Uncovering differential DNA methylation alterations in subtypes of Acute Myeloid Leukemia

Bibliographic Details
Main Author: Cardoso, Cândida Patrícia Valente
Publication Date: 2020
Format: Master thesis
Language: eng
Source: Repositórios Científicos de Acesso Aberto de Portugal (RCAAP)
Download full: http://hdl.handle.net/10400.1/16336
Summary: Acute myeloid leukemia (AML) is a hematological malignancy where the hematopoietic stem cells or progenitor cells accumulate epigenetic and genetic alterations, losing their differentiation ability and gain proliferative advantage. AML is classified based on the cytogenetic abnormalities detected in the patient’s leukemic cells. The World Health Organization (WHO) classification system is the most used and more current, distinguishing six subgroups. Moreover, the French-American-British (FAB) classification system also classifies AML, distinguishing seven subtypes (M0, M1, M2, M4, M5, M6, M7). The cytogenetic abnormalities and mutations in specific genes also allow the AML stratification into three prognostic risk groups: favorable, intermediate, and adverse. However, not all AML patients’ leukemic cells exhibit chromosomal arrangements or gene mutations with prognostic impact, being categorized in the intermediate prognostic risk group. These patients show high clinical heterogeneity, being the treatment decision a current problem. Our goal was to identify potential prognostic biomarkers of gene expression and DNA methylation that could predict survival in AML patients that were categorized in the intermediate prognostic risk group. Thus, we developed an R-based algorithm that evaluates the prognostic potential of each gene and CpG site, available on the TCGA LAML cohort, in AML patients classified as FAB M1, M2, M4, and M5 subtypes. The algorithm was also performed in a group of patients with AML classified as FAB M0, M1, M2, M4 and M5 together. Our results suggest that there are some genes whose expression and/or DNA methylation are able to subdivide the AML patients categorized in the intermediate prognostic risk group into two subgroups with distinct overall survival. In conclusion, although the patients categorized in the intermediate prognostic risk group show a heterogeneous prognosis, they can be segregated by some candidate prognostic biomarkers of gene expression and DNA methylation, which can help to decide the best therapy for them.
id RCAP_a78f539b10a81d1ca3fc787dc81f0e0e
oai_identifier_str oai:sapientia.ualg.pt:10400.1/16336
network_acronym_str RCAP
network_name_str Repositórios Científicos de Acesso Aberto de Portugal (RCAAP)
repository_id_str https://opendoar.ac.uk/repository/7160
spelling Uncovering differential DNA methylation alterations in subtypes of Acute Myeloid LeukemiaLeucemia mielóide agudaGrupo de risco intermédioBiomarcadores de prognósticoExpressão génicaMetilação de dnaAcute myeloid leukemia (AML) is a hematological malignancy where the hematopoietic stem cells or progenitor cells accumulate epigenetic and genetic alterations, losing their differentiation ability and gain proliferative advantage. AML is classified based on the cytogenetic abnormalities detected in the patient’s leukemic cells. The World Health Organization (WHO) classification system is the most used and more current, distinguishing six subgroups. Moreover, the French-American-British (FAB) classification system also classifies AML, distinguishing seven subtypes (M0, M1, M2, M4, M5, M6, M7). The cytogenetic abnormalities and mutations in specific genes also allow the AML stratification into three prognostic risk groups: favorable, intermediate, and adverse. However, not all AML patients’ leukemic cells exhibit chromosomal arrangements or gene mutations with prognostic impact, being categorized in the intermediate prognostic risk group. These patients show high clinical heterogeneity, being the treatment decision a current problem. Our goal was to identify potential prognostic biomarkers of gene expression and DNA methylation that could predict survival in AML patients that were categorized in the intermediate prognostic risk group. Thus, we developed an R-based algorithm that evaluates the prognostic potential of each gene and CpG site, available on the TCGA LAML cohort, in AML patients classified as FAB M1, M2, M4, and M5 subtypes. The algorithm was also performed in a group of patients with AML classified as FAB M0, M1, M2, M4 and M5 together. Our results suggest that there are some genes whose expression and/or DNA methylation are able to subdivide the AML patients categorized in the intermediate prognostic risk group into two subgroups with distinct overall survival. In conclusion, although the patients categorized in the intermediate prognostic risk group show a heterogeneous prognosis, they can be segregated by some candidate prognostic biomarkers of gene expression and DNA methylation, which can help to decide the best therapy for them.Castelo-Branco, PedroFernandes, Mónica TeotónioSapientiaCardoso, Cândida Patrícia Valente2021-06-22T13:14:54Z2020-06-222020-06-22T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/masterThesisapplication/pdfapplication/pdfhttp://hdl.handle.net/10400.1/16336urn:tid:202651746enginfo:eu-repo/semantics/openAccessreponame:Repositórios Científicos de Acesso Aberto de Portugal (RCAAP)instname:FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologiainstacron:RCAAP2025-02-18T17:21:35Zoai:sapientia.ualg.pt:10400.1/16336Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireinfo@rcaap.ptopendoar:https://opendoar.ac.uk/repository/71602025-05-28T20:19:29.926061Repositórios Científicos de Acesso Aberto de Portugal (RCAAP) - FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologiafalse
