Tuesday, April 29, 2014

Genes, Codons, and Purines

A universal feature of protein-coding genes is that they tend to use a lot of codons that begin with a purine (A or G). In fact, it's typical for a given gene's codons to use a purine in position one 60% or more of the time. But it's fair to ask: How universal is this trend, exactly? Does the rule apply for organisms with extremely high (or low) genomic G+C content? Does it apply for endosymbionts with greatly reduced genomes? Is it just a "sometimes" rule? Are there important exceptions?

I decided to collect codon statistics for 109 different bacterial species, representing members of all major taxonomic groups, with a wide range of genome sizes and GC percentages. For each organism, I determined the average percent A+G content in codon base one (AG1) across all CDS genes. Then I plotted AG1 against the genomic A+T content for each organism. (A+T is of course just one minus the G+C content.) Here's the graph of AG1 content for all the organisms:

Codon base-one purine content (average for all CDS genes) versus genomic A+T content for N=109 bacterial species. Dot size corresponds to genome size.

The fun thing about this graph is that each data point is sized according to the genome size of the organism in question (in other words, the area of the dot is proportional to genome size). As you can see, bacteria at the high end of the A+T scale (low G+C) tend to have smaller genomes. But the more important thing to notice is that AG1 is 58% or more for all 109 genomes. This means that the phenomenon of high average purine content in codon base one appears to be universal, at least for the sample group. (Organism names are listed in a table below.)

Of course, within a given genome, genes vary somewhat in terms of the per-gene average AG1, but it's still quite rare to find a protein gene that has average AG1 under 50%. For example, below is a histogram plot of AG1 content for all protein-coding genes of Sorangium cellulosum, a bacterium with genomic GC content of 72% (A+T = 28%).

Per-gene AG1 usage (codon base-one purine content) for all CDS genes of Sorangium cellulosum.

As you can see, very few genes lie to the left of x = 0.5. (Of Sorangium's 10,400 protein genes, only 321 have an average AG1 under 50%. Those could easily be mis-annotated genes or gene fragments.) Most organisms show much the same distribution of average AG1 values across CDS genes.

Gene annotation programs could probably benefit from using a check of AG1 to verify that a putative gene is in the correct reading frame. GC3 content is often used in this way, but AG1 is actually a much more discriminating test, especially with low-GC genomes (where the "wobble base" GC percentage is not particularly helpful).

Listed below are the 109 organisms (and their taxonomic categorizations) used in this investigation.

