Computational analysis and characterization of dysregulated chromatin interactions and RNA biology in acute myeloid leukemia

Cancer is a highly lethal disease. Epigenetics has been found to be influential in cancer biology. Acute Myeloid Leukemia (AML), a disease derived from the aberrant differentiation and proliferation of haematopoietic progenitor cells, has been found to have a tight connection with epigenetics. Her...

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Main Author: Kong, Lingshi
Other Authors: Melissa Jane Fullwood
Format: Thesis-Doctor of Philosophy
Language:English
Published: Nanyang Technological University 2022
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Online Access:https://hdl.handle.net/10356/155629
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spelling sg-ntu-dr.10356-1556292023-02-28T18:32:21Z Computational analysis and characterization of dysregulated chromatin interactions and RNA biology in acute myeloid leukemia Kong, Lingshi Melissa Jane Fullwood School of Biological Sciences Cancer Science Institute (CSI) mfullwood@ntu.edu.sg Science::Biological sciences Cancer is a highly lethal disease. Epigenetics has been found to be influential in cancer biology. Acute Myeloid Leukemia (AML), a disease derived from the aberrant differentiation and proliferation of haematopoietic progenitor cells, has been found to have a tight connection with epigenetics. Here we investigated how chromatin interactions, a type of epigenetic, are dysregulated in AML clinical samples and DNMT3A mutant myeloid leukemia. We obtained and analyzed the 3D genome organization maps through Hi-C in both AML and normal CD34+ clinical haematopoietic stem cells as well as DNMT3A CRISPR knockout K562 cells. Altered chromatin interactions were found in AML and DNMT3A CRISPR knockout K562 cells. A Frequently Interacting Region (FIRE) in the MEIS1 region was found to be absent in half of AML samples (4 of 8) which showed low MEIS1 levels compared with normal samples and AML samples with the FIRE. The CRISPR excision of a CTCF binding site at the border of this FIRE led to MEIS1 expression loss, loss of chromatin interactions between the MEIS1 promoter with enhancers, modulation of H3K27ac levels at enhancers, and reduced cell growth. To address the influence of DNMT3A mutations on chromatin interactions, clinical AML RNA-Seq from an online database was analyzed, which suggested that DNMT3A mutations are associated with dysregulated Topologically Associated Domain (TAD) boundaries. From Hi-C analysis, the loss of two FIREs and two loops were also observed in DNMT3A CRISPR knockout K562 cells, which was associated with downregulation of PLOD2, MACC1, and ARID5B. Further integrated analysis of CTCF and histone mark ChIP-Seq, as well as RNA-Seq, suggested that DNMT3A loss led to altered histone marks, CTCF binding, chromatin interactions, and gene expression. Taken together, our work provided a better understanding of chromatin interactions alterations and gene expression changes in AML and DNMT3A mutant myeloid leukemia. Our research indicates the relevance of chromatin interactions in cancer biology and suggests that drugs that modulate epigenetic, such as DNA methylation, may lead to changes in chromatin interactions. In future research, we are interested to develop therapeutic strategies for altering the dysregulated chromatin interactions seen in AML through epigenetic drugs. Doctor of Philosophy 2022-03-09T02:20:46Z 2022-03-09T02:20:46Z 2021 Thesis-Doctor of Philosophy Kong, L. (2021). Computational analysis and characterization of dysregulated chromatin interactions and RNA biology in acute myeloid leukemia. Doctoral thesis, Nanyang Technological University, Singapore. https://hdl.handle.net/10356/155629 https://hdl.handle.net/10356/155629 10.32657/10356/155629 en This work is licensed under a Creative Commons Attribution-NonCommercial 4.0 International License (CC BY-NC 4.0). application/pdf Nanyang Technological University
institution Nanyang Technological University
building NTU Library
continent Asia
country Singapore
Singapore
content_provider NTU Library
collection DR-NTU
language English
topic Science::Biological sciences
spellingShingle Science::Biological sciences
Kong, Lingshi
Computational analysis and characterization of dysregulated chromatin interactions and RNA biology in acute myeloid leukemia
description Cancer is a highly lethal disease. Epigenetics has been found to be influential in cancer biology. Acute Myeloid Leukemia (AML), a disease derived from the aberrant differentiation and proliferation of haematopoietic progenitor cells, has been found to have a tight connection with epigenetics. Here we investigated how chromatin interactions, a type of epigenetic, are dysregulated in AML clinical samples and DNMT3A mutant myeloid leukemia. We obtained and analyzed the 3D genome organization maps through Hi-C in both AML and normal CD34+ clinical haematopoietic stem cells as well as DNMT3A CRISPR knockout K562 cells. Altered chromatin interactions were found in AML and DNMT3A CRISPR knockout K562 cells. A Frequently Interacting Region (FIRE) in the MEIS1 region was found to be absent in half of AML samples (4 of 8) which showed low MEIS1 levels compared with normal samples and AML samples with the FIRE. The CRISPR excision of a CTCF binding site at the border of this FIRE led to MEIS1 expression loss, loss of chromatin interactions between the MEIS1 promoter with enhancers, modulation of H3K27ac levels at enhancers, and reduced cell growth. To address the influence of DNMT3A mutations on chromatin interactions, clinical AML RNA-Seq from an online database was analyzed, which suggested that DNMT3A mutations are associated with dysregulated Topologically Associated Domain (TAD) boundaries. From Hi-C analysis, the loss of two FIREs and two loops were also observed in DNMT3A CRISPR knockout K562 cells, which was associated with downregulation of PLOD2, MACC1, and ARID5B. Further integrated analysis of CTCF and histone mark ChIP-Seq, as well as RNA-Seq, suggested that DNMT3A loss led to altered histone marks, CTCF binding, chromatin interactions, and gene expression. Taken together, our work provided a better understanding of chromatin interactions alterations and gene expression changes in AML and DNMT3A mutant myeloid leukemia. Our research indicates the relevance of chromatin interactions in cancer biology and suggests that drugs that modulate epigenetic, such as DNA methylation, may lead to changes in chromatin interactions. In future research, we are interested to develop therapeutic strategies for altering the dysregulated chromatin interactions seen in AML through epigenetic drugs.
author2 Melissa Jane Fullwood
author_facet Melissa Jane Fullwood
Kong, Lingshi
format Thesis-Doctor of Philosophy
author Kong, Lingshi
author_sort Kong, Lingshi
title Computational analysis and characterization of dysregulated chromatin interactions and RNA biology in acute myeloid leukemia
title_short Computational analysis and characterization of dysregulated chromatin interactions and RNA biology in acute myeloid leukemia
title_full Computational analysis and characterization of dysregulated chromatin interactions and RNA biology in acute myeloid leukemia
title_fullStr Computational analysis and characterization of dysregulated chromatin interactions and RNA biology in acute myeloid leukemia
title_full_unstemmed Computational analysis and characterization of dysregulated chromatin interactions and RNA biology in acute myeloid leukemia
title_sort computational analysis and characterization of dysregulated chromatin interactions and rna biology in acute myeloid leukemia
publisher Nanyang Technological University
publishDate 2022
url https://hdl.handle.net/10356/155629
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