Burning issues abound in the emerging field of biostatistics for imaging st
udies of the living human brain. This paper employs two examples to discuss
the roles of informed empirical models and modern statistical methods in t
he analysis of functional and structural magnetic resonance neuroimages. Th
e first example derives from an analysis of a functional baseline study in
which simulated signals are embedded in actual brain 'noise' generated by a
resting subject lying passively in the imaging device. The second example
is taken from a structural volumetric analysis of human brain structure siz
e differences in a sample of healthy adults. Copyright (C) 1999 John Wiley
& Sons, Ltd.