Abstract
Genomic DNA is under constant oxidative damage, with 8-oxo-7,8-dihydro-2’-deoxyguanosine (8-oxo-dG) being the prominent lesion linked to mutagenesis, epigenetics, and gene regulation. Existing methods to detect 8-oxo-dG rely on indirect approaches, while nanopore sequencing enables direct detection of base modifications. A model for 8-oxo-dG detection is currently missing due to the lack of training data. Here, we develop a strategy using synthetic oligos to generate long, 8-oxo-dG context-variable DNA molecules for deep learning and nanopore sequencing. Our training approach addresses the rarity of 8-oxo-dG relative to guanine, enabling specific detection. Applied to a tissue culture model of oxidative damage, our method reveals uneven genomic 8-oxo-dG distribution, dissimilar context pattern to C>A mutations, and local 5-mC depletion. This dual measurement of 5-mC and 8-oxo-dG at single-molecule resolution uncovers new insights into their interplay. Our approach also provides a general framework for detecting other rare DNA modifications using synthetic DNA and nanopore sequencing.
| Original language | English |
|---|---|
| Article number | 5236 |
| Journal | Nature communications |
| Volume | 16 |
| Issue number | 1 |
| DOIs | |
| Publication status | Published - 5 Jun 2025 |
Keywords
- DNA/chemistry
- Oxidative Stress
- Deoxyguanosine/analogs & derivatives
- Humans
- DNA Damage
- Mutation
- Nanopore Sequencing/methods
- Nanopores
- 8-Hydroxy-2'-Deoxyguanosine
- Guanine
- Sequence Analysis, DNA/methods
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