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Recurrent Patterns of Protein Expression Signatures in Pediatric Acute Lymphoblastic Leukemia: Recognition and
Fieke W Hoff1,2, Chenyue W Hu3, Yihua Qiu1
1Department of Leukemia, The University of Texas M.D. Anderson Cancer Center, Houston, Texas.
Insights
Identifying protein patterns in pediatric acute lymphoblastic leukemia (ALL) can guide personalized therapy. This study reveals distinct protein signatures and constellations in ALL patients, offering new targets for treatment.
Area of Science:
- Oncology
- Molecular Biology
- Genetics
Background:
- Pediatric acute lymphoblastic leukemia (ALL) is a common childhood cancer with challenges in treating relapsed disease due to genetic heterogeneity and chemoresistance.
- Current treatment strategies for ALL face difficulties in personalization due to the complex nature of leukemia cell genetics.
Purpose of the Study:
- To investigate if genetic events in pediatric ALL coalesce into distinct protein signatures.
- To identify protein patterns that can guide the development of individualized therapeutic strategies for pediatric ALL.
Main Methods:
- Utilized custom reverse-phase protein arrays with 194 antibodies on pediatric ALL (n=73) and normal CD34+ (n=10) samples.
- Analyzed proteins within 31 protein functional groups (PFGs) and determined optimal protein clusters.
- Applied block clustering to identify protein constellations and patient signatures, correlating them with clinical and cytogenetic features.
Main Results:
- Discovered distinct "normal-like" and "leukemia-specific" protein patterns.
- Identified 10 protein constellations and 7 distinct patient signatures based on recurrent combinations of constellations.
- Found correlations between signatures and risk stratification, cytogenetics, and laboratory features, with some signatures specific to T-cell ALL or pre-B-cell ALL.
- Observed ethnic-specific signatures, suggesting pathophysiologic differences.
Conclusions:
- Protein signatures and constellations offer insights into the molecular landscape of pediatric ALL.
- These identified patterns can serve as potential targets for combinatorial inhibition or replacement therapies, enabling personalized treatment approaches.
- Understanding ethnic-specific differences in protein expression may further refine personalized medicine strategies for pediatric ALL.
Abstract:
Pediatric acute lymphoblastic leukemia (ALL) is the most common pediatric malignancy, and the second leading cause of pediatric cancer-related death in developed countries. While the cure rate for newly diagnosed ALL is excellent, the genetic heterogeneity and chemoresistance of leukemia cells at relapse makes individualized curative treatment plans difficult. We hypothesize that genetic events would coalesce into a finite number of protein signatures that could guide the design of individualized therapy. Custom reverse-phase protein arrays were produced from pediatric ALL (n = 73) and normal CD34+ (n = 10) samples with 194 validated antibodies. Proteins were allocated into 31 protein functional groups (PFG) to analyze them in the context of other proteins, based on known associations from the literature. The optimal number of protein clusters was determined for each PFG. Protein networks showed distinct transition states, revealing "normal-like" and "leukemia-specific" protein patterns. Block clustering identified strong correlation between various protein clusters that formed 10 protein constellations. Patients that expressed similar recurrent combinations of constellations comprised 7 distinct signatures, correlating with risk stratification, cytogenetics, and laboratory features. Most constellations and signatures were specific for T-cell ALL or pre-B-cell ALL; however, some constellations showed significant overlap. Several signatures were associated with Hispanic ethnicity, suggesting that ethnic pathophysiologic differences likely exist. In addition, some constellations were enriched for "normal-like" protein clusters, whereas others had exclusively "leukemia-specific" patterns.Implications: Recognition of proteins that have universally altered expression, together with proteins that are specific for a given signature, suggests targets for directed combinatorial inhibition or replacement to enable personalized therapy. Mol Cancer Res; 16(8); 1263-74. ©2018 AACRSee related article by Hoff et al., p. 1275.
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