Prediction of brain metastasis development with DNA methylation signatures

DNA甲基化 计算生物学 甲基化 脑转移 生物 转移 DNA 神经科学 生物信息学 癌症研究 遗传学 癌症 基因 基因表达
作者
Jeffrey Zuccato,Yasin Mamatjan,Farshad Nassiri,Andrew Ajisebutu,Jeffrey Liu,Ammara Muazzam,Olivia Singh,Wen Zhang,Mathew Voisin,Shideh Mirhadi,Suganth Suppiah,Leanne E. Wybenga‐Groot,Alireza Tajik,Craig D. Simpson,Olli Saarela,Ming‐Sound Tsao,Thomas Kislinger,Kenneth Aldape,Michael F. Moran,Vikas Patil,Gelareh Zadeh
出处
期刊:Nature Medicine [Springer Nature]
被引量:1
标识
DOI:10.1038/s41591-024-03286-y
摘要

Brain metastases (BMs) are the most common and among the deadliest brain tumors. Currently, there are no reliable predictors of BM development from primary cancer, which limits early intervention. Lung adenocarcinoma (LUAD) is the most common BM source and here we obtained 402 tumor and plasma samples from a large cohort of patients with LUAD with or without BM (n = 346). LUAD DNA methylation signatures were evaluated to build and validate an accurate model predicting BM development from LUAD, which was integrated with clinical factors to provide comprehensive patient-specific BM risk probabilities in a nomogram. Additionally, immune and cell interaction gene sets were differentially methylated at promoters in BM versus paired primary LUAD and had aligning dysregulation in the proteome. Immune cells were differentially abundant in BM versus LUAD. Finally, liquid biomarkers identified from methylated cell-free DNA sequenced in plasma were used to generate and validate accurate classifiers for early BM detection. Overall, LUAD methylomes can be leveraged to predict and noninvasively identify BM, moving toward improved patient outcomes with personalized treatment. Using data from a cohort of patients (n = 346) with lung adenocarcinoma and from multiple independent cohorts, DNA methylation signatures were evaluated to build and validate an accurate model predicting the development of brain metastasis.
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