Author

Scott G. Silvey

Virginia Commonwealth UniversityORCID 0000-0003-4540-4239Unclaimed ORCID profile · follow to get notified of new preprints

Biology Disciplines

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Genetic & Genomic Medicine· 1 Neuroscience· 1

Signature Assays, Organisms & Methods

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Research Focus:benchmarking· 1 Assay:bulk RNA-seq· 1 Research Focus:differential expression· 1 Organism:human· 1 Approach:machine learning (classical)· 1 Assay:metabolomics· 1 Approach:statistical model· 1

Frequent Co-Authors

Jinze LiuiD· 2 shared Alex B. ValadkaiD· 1 shared Amy L. OlexiD· 1 shared Ashley Cowart· 1 shared Christina Devoto· 1 shared Jeremy C. AllegoodiD· 1 shared Jessica GilliD· 1 shared Peter Horvath· 1 shared

Activity by Year

2026-2026 · peak 2/yr

Co-Author Collaboration Network

10 top collaborators · 31 mutual co-author links

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2 shared papersNeuroscience

Jinze LiuORCID

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Author profile →

2 papers

Recent·Most cited

Circulating Lipids are Associated with PTSD Severity and Predict Symptomatic PTSD in a Cohort of Veterans and Service Members

Scott G. Silvey, Ashley Cowart, Jinze Liu, Yang Yue, Jeremy C. Allegood, Jessica Gill, Christina Devoto, Peter Horvath, Alex B. Valadka

This study identifies five circulating lipids associated with PTSD severity and shows they can distinguish symptomatic PTSD patients from asymptomatic controls.

BMC Psychiatry · Aug 22, 2026Peer-reviewedNeuroscience

Sample Size Requirements for Machine Learning Classification of Binary Outcomes in Bulk RNA-Seq Data

Scott G. Silvey, Amy L. Olex, Shaojun Tang, Jinze Liu

The paper determines sample size requirements for ML classification in bulk RNA-seq data and finds that ML methods generally need larger samples than differential analysis power analysis.

BMC Bioinformatics · Jan 31, 2026Peer-reviewedGenetic & Genomic Medicine