AbstractID: 8254 Title: Towards Sub-Minute Monte Carlo Based Dosimetry Current brachytherapy dose calculations ignore applicator attenuation and tissue heterogeneities. . Monte Carlo photon transport (MCPT) simulations can accurately estimate absorbed dose in the presence of such heterogeneities, but until now have been too slow and time-intensive for clinical treatment planning. To address this problem, we have adapted our MCPT code: PTRAN (Med. Phys. 15: 686) for parallel execution on a cluster of 24 PC computers. Each node is equipped with an AMD “Thunderbird” CPU, running at 1.53 GHz with 512 Mb of DDRAM. Nodes are interconnected with gigabit network interface cards and the appropriate network switch. Efficiency was further increased by employing a generalized correlated sampling algorithm(PMB 47: 351). Specifically, the efficiency of correlated sampling PTRAN running on 20 nodes was increased 140-fold compared to conventional PTRAN running on a single processor. For a clinical intracavitary implant (tandem and shielded colpostats with 50 geometric components), the median standard error of the mean was 1% for a 15 minute runtime for a 1003 of 1.8x1.8x2.8 mm3 voxels. This work was supported by grants R01 CA 46640, CA 85181, and CA 84409 awarded by NIH.