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Evolution and Information Theory

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Information Theory

One of the goals in this book is to investigate how molecular knowledge evolves in biological systems. Because there is no mathematical definition for knowledge, much of this investigation will be open to interpretation. To find the molecular knowledge possessed by a chemical like DNA, it is first necessary to quantify the amount of information. This is true because unlike knowledge, information has a precise mathematical definition. The scientific definition for information is very different from the common one. The everyday definition implies that information should be useful or at least convey some amount of knowledge. The scientific definition does not make any distinction between useful and useless information. For example, consider the following sentences:

The brown dog likes to fetch a tennis ball.

Zxrd zgbzbue awfllt jhjzhwzhg zwnzi oppwnnni wyxaz.


   If information theory is applied to these two sentences, the results will indicate that the second sentence contains much more information than the first. Not only is the second sentence longer, but it contains many letters that are rarely used in English (z, x, and w). The first sentence contains useful information. The second message contains no useful information. Yet information theory asserts that the second contains more information than the first. How can this be?

   To understand why, it is necessary to consider why scientists developed information theory. The theory was developed by an engineer, Claude Shannon, who was interesting in transmitting information. The second sentence takes longer to transmit than the first, so it contains more information. This definition is clearly not useful to biologists studying evolution.

   Evolution involves the creation of information that provides a selective advantage. That is the organism that possesses the new information has an edge over those that do not. Therefore, the information must be useful. This is why the word knowledge is preferable. Knowledge implies that information is useful.

   In communication systems, information does not have to contain knowledge. In general, the same cannot be said for biological systems. Information that does not provide a selective advantage is often lost. Thus, the information found in biological systems usually conveys knowledge, and this knowledge provides a selective advantage. In biological systems, knowledge and information are often related, but they are not necessarily equal. Consider the following two sentences:

I have a dog. His name is Bubba. He is a black lab. He is 13 years old.

My black lab, Bubba, is 13.


   Both sentences describe four identical concepts, so the knowledge conveyed by both is identical. But the first sentence contains much more information than the second. Because information has a precise mathematical definition, it can be determined rather easily. In contrast, knowledge will always be open to interpretation. Nevertheless, it is possible to define molecular knowledge in terms of information. The proposed definition is as follows:

Molecular Knowledge: the minimum amount of information necessary to enable a chemical (or group of chemicals) to accomplish some task or to specify some trait. The only stringent requirement is that molecular knowledge must confer a selective advantage so that natural selection can preserve it.


   Because molecular knowledge is now defined in terms of information, information theory can be used in conjunction with human insight to calculate knowledge. The rest of this chapter will explore information and its properties.


Next: Nature of Information

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