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Predictive Immune Modeling of Solid Tumors
Published on: February 25, 2020
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Tumor Cell-Free DNA Copy Number Instability Predicts Therapeutic Response to Immunotherapy
Glen J Weiss1, Julia Beck2, Donald P Braun3
1Cancer Treatment Centers of America, Goodyear, Arizona. drglenweiss@outlook.com.
Summary
Quantifying chromosomal instability in cell-free DNA (cfDNA) using next-generation sequencing (NGS) can predict cancer immunotherapy response. This approach offers a reliable, real-time alternative to traditional tumor biomarkers and imaging.
Area of Science:
- Oncology
- Genomics
- Cancer Research
Background:
- Chromosomal instability (CI) is a hallmark of cancer.
- Next-generation sequencing (NGS) of cell-free DNA (cfDNA) allows quantification of CI.
- CI may serve as a real-time indicator of cancer progression and treatment response.
Purpose of the Study:
- To evaluate if cfDNA-derived chromosomal number instability (CNI) scores can predict immunotherapy response in advanced cancers.
- To compare the efficacy of CNI scores against traditional tumor biomarkers and T regulatory cell surrogates.
- To determine if CNI scores can serve as a real-time surrogate for imaging in assessing disease status.
Main Methods:
- Prospective collection of plasma cfDNA from 56 advanced cancer patients and 126 controls.
- Analysis of cfDNA for copy number variations to calculate a quantitative CNI score.
- Single-blind study design with training and blinded validation cohorts, comparing CNI with tumor biomarkers and Tregs.
Main Results:
- Elevated CNI scores were detected in 51 of 56 patients before therapy.
- The CNI score achieved 83% overall prediction accuracy and 92% positive predictive value for progression in the validation cohort.
- CNI scores accurately predicted progression, distinguished pseudo-progression from hyperprogression, and showed no correlation with tumor markers or Tregs early in treatment.
Conclusions:
- Quantification of chromosomal instability in plasma cfDNA is a promising early indicator of immunotherapy response.
- This cfDNA-based method has the potential to improve cancer patient management and reduce healthcare costs.
- Further validation is needed to fully establish cfDNA CNI as a clinical tool for monitoring cancer patients.
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