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The Genetic Code as Executable Mathematics: From a 64-Entry Lookup Table to Exact Algebra, Graphs, and Exhaustive Search in Python
Paperback
Publisher: Independently Published
Published: Aug 11 2026
Pages: 102
Weight: 0.77
Height: 0.26 Width: 8.50 Depth: 11.00
Language: English
The genetic code is usually presented as a biological lookup table: 64 RNA codons mapped to 20 amino acids and stop. This book asks a different question:
What happens when that complete finite table is treated as executable mathematics?
Using Python, exact linear algebra, graph theory, and exhaustive search, Douglas C. Youvan develops the genetic code as a fully reproducible computational object. The 64 codons become rows of a 64 × 12 positional incidence matrix whose rank, singular spectrum, Moore-Penrose pseudoinverse, and codon-space projector can be derived exactly and independently verified.
Among the results developed in the book:
- The complete codon matrix has rank 10, with an exact singular spectrum.
- Its Moore-Penrose pseudoinverse collapses to the closed form
D⁺ = (1/16)Dᵀ - (1/96)J
with only two possible matrix-entry values.
- The 64 × 64 codon-space projector reduces to a simple function of Hamming distance.
- Kyte-Doolittle hydropathy can be projected onto twelve nucleotide-position coordinates, revealing a dominant second-position U-A contrast.
- A simple nucleotide-only second-position signal closely tracks a conventional hydropathy profile in the included sequence example.
- Codon space can be represented as a 4 × 4 × 4 lattice with 144 local edges.
- Collapsing synonymous codons produces a 21-vertex quotient multigraph with exactly 44 self-loop instances.
- All 24 isotropic nucleotide orders and all 13,824 anisotropic three-axis orderings are exhaustively enumerated.
- The global maximum of 44 synonymous edges is derived independently from position-specific edge weights, and G-A-C-U emerges as the unique undirected isotropic maximizer.
The book also generalizes the mathematics beyond biology. For alphabet size a and word length w, it derives an exact pseudoinverse formula for complete positional word-incidence systems, showing that the genetic code is one instance of a broader finite mathematical structure.
Throughout, numerical results are separated from exact identities, computational claims are cross-checked by independent methods, and reproducibility is treated as part of the mathematics itself.
For readers interested in the intersection of genetics, Python, linear algebra, graph theory, finite combinatorics, and executable scientific reasoning.
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