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FrederickMappin/README.md

Hi My name is Frederick Mappin

Bioinformatics Research Scientist

Miami, FL • drfrederickmappin@gmail.com
LinkedInGitHub

Professional Profile

Self-motivated bioinformatics research scientist with over 8 years of experience conducting research across a broad range of topics in bioinformatics, pharmacology, and genetic engineering. Proven ability to quickly master new techniques, tools, and scientific domains to support complex, hypothesis-driven research programs. Technical Skills include:

  • Sequencing Modalities: Experienced with Variant Analysis, CRISPR gene editing analysis, Methyl-seq, bulk RNA-seq, Shape-seq, scRNA-seq, PacBio and Nanopore sequencing for AAV analysis, and more.

  • Computer-Aided Drug Design Techniques: ADMET protein modeling, protein structural comparisons, QSAR, ligand pocket prediction, molecular docking, and molecular dynamic simulations, ligand exposure assays, fingerprints analyses.

  • Machine Learning: Experienced in developing and implementing ML pipelines for biological data analysis, including data preprocessing, feature engineering, model selection, training, and performance evaluation.

  • Pipeline Development: Proficient at the utilization of the pipeline workflow manager Nextflow, Docker containers, and Git version control, to conduct reproducible analyses from custom built pipelines.

  • High-Performance Computing: Linux-based systems (SLURM and LSF); as well as AWS S3 and EC2. Experience with Jupyter Notebooks, GitPod and Google Colab for cloud computing and collaboration.

  • Languages: Python, R, and Bash scripting for data manipulation, statistical analysis, machine learning, visualization and tool development.

  • Molecular Techniques: Working knowledge of the most used molecular techniques for the engineering, extraction, analysis, amplification, and sequencing of DNA and RNA.

Experience

Bioinformatic Scientist (Contract)

ElevateBio | Waltham, MA | 01/2024 - 07/2024

  • Member of the NGS team under R&D, responsible for deploying established bioinformatic pipelines as well as developing custom in-house analyses to aid lab scientists in conducting research, testing hypotheses, quality assessments, and evaluation of ElevateBio R & D products.

Key Tasks included: NGS Data Transfer & Quality Control | RNA-seq analysis | Methyl-seq analysis | Editing Analysis | Variant analysis | Shape-Seq pipeline development | AAV pipeline development

Postdoctoral Fellow

Laboratory of Tropical Genetics | Miami, FL | 08/2023 - 01/2024

  • Developed machine learning models for predicting ligand-receptor relationships across Dipteran.

Key Tasks included: Machine Learning development

Graduate Research Assistant

Laboratory of Tropical Genetics | Miami, FL | 08/2016 - 08/2023

  • Used RNA-seq experiments to generate an odor-evoked transcriptome (OET), which allowed for the genome-wide survey of the transcriptional response to prolonged exposure to chemical ligands, with a focus on receptor and xenobiotic gene families. Performed protein structural comparisons of AlphaFold2 generated models to improve structure-activity relationship prediction in Dipteran.

Key Tasks included: Dose-response bioassay | qRT-PCR analysis | RNA-seq analysis | Data mining and interpretation | Visualization of large databases | Protein structure prediction | Protein structural comparisons | QSAR analysis | Machine Learning | Interpretation and visualization

Graduate Teaching Assistant

Florida International University | Miami, FL | 08/2020 - 08/2023

  • Taught molecular biology/genetic engineering and bioinformatics technologies to undergraduate students.

Key Tasks included: DNA extraction | gel-electrophoresis | PCR | Sanger sequencing | restriction digest | design of CRISPR sgRNA | protein modeling | homolog prediction | sequence analysis | NCBI BLAST | variant polymorphism detection | CRISPR editing analysis

Education

Degree Institution Year
Ph.D. Biology | Florida International University, Miami, FL 2023
M.S. Biology | Florida International University, Miami, FL 2019
B.S. Biology | Florida International University, Miami, FL 2016

Skills

rlangPythonGNU BashVS CodeMySQLIllustratorGoogle CloudAmazon Web ServicesDockerLinuxMacOSPyTorchTensorFlow

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GitHub Commits Graph

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  1. CADD_Pocket_Prediction_Pipeline Public

    Nextflow pipeline for P2Rank

    Nextflow 1

  2. CADD_ADMET_AI Public

    Nextflow

  3. NGS_TS_RNAseq Public

    LaneMerger

    Shell 1

  4. CADD_Fingerprints Public

    Python

  5. CADD_ADMET_AI_DASHBOARD Public

    Python

  6. CompBioResourceCenter Public