TY - JOUR
T1 - Direct detection of 8-oxo-dG using nanopore sequencing
AU - Pagès-Gallego, Marc
AU - van Soest, Daan M.K.
AU - Besselink, Nicolle J.M.
AU - Straver, Roy
AU - Keijer, Janneke P.
AU - Vermeulen, Carlo
AU - Marcozzi, Alessio
AU - van Roosmalen, Markus J.
AU - van Boxtel, Ruben
AU - Burgering, Boudewijn M.T.
AU - Dansen, Tobias B.
AU - de Ridder, Jeroen
N1 - Publisher Copyright:
© The Author(s) 2025.
PY - 2025/6/5
Y1 - 2025/6/5
N2 - 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.
AB - 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.
UR - https://www.scopus.com/pages/publications/105007466401
U2 - 10.1038/s41467-025-60391-3
DO - 10.1038/s41467-025-60391-3
M3 - Article
AN - SCOPUS:105007466401
SN - 2041-1723
VL - 16
JO - Nature Communications
JF - Nature Communications
IS - 1
M1 - 5236
ER -