Acidaminococcus fermentans strain DSM 20731 Firmicutes:Clostridia
Acidovorax avenae subsp. citrulli strain AAC00-1 Proteobacteria:Betaproteobacteria
Aerococcus urinae strain ACS-120-V-Col10a Firmicutes:Lactobacillales
Aeromonas hydrophila strain ML09-119 Proteobacteria:Gammaproteobacteria
Aggregatibacter actinomycetemcomitans D11S-1 Proteobacteria:Gammaproteobacteria
Agrobacterium radiobacter strain K84 Proteobacteria:Alphaproteobacteria
Anaerobaculum mobile strain DSM 13181 Synergistetes:Synergistia
Anaerocellum thermophilum strain DSM 6725 Firmicutes:Clostridia
Anaerolinea thermophila strain UNI-1 Chloroflexi:Anaerolineae
Anaplasma marginale strain Florida Proteobacteria:Alphaproteobacteria
Arcobacter butzleri ED-1 Proteobacteria:Epsilonproteobacteria
Atopobium vaginae strain DSM 15829 Actinobacteria:Coriobacteridae
Azospirillum brasilense strain Sp245 Proteobacteria:Alphaproteobacteria
Bacillus amyloliquefaciens strain Y2 Firmicutes:Bacilli
Bacillus anthracis strain CDC 684 Firmicutes:Bacillales
Bacillus subtilis BEST7613 strain PCC 6803 Firmicutes:Bacilli
Bacteroides dorei strain 5_1_36/D4 Bacteroidetes:Bacteroidia
Bartonella quintana strain RM-11 Proteobacteria:Alphaproteobacteria
Blastococcus saxobsidens strain DD2 Actinobacteria:Actinobacteridae
Borrelia miyamotoi strain LB-2001 Spirochaetes:Spirochaetales
Brachybacterium faecium strain DSM 4810 Actinobacteria:Actinobacteridae
Brucella ovis strain ATCC 25840 Proteobacteria:Alphaproteobacteria
Buchnera aphidicola (Acyrthosiphon pisum) strain 5A Proteobacteria:Gammaproteobacteria
Burkholderia pseudomallei strain 1710b Proteobacteria:Betaproteobacteria
Caldicellulosiruptor lactoaceticus strain 6A Firmicutes:Clostridia
Calditerrivibrio nitroreducens strain DSM 19672 Deferribacteres:Deferribacterales
Campylobacter concisus strain 13826 Proteobacteria:Epsilonproteobacteria
Candidatus Cloacamonas acidaminovorans candidate division WWE1:Candidatus Cloacamonas
Candidatus Methylomirabilis oxyfera candidate division NC10:Candidatus Methylomirabilis
Candidatus Pelagibacter ubique strain HTCC1062 Proteobacteria:Alphaproteobacteria
Carboxydothermus hydrogenoformans strain Z-2901 Firmicutes:Clostridia
Chlamyda trachomatis (i) strain L2/434/Bu; i Chlamydiae:Chlamydiales
Clostridium botulinum A strain Hall Firmicutes:Clostridia
Coprobacillus sp. strain 8_2_54BFAA Firmicutes:Erysipelotrichia
Coprococcus catus strain GD/7 Firmicutes:Clostridia
Cycloclasticus zancles strain 7-ME Proteobacteria:Gammaproteobacteria
Deinococcus radiodurans strain R1 Deinococcus-Thermus:Deinococci
Desulfococcus oleovorans strain Hxd3 Proteobacteria:Deltaproteobacteria
Ehrlichia canis strain Jake Proteobacteria:Alphaproteobacteria
Enterobacter cloacae strain SCF1 Proteobacteria:Gammaproteobacteria
Erwinia amylovora strain ATCC 49946 Proteobacteria:Gammaproteobacteria
Escherichia coli B strain REL606 Proteobacteria:Gammaproteobacteria
Geobacillus kaustophilus strain HTA426 Firmicutes:Bacillales
Geobacillus thermoleovorans strain CCB_US3_UF5 Firmicutes:Bacillales
Geobacter metallireducens strain GS-15 Proteobacteria:Deltaproteobacteria
Geobacter sulfurreducens strain KN400 Proteobacteria:Deltaproteobacteria
Geobacter sulfurreducens strain PCA Proteobacteria:Deltaproteobacteria
Geobacter uraniireducens strain Rf4 Proteobacteria:Deltaproteobacteria
Geodermatophilus obscurus strain DSM 43160 Actinobacteria:Actinobacteridae
Gordonia bronchialis strain DSM 43247 Actinobacteria:Actinobacteridae
Haemophilus ducreyi strain 35000HP Proteobacteria:Gammaproteobacteria
Halogeometricum borinquense DSM 11551 Euryarchaeota:Halobacteria
Helicobacter pylori (Helicobacter pylori SAfr7) strain SouthAfrica7 Proteobacteria:Epsilonproteobacteria
Klebsiella oxytoca strain 10-5243 Proteobacteria:Gammaproteobacteria
Kribbella flavida strain DSM 17836 Actinobacteria:Actinobacteridae
