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# Pedramto89.github.io
# Pedram Torabian

![GitHub followers](https://img.shields.io/github/followers/Pedramto89?label=Followers&style=social)
![LinkedIn](https://img.shields.io/badge/LinkedIn-Connect-blue?logo=linkedin&style=for-the-badge)
![Email](https://img.shields.io/badge/Email-pedram.torabian@ucalgary.ca-cyan?logo=gmail&style=for-the-badge)

📞 **Phone:** (403) 890-9177
📧 **Email:** [pedram.torabian@ucalgary.ca](mailto:pedram.torabian@ucalgary.ca)
🔗 **LinkedIn:** [linkedin.com/in/pedram-torabian](https://www.linkedin.com/in/pedram-torabian)
🐱 **GitHub:** [Pedramto89](https://github.com/Pedramto89)

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## 🔍 About Me

I'm **Pedram Torabian**, a passionate researcher and data scientist specializing in bioinformatics, genomics, and machine learning. Currently pursuing a **Master of Medical Science** at the **University of Calgary**, I leverage my expertise in R, Python, and high-performance computing to analyze complex biological data. My work focuses on spatial transcriptomics, single-cell RNA sequencing (scRNA-seq), and deploying machine learning techniques to uncover insights in cancer research and other genetic disorders.

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## 💼 Work Experience

### **Content Development Support - Educational Product**
**Alberta Machine Intelligence Institute (Amii)**
*April 2024 – June 2024*

- Created educational content for the "Using AI in Biology & Life Sciences" MOOC, enhancing the learning experience for students and professionals.

### **Research Assistant**
**Arnie Charbonneau Cancer Institute, University of Calgary**
*July 2020 – Present*

- **Machine Learning Classifier Development:** Developed a comprehensive classifier in R and Python for spatial transcriptomics data analysis, utilizing seven algorithms including XGBoost to accurately predict non-annotated cell identities based on differentially expressed genes.
- **Statistical Analysis:** Conducted analyses using Kruskal-Wallis, Mann-Whitney U, and ANOVA tests.
- **Single-Cell Analysis:** Utilized tools such as CellPhoneDB and CellChat for cell communication studies, DESeq2 for gene expression analysis, Monocle3 for pseudotime analysis, and ssGSEA with GSVA.
- **Data Integration:** Analyzed 30 GB of scRNA-seq data from ten samples using Seurat, identifying cell type-specific marker genes and compiling a comprehensive marker gene list.
- **Bulk RNA-seq Deconvolution:** Applied computational deconvolution methods to bulk RNA-seq data from 180 pancreatic cancer samples in TCGA, uncovering gene expression dynamics related to stromal levels in the tumor microenvironment.

### **Research Assistant**
**Razavi Hospital, Iran**
*November 2016 – October 2019*

- Led a genetic generalized epilepsy project, advancing familial genetic profiling and contributing to key research publications.
- Authored a comprehensive review on genetic and epigenetic aspects of Celiac disease.
- Investigated primary non-Hodgkin's lymphoma in atypical sites, providing insights into extra-lymphatic lymphoma detection and treatment.

### **Research Assistant**
**Iran University**
*September 2013 – February 2016*

- Led five research projects on genetic disorders including long-QT syndrome, breast cancer, glioblastoma, and Celiac disease.
- Utilized statistical analysis, proteomics, qPCR, and academic writing to guide strategic direction and execution.

### **Molecular Biologist and Stem Cell Intern**
*November 2011 – May 2012*

- Mastered laboratory techniques in molecular biology and stem cell biology, including RT-PCR and cell culture.

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## 🎓 Education

### **Master of Medical Science**
**University of Calgary**
*July 2020 – October 2024*
**GPA:** 3.7/4.0

- **Selected Courses:** Intro Bioinformatics Resources, Advanced Bioinformatics, Tumor Microenvironment Dynamics, Intro Biostat Methods, Applied Genomics, Tumor Immunology and Therapy

### **Master of Human Genetics**
**Iran University**
*September 2013 – February 2016*
**GPA:** 3.5/4.0

- **Selected Courses:** Genetics Engineering, Advanced Topics in Human Genetics, Population Genetics

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## 🏆 Awards & Achievements

- **Griffith University Postgraduate Research Scholarship (GUPRS)**
Awarded $28,092 AUD – *December 2019*

- **Top 2% Ranking**
Among participants in the national master's level entrance exam – *September 2013*

- **Top 1% Ranking**
Nationwide in the Iran national entrance exam – *September 2008*

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## 🛠️ Technical Skills

- **Programming Languages:** R, Python, Bash, Git
- **Data Analysis:** Spatial Transcriptomics, scRNA-seq, Bulk RNA-seq
- **Machine Learning:** Supervised & Unsupervised Techniques, XGBoost
- **Statistical Analysis:** Kruskal-Wallis Test, Mann-Whitney U Test, ANOVA
- **Bioinformatics Tools:** Seurat, CellPhoneDB, CellChat, DESeq2, Monocle3, ssGSEA, GSVA
- **High-Performance Computing:** Slurm for managing compute jobs on HPC clusters

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## 📂 Projects

### **Machine Learning Classifier for Spatial Transcriptomics**
- **Description:** Developed a machine learning classifier using R and Python to analyze spatial transcriptomics data, accurately predicting cell identities based on gene expression profiles.
- **Technologies:** R, Python, XGBoost, Seurat

### **Single-Cell RNA-seq Data Integration**
- **Description:** Analyzed 30 GB of single-cell RNA-seq data using Seurat to identify cell type-specific marker genes and develop a comprehensive marker gene list.
- **Technologies:** Seurat, R, Python

### **Computational Deconvolution of Bulk RNA-seq Data**
- **Description:** Applied computational deconvolution methods to bulk RNA-seq data from pancreatic cancer samples in TCGA, revealing gene expression dynamics in the tumor microenvironment.
- **Technologies:** R, Python, TCGA data

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## 📈 GitHub Stats

![Pedram's GitHub Stats](https://github-readme-stats.vercel.app/api?username=Pedramto89&show_icons=true&theme=radical)

![Top Langs](https://github-readme-stats.vercel.app/api/top-langs/?username=Pedramto89&layout=compact&theme=radical)

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## 📫 Get in Touch

I'm always open to discussing innovative research, collaborations, or new opportunities. Feel free to reach out via [LinkedIn](https://www.linkedin.com/in/pedram-torabian) or email me at [pedram.torabian@ucalgary.ca](mailto:pedram.torabian@ucalgary.ca).

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