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Cellular Composition and 5hmC Signature Predict the Treatment Response of AML Patients to Azacitidine Combined with Chemotherapy.
Liang, Guanghao; Wang, Linchen; You, Qiancheng; Cahill, Kirk; Chen, Chuanyuan; Zhang, Wei; Fulton, Noreen; Stock, Wendy; Odenike, Olatoyosi; He, Chuan; Han, Dali.
Afiliação
  • Liang G; Key Laboratory of Genomic and Precision Medicine, Beijing Institute of Genomics, Chinese Academy of Sciences and China National Center for Bioinformation, Beijing, 100101, China.
  • Wang L; College of Future Technology, Sino-Danish College, University of Chinese Academy of Sciences, Beijing, 100049, China.
  • You Q; Key Laboratory of Genomic and Precision Medicine, Beijing Institute of Genomics, Chinese Academy of Sciences and China National Center for Bioinformation, Beijing, 100101, China.
  • Cahill K; College of Future Technology, Sino-Danish College, University of Chinese Academy of Sciences, Beijing, 100049, China.
  • Chen C; Department of Chemistry and Institute for Biophysical Dynamics, The University of Chicago, Chicago, IL, 60637, USA.
  • Zhang W; Howard Hughes Medical Institute, Chicago, IL, 60637, USA.
  • Fulton N; Section of Hematology/Oncology, Department of Medicine, University of Chicago Medicine, Chicago, IL, 60637, USA.
  • Stock W; Key Laboratory of Genomic and Precision Medicine, Beijing Institute of Genomics, Chinese Academy of Sciences and China National Center for Bioinformation, Beijing, 100101, China.
  • Odenike O; College of Future Technology, Sino-Danish College, University of Chinese Academy of Sciences, Beijing, 100049, China.
  • He C; Department of Medicine, University of California, San Diego, La Jolla, CA, 92093, USA.
  • Han D; Bristol-Myers Squibb, San Diego, CA, 92121, USA.
Adv Sci (Weinh) ; 10(23): e2300445, 2023 08.
Article em En | MEDLINE | ID: mdl-37271891
ABSTRACT
Azacitidine (AZA) is a DNA methyltransferase inhibitor and epigenetic modulator that can be an effective agent in combination with chemotherapy for patients with high-risk acute myeloid leukemia (AML). However, biological factors driving the therapeutic response of such hypomethylating agent (HMA)-based therapies remain unknown. Herein, the transcriptome and/or genome-wide 5-hydroxymethylcytosine (5hmC) is characterized for 41 patients with high-risk AML from a phase 1 clinical trial treated with AZA epigenetic priming followed by high-dose cytarabine and mitoxantrone (AZA-HiDAC-Mito). Digital cytometry reveals that responders have elevated Granulocyte-macrophage-progenitor-like (GMP-like) malignant cells displaying an active cell cycle program. Moreover, the enrichment of natural killer (NK) cells predicts a favorable outcome in patients receiving AZA-HiDAC-Mito therapy or other AZA-based therapies. Comparing 5hmC profiles before and after five-day treatment of AZA shows that AZA exposure induces dose-dependent 5hmC changes, in which the magnitude correlates with overall survival (p = 0.015). An extreme gradient boosting (XGBoost) machine learning model is developed to predict the treatment response based on 5hmC levels of 11 genes, achieving an area under the curve (AUC) of 0.860. These results suggest that cellular composition markedly impacts the treatment response, and showcase the prospect of 5hmC signatures in predicting the outcomes of HMA-based therapies in AML.
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Texto completo: 1 Coleções: 01-internacional Base de dados: MEDLINE Assunto principal: Azacitidina / Leucemia Mieloide Aguda Tipo de estudo: Prognostic_studies / Risk_factors_studies Limite: Humans Idioma: En Revista: Adv Sci (Weinh) Ano de publicação: 2023 Tipo de documento: Article País de afiliação: China

Texto completo: 1 Coleções: 01-internacional Base de dados: MEDLINE Assunto principal: Azacitidina / Leucemia Mieloide Aguda Tipo de estudo: Prognostic_studies / Risk_factors_studies Limite: Humans Idioma: En Revista: Adv Sci (Weinh) Ano de publicação: 2023 Tipo de documento: Article País de afiliação: China