1. Single-Patient Molecular Testing with NanoString nCounter Data Using a Reference-Based Strategy for Batch Effect Correction.
- Author
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Aline Talhouk, Stefan Kommoss, Robertson Mackenzie, Martin Cheung, Samuel Leung, Derek S Chiu, Steve E Kalloger, David G Huntsman, Stephanie Chen, Maria Intermaggio, Jacek Gronwald, Fong C Chan, Susan J Ramus, Christian Steidl, David W Scott, and Michael S Anglesio
- Subjects
Medicine ,Science - Abstract
A major weakness in many high-throughput genomic studies is the lack of consideration of a clinical environment where one patient at a time must be evaluated. We examined generalizable and platform-specific sources of variation from NanoString gene expression data on both ovarian cancer and Hodgkin lymphoma patients. A reference-based strategy, applicable to single-patient molecular testing is proposed for batch effect correction. The proposed protocol improved performance in an established Hodgkin lymphoma classifier, reducing batch-to-batch misclassification while retaining accuracy and precision. We suggest this strategy may facilitate development of NanoString and similar molecular assays by accelerating prospective validation and clinical uptake of relevant diagnostics.
- Published
- 2016
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