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Expanding Beyond Genetic Subtypes in B-Cell Acute Lymphoblastic Leukemia: A Pathway-Based Stratification of Patients
1Department of Genetics and Bioengineering, Faculty of Engineering and Natural Sciences, Istanbul Bilgi University, Istanbul, Turkiye.
Abstract:
Precision oncology promises individually tailored drugs and clinical care for patients with cancer: That is, "the right drug, for the right patient, at the right dose, and at the right time." Although stratification of the risk for treatment resistance and toxicity is key to precision oncology, there are multiple ways in which such stratification can be achieved, for example, genetic, functional pathway based, among others. Moving toward precision oncology is sorely needed in the case of acute lymphoblastic leukemia (ALL) wherein adult patients display survival rates ranging from 30% to 70%. The present study reports on the pathway activity signature of adult B-ALL, with an eye to precision oncology. Transcriptome profiles from three different expression datasets, comprising 346 patients who were adolescents or adults with B-ALL, were harnessed to determine the activity of signaling pathways commonly disrupted in B-ALL. Pathway activity analyses revealed that Ph-like ALL closely resembles Ph-positive ALL. Although this was the case at the average pathway activity level, the pathway activity patterns in B-ALL differ from genetic subtypes. Importantly, clustering analysis revealed that five distinct clusters exist in B-ALL patients based on pathway activity, with each cluster displaying a unique pattern of pathway activation. Identifying pathway-based subtypes thus appears to be crucial, considering the inherent heterogeneity among patients with the same genetic subtype. In conclusion, a pathway-based stratification of the B-ALL could potentially allow for simultaneously targeting highly active pathways within each ALL subtype, and thus might open up new avenues of innovation for personalized/precision medicine in this cancer that continues to have poor prognosis in adult patients compared with the children.
Insights
Precision oncology tailors cancer treatment. This study identifies five distinct pathway activity subtypes in adult B-acute lymphoblastic leukemia (B-ALL), offering new precision medicine strategies for this challenging cancer.
Area of Science:
- Oncology
- Genomics
- Bioinformatics
Background:
- Precision oncology aims to personalize cancer care for improved outcomes.
- Adult B-acute lymphoblastic leukemia (B-ALL) has a poor prognosis with survival rates between 30-70%.
- Stratification by genetic or functional pathways is crucial for precision oncology.
Purpose of the Study:
- To investigate pathway activity signatures in adult B-ALL for precision oncology applications.
- To identify novel patient subtypes based on pathway activation patterns.
Main Methods:
- Analysis of transcriptome profiles from 346 adult B-ALL patients across three datasets.
- Assessment of signaling pathway activity commonly disrupted in B-ALL.
- Clustering analysis to identify distinct patient subgroups based on pathway activity.
Main Results:
- Ph-like ALL pathway activity profiles resemble Ph-positive ALL.
- Pathway activity patterns in B-ALL are distinct from genetic subtypes.
- Five distinct B-ALL patient clusters were identified based on unique pathway activation patterns.
Conclusions:
- Pathway-based stratification reveals significant heterogeneity within B-ALL genetic subtypes.
- Identifying pathway-based subtypes is crucial for developing targeted therapies.
- This approach may enable simultaneous targeting of active pathways, advancing personalized medicine for adult B-ALL.
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