ArticlePloS one2016
Nullomers and High Order Nullomers in Genomic Sequences.
Article in PloS one, 2016. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 10 papers.
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Who cites it
10 citing papers in PubMed.
- Leveraging sequences missing from the human genome to diagnose cancer.Communications medicine · 2025Article
- Cellular Activity of CQWW Nullomer-Derived Peptides.ACS omega · 2025Article
- The topography of nullomer-emerging mutations and their relevance to human disease.Computational and structural biotechnology journal · 2025Article
- A survey of k-mer methods and applications in bioinformatics.Computational and structural biotechnology journal · 2024Review
- The determinants of the rarity of nucleic and peptide short sequences in nature.NAR genomics and bioinformatics · 2024Article
- Structural underpinnings of mutation rate variations in the human genome.Nucleic acids research · 2023Article
- Absent from DNA and protein: genomic characterization of nullomers and nullpeptides across functional categories and evolution.Genome biology · 2021Article
- Specificity Analysis of Genome Based on Statistically Identical K-Words With Same Base Combination.IEEE open journal of engineering in medicine and biology · 2020Article
- Article
- In the search of potential epitopes for Wuhan seafood market pneumonia virus using high order nullomers.Journal of immunological methodsArticle
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Authors and funding
2 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
A nullomer is an oligomer that does not occur as a subsequence in a given DNA sequence, i.e. it is an absent word of that sequence. The importance of nullomers in several applications, from drug discovery to forensic practice, is now debated in the literature. Here, we investigated the nature of nullomers, whether their absence in genomes has just a statistical explanation or it is a peculiar feature of genomic sequences. We introduced an extension of the notion of nullomer, namely high order nullomers, which are nullomers whose mutated sequences are still nullomers. We studied different aspects of them: comparison with nullomers of random sequences, CpG distribution and mean helical rise. In agreement with previous results we found that the number of nullomers in the human genome is much larger than expected by chance. Nevertheless antithetical results were found when considering a random DNA sequence preserving dinucleotide frequencies. The analysis of CpG frequencies in nullomers and high order nullomers revealed, as expected, a high CpG content but it also highlighted a strong dependence of CpG frequencies on the dinucleotide position, suggesting that nullomers have their own peculiar structure and are not simply sequences whose CpG frequency is biased. Furthermore, phylogenetic trees were built on eleven species based on both the similarities between the dinucleotide frequencies and the number of nullomers two species share, showing that nullomers are fairly conserved among close species. Finally the study of mean helical rise of nullomers sequences revealed significantly high mean rise values, reinforcing the hypothesis that those sequences have some peculiar structural features. The obtained results show that nullomers are the consequence of the peculiar structure of DNA (also including biased CpG frequency and CpGs islands), so that the hypermutability model, also taking into account CpG islands, seems to be not sufficient to explain nullomer phenomenon. Finally, high order nullomers could emphasize those features that already make simple nullomers useful in several applications.
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