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Nat Commun ; 15(1): 6113, 2024 Jul 20.
Artigo em Inglês | MEDLINE | ID: mdl-39030196

RESUMO

Aberrant DNA methylation patterns have been used for cancer detection. However, DNA hemi-methylation, present at about 10% CpG dinucleotides, has been less well studied. Here we show that a majority of differentially hemi-methylated regions (DHMRs) in liver tumor DNA or plasma cells free (cf) DNA do not overlap with differentially methylated regions (DMRs) of the same samples, indicating that DHMRs could serve as independent biomarkers. Furthermore, we analyzed the cfDNA methylomes of 215 samples from individuals with liver or brain cancer and individuals without cancer (controls), and trained machine learning models using DMRs, DHMRs or both. The models incorporated with both DMRs and DHMRs show a superior performance compared to models trained with DMRs or DHMRs, with AUROC being 0.978, 0.990, and 0.983 in distinguishing control, liver and brain cancer, respectively, in a validation cohort. This study supports the potential of utilizing both DMRs and DHMRs for multi-cancer detection.


Assuntos
Biomarcadores Tumorais , Neoplasias Encefálicas , Ácidos Nucleicos Livres , Metilação de DNA , Neoplasias Hepáticas , Humanos , Neoplasias Encefálicas/genética , Neoplasias Encefálicas/patologia , Neoplasias Encefálicas/metabolismo , Ácidos Nucleicos Livres/genética , Ácidos Nucleicos Livres/sangue , Neoplasias Hepáticas/genética , Neoplasias Hepáticas/diagnóstico , Biomarcadores Tumorais/genética , Biomarcadores Tumorais/metabolismo , Masculino , Feminino , Ilhas de CpG , Aprendizado de Máquina , Pessoa de Meia-Idade , DNA Tumoral Circulante/genética , DNA Tumoral Circulante/sangue , Idoso
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