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The AntibodyCluster repository contains scripts designed to extract sequences of amino acid chains from antibodies present in Protein Data Bank (PDB) format files. The scripts employ the SAbDab database for file processing.

Jupyter Notebook 99.91% Python 0.09%
anaconda-environment bioinformatics cluster-analysis clustering-algorithms fasta python sabdab amino-acid-sequencing antibody-sequencing pdb-file-processing

antibodycluster's Introduction

Sergei Nikolenko

๐Ÿ‘‹ Hi there! I'm Sergei Nikolenko, a medicinal chemist deeply involved in computer-aided drug design. My passion lies in advancing molecular modeling and cheminformatics, using innovative technology to tackle intricate issues in the fields of medicine and pharmacology.

๐ŸŒ Explore my projects | Review my resume

๐Ÿ›  Tech Stack

My technical expertise spans a wide array of tools and programming languages, enabling me to address diverse challenges in my field:

  • Programming Languages:
    • Python: A versatile tool for data analysis, molecular modeling, and machine learning tasks.
  • Molecular Modeling & Chemistry:
    • RDKit, Chemprop, ACE, DeepMD, BioPython
    • Molecular Dynamics: GROMACS, LAMMPS, Vina
    • Quantum Chemistry: MOPAC, ORCA, VASP
  • Machine Learning & Data Science:
    • Frameworks: PyTorch, TensorFlow
    • Libraries: scikit-learn, Cat/XGBoost, cuml, cudf
    • Data Handling: NumPy, Pandas
  • Utilities:
    • Job Scheduling: SLURM, screen
    • Scripting: Bash scripts for streamlining processes

๐Ÿ“š Highlight Projects

My career has been marked by numerous projects that not only posed significant challenges but also contributed to the field's advancement:

  • Molecular Reactivity Prediction:
    • Pioneered the use of graph convolutional networks for the prediction of chemical reactivity and Fukui indices.
  • Blood-Brain Barrier Penetration:
    • Applied cheminformatics techniques to predict the ability of small molecules to penetrate the BBB, a critical factor in CNS drug development.

Additionally, my scientific endeavors include:

  • Material Search & Structural Bioinformatics:
    • Conducted research on the structure and properties of molecular co-crystals and metal alloys, employing advanced molecular modeling systems.
    • Investigated receptor/ligand interactions through molecular docking and dynamics, contributing valuable insights to the field.

๐Ÿ’ฌ Personal Development & Community Engagement

I am a proactive member of the scientific community, dedicated to continuous learning and knowledge sharing:

  • Languages: Fluent in English (Upper-Intermediate) and Russian (native), enabling effective international collaboration.
  • Kaggle: Achieved Expert status through active participation in data science competitions, honing my skills in real-world challenges. View my Kaggle profile

๐ŸŒ Connect With Me

Interested in my work or considering collaboration? Here's how you can reach me:

I'm always eager to explore new opportunities and ideas within medicinal chemistry and related domains. Feel free to get in touch!

antibodycluster's People

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