dc.title.none.fl_str_mv Uncovering differential DNA methylation alterations in subtypes of Acute Myeloid Leukemia
title Uncovering differential DNA methylation alterations in subtypes of Acute Myeloid Leukemia
spellingShingle Uncovering differential DNA methylation alterations in subtypes of Acute Myeloid Leukemia
Cardoso, Cândida Patrícia Valente
Leucemia mielóide aguda
Grupo de risco intermédio
Biomarcadores de prognóstico
Expressão génica
Metilação de dna
title_short Uncovering differential DNA methylation alterations in subtypes of Acute Myeloid Leukemia
title_full Uncovering differential DNA methylation alterations in subtypes of Acute Myeloid Leukemia
title_fullStr Uncovering differential DNA methylation alterations in subtypes of Acute Myeloid Leukemia
title_full_unstemmed Uncovering differential DNA methylation alterations in subtypes of Acute Myeloid Leukemia
title_sort Uncovering differential DNA methylation alterations in subtypes of Acute Myeloid Leukemia
author Cardoso, Cândida Patrícia Valente
author_facet Cardoso, Cândida Patrícia Valente
author_role author
dc.contributor.none.fl_str_mv Castelo-Branco, Pedro
Fernandes, Mónica Teotónio
Sapientia
dc.contributor.author.fl_str_mv Cardoso, Cândida Patrícia Valente
dc.subject.por.fl_str_mv Leucemia mielóide aguda
Grupo de risco intermédio
Biomarcadores de prognóstico
Expressão génica
Metilação de dna
topic Leucemia mielóide aguda
Grupo de risco intermédio
Biomarcadores de prognóstico
Expressão génica
Metilação de dna
description Acute myeloid leukemia (AML) is a hematological malignancy where the hematopoietic stem cells or progenitor cells accumulate epigenetic and genetic alterations, losing their differentiation ability and gain proliferative advantage. AML is classified based on the cytogenetic abnormalities detected in the patient’s leukemic cells. The World Health Organization (WHO) classification system is the most used and more current, distinguishing six subgroups. Moreover, the French-American-British (FAB) classification system also classifies AML, distinguishing seven subtypes (M0, M1, M2, M4, M5, M6, M7). The cytogenetic abnormalities and mutations in specific genes also allow the AML stratification into three prognostic risk groups: favorable, intermediate, and adverse. However, not all AML patients’ leukemic cells exhibit chromosomal arrangements or gene mutations with prognostic impact, being categorized in the intermediate prognostic risk group. These patients show high clinical heterogeneity, being the treatment decision a current problem. Our goal was to identify potential prognostic biomarkers of gene expression and DNA methylation that could predict survival in AML patients that were categorized in the intermediate prognostic risk group. Thus, we developed an R-based algorithm that evaluates the prognostic potential of each gene and CpG site, available on the TCGA LAML cohort, in AML patients classified as FAB M1, M2, M4, and M5 subtypes. The algorithm was also performed in a group of patients with AML classified as FAB M0, M1, M2, M4 and M5 together. Our results suggest that there are some genes whose expression and/or DNA methylation are able to subdivide the AML patients categorized in the intermediate prognostic risk group into two subgroups with distinct overall survival. In conclusion, although the patients categorized in the intermediate prognostic risk group show a heterogeneous prognosis, they can be segregated by some candidate prognostic biomarkers of gene expression and DNA methylation, which can help to decide the best therapy for them.
publishDate 2020
dc.date.none.fl_str_mv 2020-06-22
2020-06-22T00:00:00Z
2021-06-22T13:14:54Z
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/masterThesis
format masterThesis
status_str publishedVersion
dc.identifier.uri.fl_str_mv http://hdl.handle.net/10400.1/16336
urn:tid:202651746
url http://hdl.handle.net/10400.1/16336
identifier_str_mv urn:tid:202651746
dc.language.iso.fl_str_mv eng
language eng
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
application/pdf
dc.source.none.fl_str_mv reponame:Repositórios Científicos de Acesso Aberto de Portugal (RCAAP)
instname:FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologia
instacron:RCAAP
instname_str FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologia
instacron_str RCAAP
institution RCAAP
reponame_str Repositórios Científicos de Acesso Aberto de Portugal (RCAAP)
collection Repositórios Científicos de Acesso Aberto de Portugal (RCAAP)
repository.name.fl_str_mv Repositórios Científicos de Acesso Aberto de Portugal (RCAAP) - FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologia
repository.mail.fl_str_mv info@rcaap.pt
_version_ 1833598603333992448