Ktedonobacter racemifer DSM 44963 Chloroflexi:Ktedonobacteria
Lactobacillus acidophilus strain 30SC Firmicutes:Lactobacillales
Lactobacillus reuteri strain MM4-1A Firmicutes:Lactobacillales
Lactococcus lactis subsp. cremoris strain A76 Firmicutes:Bacilli
Leptolyngbya sp. PCC 7376 Cyanobacteria:Oscillatoriophycideae
Leptonema illini strain DSM 21528 Spirochaetes:Spirochaetales
Leptospira biflexa serovar Patoc strain Ames; Patoc 1 Spirochaetes:Spirochaetales
Leuconostoc gasicomitatum LMG 18811 strain type LMG 18811 Firmicutes:Lactobacillales
Mesorhizobium australicum strain WSM2073 Proteobacteria:Alphaproteobacteria
Mesorhizobium ciceri biovar biserrulae strain WSM1271 Proteobacteria:Alphaproteobacteria
Methylobacillus flagellatus strain KT Proteobacteria:Betaproteobacteria
Methylophaga sp. strain JAM7 Proteobacteria:Gammaproteobacteria
Mycobacterium tuberculosis = ATCC 35801 strain ATCC35801; Erdman Actinobacteria:Actinobacteridae
Mycoplasma gallisepticum strain F Tenericutes:Mollicutes
Neisseria gonorrhoeae strain NCCP11945 Proteobacteria:Betaproteobacteria
Nocardia brasiliensis ATCC 700358 strain HUJEG-1 Actinobacteria:Actinobacteridae
Nocardia cyriacigeorgica strain GUH-2 Actinobacteria:Actinobacteridae
Nostoc sp. PCC 7120 (Anabaena sp. PCC 7120) strain PCC7120 Cyanobacteria:Nostocales
Novosphingobium aromaticivorans strain DSM 12444 Proteobacteria:Alphaproteobacteria
Oceanobacillus kimchii strain X50 Firmicutes:Bacilli
Orientia tsutsugamushi strain Ikeda Proteobacteria:Alphaproteobacteria
Paenibacillus polymyxa strain M1 Firmicutes:Bacilli
Polynucleobacter necessarius strain STIR1 Proteobacteria:Betaproteobacteria
Propionibacterium acnes TypeIA2 strain P.acn33 Actinobacteria:Actinobacteridae
Proteus mirabilis strain HI4320 Proteobacteria:Gammaproteobacteria
Pseudomonas fluorescens strain Pf0-1 Proteobacteria:Gammaproteobacteria
Pseudonocardia dioxanivorans strain CB1190 Actinobacteria:Actinobacteridae
Ralstonia eutropha strain H16 Proteobacteria:Betaproteobacteria
Rhizobium tropici strain CIAT 899 Proteobacteria:Alphaproteobacteria
Rhodobacter sphaeroides ATCC 17029 Proteobacteria:Alphaproteobacteria
Shigella boydii strain Sb227 Proteobacteria:Gammaproteobacteria
Slackia heliotrinireducens strain DSM 20476 Actinobacteria:Coriobacteridae
Sorangium cellulosum strain So0157-2 Proteobacteria:Deltaproteobacteria
Staphylococcus aureus strain 04-02981 Firmicutes:Bacillales
Streptococcus agalactiae strain 2603V/R Firmicutes:Lactobacillales
Streptomyces cf. griseus strain XylebKG-1 Actinobacteria:Actinobacteridae
Streptosporangium roseum strain DSM 43021 Actinobacteria:Actinobacteridae
Sulfurimonas denitrificans DSM 1251 strain ATCC 33889 Proteobacteria:Epsilonproteobacteria
Thioalkalivibrio nitratireducens strain DSM 14787 Proteobacteria:Gammaproteobacteria
Thiobacillus denitrificans strain ATCC 25259 Proteobacteria:Betaproteobacteria
Treponema azotonutricium strain ZAS-9 Spirochaetes:Spirochaetales
Treponema pedis strain T A4 Spirochaetes:Spirochaetales
Turneriella parva strain DSM 21527 Spirochaetes:Spirochaetales
Vibrio cholerae strain BX 330286 Proteobacteria:Gammaproteobacteria
Wolbachia endosymbiont strain TRS of Brugia malayi Proteobacteria:Alphaproteobacteria
Yersinia pestis D106004 Proteobacteria:Gammaproteobacteria
Bacillus thuringiensis serovar andalousiensis strain BGSC 4AW1 Firmicutes:Bacillales
Ureaplasma urealyticum serovar 5 strain ATCC 27817 Tenericutes:Mollicutes
Bordetella pertussis strain 18323 Proteobacteria:Betaproteobacteria
Comamonas testosteroni strain KF-1 Proteobacteria:Betaproteobacteria
Eikenella corrodens strain ATCC 23834 Proteobacteria:Betaproteobacteria
Janthinobacterium sp. strain Marseille Proteobacteria:Betaproteobacteria
Rhodopirellula baltica SH strain 1 Planctomycetes:Planctomycetacia
Blastopirellula marina strain DSM 3645 Planctomycetes:Planctomycetacia


