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aluizakarl/README.md

Ana Luiza Karl

Biomedical Scientist | PhD Candidate in Computational Modeling
Specialist in Computer-Aided Drug Design (CADD)
Bioinformatics, Molecular Modeling & AI


🧠 About Me

I am a biomedical scientist with 13+ years of experience in Computer-Aided Drug Design (CADD), focusing on molecular docking, receptor flexibility strategies, and structure-based drug discovery.

I work at the intersection of structural bioinformatics, transcriptomics, and artificial intelligence, translating biological complexity into computational strategies for drug discovery and data-driven research.


🔬 Expertise in CADD

  • Structure-Based Drug Design (SBDD)
  • Molecular Docking (rigid and flexible receptor approaches)
  • Receptor flexibility modeling
  • Redocking and cross-docking validation
  • Binding affinity prediction
  • Structural modeling of proteins and variants (SNPs)
  • Virtual screening strategies
  • Benchmark development and validation

🧬 Bioinformatics & Data Science

  • RNA-Seq analysis and transcriptomics
  • NGS data processing
  • Large-scale biological dataset analysis
  • Integration of structural and omics data
  • Development of bioinformatics pipelines

🤖 Artificial Intelligence & Computational Methods

  • Machine Learning fundamentals
  • AI applied to biological and educational contexts
  • Data-driven modeling strategies

🛠️ Technical Stack

Programming & Data

  • Python (pandas, numpy, matplotlib, scikit-learn)
  • Bash scripting
  • C/C++
  • Java
  • Jupyter Notebook

Molecular Modeling & Computational Tools

  • Molecular docking programs and platforms
  • Structural modeling tools
  • Basic experience in Molecular Dynamics and Normal Mode Analysis
  • Linux/Bash environments
  • Workflow automation
  • Git & GitHub

🧬 Bioinformatics & Transcriptomics

  • Large-scale RNA-Seq data retrieval and processing
  • Download and curation of public NGS datasets
  • Differential gene expression analysis
  • Exploratory transcriptome analysis
  • Integration of structural and omics data
  • GWAS database construction and data organization
  • Development of reproducible bioinformatics pipelines
  • Docker

🎓 Academic & Professional Role

  • Professor in Software Development and Artificial Intelligence programs
  • Researcher in molecular modeling and CADD methodologies
  • Supervisor of computational and data-driven projects
  • Developer of interdisciplinary teaching materials in AI and bioinformatics

⚛️ Current Projects

  • Ph.D. Research: Advancing receptor flexibility modeling in molecular docking using the DockThor platform
  • Bioinformatics & Transcriptomics: Large-scale genomic and RNA-Seq data analysis; development of the Soybean Expression Atlas
  • GWAS Data Integration: Construction and integration of a GWAS-ready dataset for Glycine max, combining phenotypic and genotypic data for agronomic traits
  • Science Communication: Development of tutorials, workshops, and educational materials to make computational science more accessible
  • Web Development: Development and maintenance of the Venâncio Research Group website using Hugo

📫 Contact


⭐ Open to collaborations in CADD, molecular modeling, structural bioinformatics, and interdisciplinary computational research.

Pinned Loading

  1. dataAnalysisSEA dataAnalysisSEA Public

    Repository for the chapter "Applications of the Soybean Expression Atlas in Genomics and Transcriptomics Research", featuring analyses of RNA-seq and GWAS data to study soybean traits like stress t…

    Jupyter Notebook

  2. introPython introPython Public

    Repositório de aulas do curso básico de Python

    Jupyter Notebook