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piercetaylor/README.md

Pierce Taylor

Email ORCID LinkedIn GitHub Repositories Stars

I am a master's student in Plant, Insect and Microbial Sciences at the University of Missouri, working in the Mendoza-Cózatl Lab, with a graduate certificate in Health Data Science.

I designed and teach PLNT_SCI 7001, a graduate NGS bioinformatics course that runs from read QC through differential expression, peak calling, and motif analysis on the university's HPC cluster.

Projects

Project What it does
af3-to-amber-md-sim Takes an AlphaFold3 protein–DNA model through ChimeraX cleanup, tleap topology building, and a staged equilibration and production MD run on a Slurm cluster, for a wild-type and a mutant system in parallel.
ml-methods-health-data Classification, clustering, association rules and regression on public medical data, sharing one gated pipeline. Includes a paired comparison of each method with and without target leakage.
brain-mri-imaging Reads 59,713 DICOM headers to report what would stop a glioblastoma cohort being pooled, then trains a convolutional network on 32×32 tumor patches from axial T1 post-contrast slices.
corn-nutrient-response Multivariate analysis of a 34 site-year Nebraska fertilizer trial, testing whether applied phosphorus and potassium raised grain yield once nitrogen supply, plant stand and irrigation were accounted for.

Pinned Loading

  1. af3-to-amber-md-sim af3-to-amber-md-sim Public

    Takes an AlphaFold3 protein–DNA model through ChimeraX cleanup, tleap topology building, and a staged equilibration and production MD run on a Slurm cluster, for a wild-type and a mutant system in …

    Shell 3

  2. corn-nutrient-response corn-nutrient-response Public

    Multivariate analysis of a 34 site-year Nebraska corn nutrient-response field trial

    R 3

  3. brain-mri-imaging brain-mri-imaging Public

    A convolutional network trained on 32×32 tumor patches from axial T1 post-contrast slices.

    Jupyter Notebook 3

  4. ml-methods-health-data ml-methods-health-data Public

    Four machine learning method families on public medical data: classification, clustering, association rules and regression, sharing one gated pipeline

    Python 3