Monte Carte simulations were performed to determine whether the multic
omponent T-2 distribution of tissue can be estimated accurately from T
-2 decay data acquired in vivo, Simulated data were generated for whit
e matter, fast twitch muscle, and breast tissue. The signal-to-noise r
atio, number of data samples, and minimum echo time were varied from t
he experimental conditions currently achievable with MRI to those achi
evable for in vitro experiments. Data were fitted by a distribution of
T-2 values using the T2NNLS algorithm, and statistics characterizing
the estimated T-2 components were determined, Current MRI techniques w
ere found to provide conditions insufficient for accurate multicompone
nt T-2 analysis on a pixel-by-pixel basis, However, volume localizatio
n methods that measure T-2 decay from a large volume of interest have
potential for this analysis, These results illustrate a general framew
ork for development of new techniques to measure T-2 decay accurately
in vivo.