeline that synthesizes late-stage contrast-enhanced breast MRI images from early-stage acquisitions, accurately replicating time-intensity (TI) curve dynamics critical for lesion characterization. This method allows for reduced MRI scan times while preserving essential diagnostic information, achieving a 0.904 CA pattern score for 3T images.