Key Terms and Concepts 17
“6x9” b2861 The Cell Language Theory: Connecting Mind and Matter
The unit of information is bits, one bit of information representing the
reduction of uncertainty by a factor of 2. Two bits of information reduce
the uncertainty by a factor of 2^2 = 4, and n bits of information reduce the
uncertainty by a factor of 2n.
Despite the enormous importance of the concept of information in
biology, it is interesting to find that no textbook in biochemistry, molecu
lar biology, or cell biology that I have consulted discuss any definition of
it. As already mentioned, one of the first quantitative definitions of infor
mation proposed was that of Shannon given in Eq. (2.6) [38]. H in Eq.
(2.6), called the “Shannon entropy”, is often used interchangeably with
“information” denoted as I. One justification for such a practice is that the
amount of information, I, carried by a message is equal to the amount of
the uncertainty, H, of the message source in a communication system, if
there is no loss of information in the communication channel.
H Kp p=- ∑ iilog, 2 (2.6)
where K is a positive constant which is usually taken to be 1, S is the
summation sign, summing from i = 1 to n, the number of events or choices
available, pi is the probability of the ith event to occur or the ith choice
selected, and log 2 is the binary logarithm (i.e., the logarithm to the base
of 2). As already indicated, the unit of H is “bits” from “binary digits”.
When K = 1, Eq. (2.6) reduces to
H pp=-∑ iilog. 2 (2.7)
Since a dice has six sides with six different numbers on it, from 1 to 6,
we have i = 1, 2, 3, 4, 5, or 6. The probability of the ith number showing
up is pi, which assumes the value of p 1 , p 2 , p 3 , p 4 , p 5 , or p 6. Let us consider
two possible cases:
(1) The dice is fair, so that all the probabilities, pi, are the same, namely
1/6. Then the value of H would be
H = - [1/6 log 2 (1/6) + 1/6 log 2 (1/6) + 1/6 log 2 (1/6) + 1/6 log 2 (1/6)
+ 1/6 log 2 (1/6) + 1/6 log 2 (1/6)]
= - (6) (1/6) log 2 (1/6)
b2861_Ch-02.indd 17 17-10-2017 11:38:58 AM