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NASA NTRS · 20040142069

Systematic analysis of coding and noncoding DNA sequences using methods of statistical linguistics

Mantegna, R. N.·Buldyrev, S. V.·Goldberger, A. L.·Havlin, S.·Peng, C. K.·Simons, M.·Stanley, H. E.
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Abstract

We compare the statistical properties of coding and noncoding regions in eukaryotic and viral DNA sequences by adapting two tests developed for the analysis of natural languages and symbolic sequences. The data set comprises all 30 sequences of length above 50 000 base pairs in GenBank Release No. 81.0, as well as the recently published sequences of C. elegans chromosome III (2.2 Mbp) and yeast chromosome XI (661 Kbp). We find that for the three chromosomes we studied the statistical properties of noncoding regions appear to be closer to those observed in natural languages than those of coding regions. In particular, (i) a n-tuple Zipf analysis of noncoding regions reveals a regime close to power-law behavior while the coding regions show logarithmic behavior over a wide interval, while (ii) an n-gram entropy measurement shows that the noncoding regions have a lower n-gram entropy (and hence a larger "n-gram redundancy") than the coding regions. In contrast to the three chromosomes, we find that for vertebrates such as primates and rodents and for viral DNA, the difference between the statistical properties of coding and noncoding regions is not pronounced and therefore the results of the analyses of the investigated sequences are less conclusive. After noting the intrinsic limitations of the n-gram redundancy analysis, we also briefly discuss the failure of the zeroth- and first-order Markovian models or simple nucleotide repeats to account fully for these "linguistic" features of DNA. Finally, we emphasize that our results by no means prove the existence of a "language" in noncoding DNA.

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NASA Discipline Number 14-10NASA Discipline CardiopulmonaryNon-NASA CenterIntronsDNALinguisticsExonsSequence Analysis, DNA/statistics & numerical dataEukaryotic CellsAnimalsBase SequenceSupport, Non-U.S. Gov'tSupport, U.S. Gov't, Non-P.H.SData Interpretation, StatisticalSupport, U.S. Gov't, P.H.SDNA, ViralMarkov ChainsHumanDNA, HelminthEntropy

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Mantegna, R. N., Buldyrev, S. V., Goldberger, A. L., Havlin, S., Peng, C. K., Simons, M., Stanley, H. E.. 1995-09-01. Systematic analysis of coding and noncoding DNA sequences using methods of statistical linguistics. https://ntrs.nasa.gov/citations/20040142069

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