  1. Thank you for sharing a nice graph indeed, which involved quite some work to produce. Why do you think purines are more common in the first position of the triplet? And 6 out of every 10 triplets… what could be the significance of that ratio? Your second graph looks almost like the definition of a normal distribution… this seems significant as well.

  2. Thanks for the comment. The graph wasn't hard to produce. The original was in SVG format, which lets you add JavaScript. I had a script adjust dot sizes automatically.

    I think the PNN pattern (where P is a purine and N i anything else) is a frame-alignment signal that tells the ribosomal machinery that the message is "in frame." In other words I think long stretches of NPN or NNP may signal the translation machinery that the message is frameshifted. It's interesting to note that not only is PNN the preferred pattern 60% of the time, actual total purine content of the message strand is usually slightly over 50% (Szybalski's Rule). Of course, Shine Dalgarno sequences are usually entirely purines. This again says purines have some special significance for the ribosomal machinery.

    The Gaussian appearance of the histogram may actually be Gaussian! I don't know that it has any special significance, but your questions are worth asking. Your guess is as good as mine.

  3. Interesting answer but I see two difficulties (not contradictions but issues requiring further explanation). 1. How does the ribosome count? 2. What mechanism equilibrates mutation? I ask the latter in the sense that selection working over small drops below the optimal ratio of nucleotide usage sounds minor in the context of organismal survival. Is there a process whereby correction can occur within the organismal lifespan?

    The gaussian distribution was calling for a constraint shifting the random distribution to the right. You have provided an elegant suggestion to account for that.

    1. I think you're right that small deviations from the optimal ratio are minor in the context of strong selection, and indeed we see serious deviations (on a protein by protein or gene/gene basis) from the "normal" pattern, although frankly, many of the serious deviators are short "hypothetical protein" genes, and there is good reason to believe that this category of gene represents a category that easily confuses Glimmer and similar gene detection and annotation programs. In other words, some of the deviations are suspect. But it's clear, when you look at composition stats for each gene in a genome with 4,000+ genes, you do see a lot of variation. But there are very few (~3%) genes with AG1 less than 50%, and some of those are (I'm sure) misannotations, because I've found some that were (and will be blogging about it).

      How does the ribosome count? It counts all the time, arguably. It detects slippery heptamers (programmed frameshifts), it detects Shine Dalgarno sequences a fixed distance from the start codon, and I suspect that (with help either from elongation factors, chaperones, tRNAs, tmRNAs, or ribosomal proteins themselves) it can count purines well enough to tell if a mRNA is "in phase." Exactly where the frame register lives (rRNA, ribosomal proteins), I don't think anyone knows for sure. If a group like DE Shaw Research succeeds in modelling the ribosome in detailed molecular simulations, computer simulation may tell us what X-ray crystallography and other techniques can't. Thank you for the thought-provoking comment.

  4. Thanks for sharing, nice post! Post really provice useful information!

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