Debunking Adami's Claims: Does Biological Information Increase Over Evolution? (2026)

In this thought-provoking exploration, we delve into the work of Christoph Adami and his book, 'The Evolution of Biological Information.' Adami's attempt to trace the line of descent through biological information raises intriguing questions and offers a unique perspective on evolutionary history.

The Quest for Evolutionary Patterns

Adami's analysis focuses on two key proteins: the homeodomain protein, crucial for animal development, and the COX2 gene, essential for aerobic respiration. By examining these proteins, Adami aims to illustrate the evolution of information over time.

Unraveling the Homeobox Story

In Figure 3.6, Adami presents the evolution of homeobox proteins. Here, we see an interesting pattern: arthropods gain information, while chordates and vertebrates experience a loss. Mammals continue this trend, losing further information, while fish buck the trend and gain it. This raises an important question: why do some groups thrive while others seem to falter in terms of information content?

The COX2 Sequence: A Striking Increase

Figure 3.7 showcases the evolution of the COX2 sequence, revealing a remarkable increase in information across most lineages. However, bacteria stand out as an exception, having lost a significant amount of information. Adami suggests that this pattern reflects the adaptive value of the protein for each family. But is this increase in information a sign of progress, or simply a response to environmental pressures?

Measuring the Unmeasurable

A critical aspect of Adami's work is his method of estimating the entropy of ancestral genes. He employs a technique that combines all sequences within a clade, treating them as a single collection. This approach, however, raises concerns. The collection of present-day eukaryote sequences may bear little resemblance to the sequence of the eukaryote ancestor, rendering Adami's entropy estimates questionable.

The Pitfalls of Averaging

The features observed in Adami's graphs can be attributed to the way he computes entropy. When combining multiple sequence groups, the entropy is effectively averaged, leading to a middle-ground result. This explains why some clades show an increase in information while others show a decrease. The inferred parental entropy is simply an average of the subclades, tending towards the middle.

A Misleading Artifact

However, when subclades differ on specific sequence parts, combining them doesn't just average the entropy; it increases it. This phenomenon tends to make ancestral groups appear to have higher entropy than more recent groups. This is a key reason for the decreasing entropy trend observed in the figures, particularly Figure 3.7. In essence, Adami's method computes a quantity that lacks biological meaning, and the results are mere artifacts of this computation.

Conclusion: A Cautionary Tale

Adami's work serves as a reminder of the complexities and potential pitfalls in attempting to quantify and visualize evolutionary processes. While his figures may appear to show a clear pattern of increasing information, a closer examination reveals that the method employed may be misleading. This highlights the importance of critical analysis and the need for robust methodologies in scientific research.

In my opinion, Adami's work, while intriguing, underscores the challenges of translating complex biological processes into quantifiable data. It invites further exploration and discussion, pushing the boundaries of our understanding of evolution and the role of information in shaping life's diversity.

Debunking Adami's Claims: Does Biological Information Increase Over Evolution? (2026)
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