We introduce simulations of the BOLD signal that incorporate realistic image encoding gradients to help better understand the role the acquisition window plays on BOLD contrast. We applied this framework to examine the well-known macrovascular R2' contamination in spin-echo EPI BOLD signals as a function of readout duration, vessel diameter, and voxel size using randomly oriented cylinders. To understand large-vessel effects, more realistic anatomy is needed; therefore, we added a large pial vein to random microvascular networks to systematically investigate macrovascular contamination along cortical depths and across columns. This framework reproduced experimentally established results related to the acquisition window duration.
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