In: Statistics and Probability
Exercise and the Brain
It is well established that exercise is beneficial for our bodies.
Recent studies appear to indicate that exercise can also do wonders
for our brains, or, at least, the brains of mice. In a randomized
experiment, one group of mice was given access to a running wheel
while a second group of mice was kept sedentary. According to an
article describing the study, "The brains of mice and rats that
were allowed to run on wheels pulsed with vigorous, newly born
neurons, and those animals then breezed through mazes and other
tests of rodent IQ"1 compared to the sedentary mice.
Studies are examining the reasons for these beneficial effects of
exercise on rodent (and perhaps human) intelligence. High levels of
BMP (bone-morphogenetic protein) in the brain seem to make stem
cells less active, which makes the brain slower and less nimble.
Exercise seems to reduce the level of BMP in the brain.
Additionally, exercise increases a brain protein called noggin,
which improves the brain’s ability. Indeed, large doses of noggin
turned mice into “little mouse geniuses”, according to Dr. Kessler,
one of the lead authors of the study. While research is ongoing in
determining how strong the effects are, all evidence points to the
fact that exercise is good for the brain. Several tests involving
these studies are described. In each case, state the null and
alternative hypotheses. Your answers should be an expression
composed of symbols:
1Reynolds G., "Phys Ed: Your Brain on Exercise," The
New York Times, July 7, 2010.
(a) Testing to see if there is evidence that mice allowed to
exercise have lower levels of BMP in the brain on average than
sedentary mice.
Let group 1 be the exercising mice and let group 2 be the sedentary
mice.
(b) Testing to see if there is evidence that mice allowed to
exercise have higher levels of noggin in the brain on average than
sedentary mice.
Let group 1 be the exercising mice and let group 2 be the sedentary
mice.
(c) Testing to see if there is evidence of a negative
correlation between the level of BMP and the level of noggin in the
brains of mice.
a) Testing to see if there is evidence that mice allowed to exercise have lower levels of BMP in the brain on average than sedentary mice
Here, the test is one - tailed
Null hypothesis : The average level of BMP ( bone-morphogenetic protein ) in the brain of mice and rats who were kept sedentary is mu ( say any value )
Alternate hypothesis : The average level of BMP ( bone-morphogenetic protein ) in the brain of mice and rats who were given access to a running wheel is mu1 ( say ) and mu1 < mu
b)Testing to see if there is evidence that mice allowed to exercise have higher levels of noggin in the brain on average than sedentary mice
Null hypothesis : The average level of noggin in the brain of mice and rats who were kept sedentary is mu ( say any value )
Alternate hypothesis : The average level of noggin in the brain of mice and rats who were given access to a running wheel is mu1 ( say ) and mu1 > mu
c) Testing to see if there is evidence of a negative correlation between the level of BMP and the level of noggin in the brains of mice
Null hypothesis : The correlation among the level of BMP and the level of noggin in the brains of mice is zero
Alternate hypothesis : The correlation among the level of BMP and the level of noggin in the brains of mice is less than zero