Gene expression profiles reveal distinct regulatory activities of transcription factors GATA1 and TAL1 upon AML relapse

CANCER RESEARCH(2023)

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摘要
Abstract The purpose of this study is to identify key regulatory pathways that potentially drive abnormal gene expression program in relapsed Acute Myeloid Leukemia (AML) patients, by integrative computational analyses on multi-omics molecular profiles. Relapsed AML remains a clinical challenge. Epigenetic heterogeneity may contribute to transcriptional dysregulation and disease progression in AML. However, what specific transcriptional programs and potential regulatory mechanisms contribute to disease relapse are not yet well understood. To characterize the global transcriptional landscapes in relapsed AML, we integrated genomics data from two cohorts of matched diagnosis and relapse patient specimens. We identified 5,416 differentially expressed genes (DEGs) between diagnosis and relapse in Cohort I. Unsupervised clustering yielded three distinct DEG groups: group A, B and C genes that were predominantly (88%) down-regulated, divergently regulated, or predominantly (65%) up-regulated, respectively, upon relapse. The expression pattern of all DEGs separated the patients into two clusters, most robustly by Group B genes. Interestingly, the majority of DEGs did not associate with changes in gene promoter methylation. Similar patterns were observed in Cohort II. We used Binding Analysis for Regulation of Transcription (BART) to identify transcriptional regulators (TRs) that potentially regulated the DEGs not associated with DNA methylation changes, and assessed the differential expression of identified TRs during disease progression. PU.1 was identified as a potential TR for Group A genes and was down-regulated upon relapse. GATA1 and TAL1 were identified as regulating Group B genes and were up-regulated in patient cluster1 and down-regulated in cluster2, consistent with the expression pattern of Group B genes. RBBP5 was a top predicted TR for Group C genes and was up-regulated upon relapse. We next validated the potential functionality of those predicted factors. In NSG mice transplanted with a human AML specimen, TAL1 and GATA1 were downregulated in AML cells collected four weeks after chemotherapy treatment, and were inferred as TRs for the down-regulated genes, similar to the patient data. PU.1 was inferred as regulating the up-regulated genes. Furthermore, we found that the level of differential expression of TAL1, GATA1, and PU.1 in each patient specimen associated with the correlation of DEG profiles between the patient specimen and TR perturbation in human-derived hematopoietic cell lines. Our results support the possibility that in some AML patients, TRs with roles in hematopoiesis and leukemia might contribute to disease relapse. Further mechanistic studies deciphering the molecular and phenotypic events facilitated by these TRs will yield significant insight into disease biology and possible therapeutic targeting approaches in relapsed AML. Citation Format: Zhenjia Wang, Yaseswini Neelamraju, Cem Meydan, Nicholas Dunham, Jorge Gandara, Tak Lee, Subhash Prajapati, Franck Rapaport, Caroline Sheridan, Paul Zumbo, Michael Becker, Lars Bullinger, Martin Carroll, Richard D’Andrea, Richard Dillon, Ross Levine, Christopher E. Mason, Ari Melnick, Donna Neuberg, Stefan Bekiranov, Chongzhi Zang, Francine E. Garrett-Bakelman. Gene expression profiles reveal distinct regulatory activities of transcription factors GATA1 and TAL1 upon AML relapse [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2023; Part 1 (Regular and Invited Abstracts); 2023 Apr 14-19; Orlando, FL. Philadelphia (PA): AACR; Cancer Res 2023;83(7_Suppl):Abstract nr 3155.
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transcription factors gata1,aml relapse,tal1,gene expression profiles,gene expression
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