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Selecting Multiple Biomarker Subsets with Similarly Effective Binary Classification Performances
Published on: October 11, 2018
Biomarker profile for prediction of response to SMAC mimetic monotherapy in pediatric precursor B-cell acute
Julia Zinngrebe1, Ferdinand Schlichtig1, Johann M Kraus2
1Department of Pediatrics and Adolescent Medicine, Ulm University Medical Center, Ulm, Germany.
Abstract:
Second mitochondria-derived activator of caspase (SMAC) mimetics (SMs) targeting inhibitor of apoptosis proteins (IAPs) activate cell death pathways, and are currently being evaluated in clinical trials. Their successful therapeutic implementation requires upfront identification of patients who could benefit from a SM-based treatment but biomarkers for SM sensitivity have not yet been described. Here, we analyzed the intrinsic activity of two monovalent (AT406 and LCL161) and two bivalent (Birinapant and BV6) SMs on unselected patient-derived pediatric precursor B-cell acute lymphoblastic leukemia (BCP-ALL) identifying a subset of patient samples to be particularly sensitive to SM-induced cell death. This subset was defined by a characteristic gene expression signature with 127 differentially regulated genes, amongst them TNFRSF1A encoding TNFR1, and a critical role of TNFR1 in SM-induced cell death in sensitive BCP-ALL was confirmed on the functional level. Interestingly, samples with intermediate or low sensitivity to SMs were sensitized to SM-induced cell death by inhibition of caspases using zVAD.fmk or Emricasan, a pan-caspase inhibitor in clinical trials. When we compared our expression data to published data sets, we identified an overlap of four genes to be commonly differentially regulated in SM-sensitive BCP-ALL, that is, TSPAN7, DIPK1C, MTX2 and, again, TNFRSF1A. Functional testing revealed that this set of genes identified samples with high sensitivity to SM treatment. In summary, our data suggest using this gene signature as biomarker predicting response to SM treatment and point to the development of new combinatorial treatments consisting of SMs and pan-caspase inhibitors for a successful clinical implementation of SMs in treatment of BCP-ALL.
Insights
Second mitochondria-derived activator of caspase (SMAC) mimetics show promise for treating pediatric acute lymphoblastic leukemia. A 127-gene signature, including TNFRSF1A, predicts patient sensitivity to SMs, enabling personalized treatment strategies.
Area of Science:
- Oncology
- Molecular Biology
- Pharmacology
Background:
- Second mitochondria-derived activator of caspase (SMAC) mimetics target inhibitor of apoptosis proteins (IAPs) to activate cell death pathways.
- SMAC mimetics are under clinical evaluation, but biomarkers for patient sensitivity are lacking.
- Pediatric precursor B-cell acute lymphoblastic leukemia (BCP-ALL) is a significant area for therapeutic development.
Purpose of the Study:
- To identify biomarkers predicting sensitivity to SMs in BCP-ALL.
- To investigate the role of TNFR1 in SM-induced cell death.
- To explore combination therapies involving SMs and caspase inhibitors.
Main Methods:
- Analysis of SM activity on patient-derived BCP-ALL samples.
- Gene expression profiling to identify sensitivity signatures.
- Functional validation of identified genes and pathways.
- Comparison with published datasets.
Main Results:
- A subset of BCP-ALL samples exhibited particular sensitivity to SMs.
- A 127-gene signature, including TNFRSF1A, characterized sensitive samples.
- TNFR1 plays a critical role in SM-induced cell death in sensitive BCP-ALL.
- A four-gene signature (TSPAN7, DIPK1C, MTX2, TNFRSF1A) effectively identified sensitive samples.
- Pan-caspase inhibitors sensitized intermediate/low sensitivity samples to SMs.
Conclusions:
- A gene signature comprising TSPAN7, DIPK1C, MTX2, and TNFRSF1A can serve as a predictive biomarker for SM treatment response in BCP-ALL.
- TNFR1 is a key mediator of SM efficacy in sensitive BCP-ALL.
- Combination therapy with SMs and pan-caspase inhibitors may improve clinical outcomes for BCP-ALL patients.
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