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Published on: October 11, 2018
Histone-, Receptor-, and Integrin-Related Gene Products and ADAM28 as Relevant to B-Cell Acute Lymphoblastic Leukemia
Makayla R K Wilkins1, Brett E Pickett1
1Department of Microbiology and Molecular Biology, Brigham Young University, Provo, UT 84062, USA.
Insights
This study analyzes gene expression in B-cell acute lymphoblastic leukemia (B-ALL), identifying key genes and pathways. Findings offer insights into potential new diagnostics and drug repurposing for B-ALL treatment.
Area of Science:
- Oncology
- Molecular Biology
- Bioinformatics
Background:
- B-cell acute lymphoblastic leukemia (B-ALL) is a common cancer with lower cure rates in adults compared to children.
- Current chemotherapy treatments for B-ALL can lead to adverse side effects and complications.
- A deeper understanding of B-ALL's molecular mechanisms and gene expression is needed for improved therapies.
Purpose of the Study:
- To investigate shared gene expression profiles and molecular mechanisms across B-ALL subtypes.
- To identify differentially expressed genes and affected pathways in B-ALL.
- To explore potential drug repurposing opportunities and diagnostic markers for B-ALL.
Main Methods:
- Utilized a computational workflow to analyze 259 publicly available RNA-sequencing samples from the NCBI GEO database.
- Performed differential gene expression, pathway enrichment, marker prediction, and drug repurposing analyses.
- Employed a tree-based classification algorithm for marker prediction.
Main Results:
- Identified novel and known differentially expressed genes, including upregulation of HIST2H2AA3, EPHA7, and MPR1, and downregulation of IGHA1, ANGPTL1, and CHAD.
- Found significant pathway alterations in B-ALL, notably "Integrins in Angiogenesis".
- Predicted 306 existing therapeutic targets for B-ALL repurposing, including three novel candidates, and identified ADAM28 as a potential mechanistic marker.
Conclusions:
- The study provides enhanced mechanistic understanding of B-ALL.
- Identified potential novel diagnostics and repurposed therapeutics for B-ALL.
- Results may inform future treatment strategies and improve outcomes for B-ALL patients.
Abstract:
Acute lymphoblastic leukemia (ALL) is the most common childhood cancer, with pediatric ALL having a ~90 percent cure rate, while the adult cure rate is considerably lower. B-cell acute lymphoblastic leukemia (B-ALL) is the most common subtype of ALL and is generally treated through a variety of chemotherapy drugs that can cause undesired side effects, adverse events, or other complications. Consequently, there is a need for improved understanding of the shared gene expression profiles and underlying molecular mechanisms shared among various B-ALL subtypes. In this study, 259 publicly available RNA-sequencing samples were evaluated and retrieved from the NCBI Gene Expression Omnibus (GEO) database and then pre-processed using a robust computational workflow. Differential gene expression, pathway enrichment, marker prediction, and drug repurposing analyses were then performed to facilitate a better mechanistic understanding of disease. We found both previously identified as well as novel differentially expressed genes. Specifically, we observed upregulation in the HIST2H2AA3, EPHA7, and MPR1 genes; while downregulation was observed for the IGHA1, ANGPTL1, and CHAD genes. We identified multiple pathways, including "Integrins in Angiogenesis", to be significantly affected in B-ALL. We then used these significant pathways to predict and rank 306 existing therapeutic targets that could potentially be repurposed for B-ALL, including three that have not been evaluated in human clinical trials. Using a tree-based classification algorithm, we also predicted ADAM28 as a possible mechanistic marker. The results of this study have potential implications for patients who have been diagnosed with B-ALL by providing improved mechanistic understanding and information on possible diagnostics and repurposed therapeutics for B-ALL.
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