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Project Ideas for Bachelor of Science in Computational Biology

Harness algorithms and omics data to decode life and fight disease.

🏛 Introduction

CMU’s Computational Biology BS blends computer science prowess with cutting-edge genomics, proteomics, and systems biology. Students mine multi-terabyte tumor datasets alongside UPMC clinicians, build evolutionary models of viral escape, and—thanks to Pittsburgh’s biotech boom—intern at CRISPR startups pioneering cell therapies. A required course on scientific reproducibility trains you to write robust pipelines using Snakemake and Docker, preparing graduates for both PhD tracks and biotech R&D.

💡 Suggested Project Titles

Deep-variant calling pipeline optimized for ultra-long Oxford Nanopore reads

Integrative network analysis of gene expression and metabolomics in Alzheimer’s disease

Machine-learning classifier predicting antibiotic resistance from bacterial genomes

Protein-protein docking simulations for novel SARS-like coronavirus spike variants

Phylogenetic time-tree reconstruction of avian influenza outbreaks using BEAST

Single-cell RNA-seq trajectory inference visualized with interactive Dash app

CRISPR guide RNA off-target prediction using gradient-boosted decision trees

Metagenomic pipeline identifying extremophile enzymes for industrial biocatalysis

Graph convolutional network to annotate orphan enzymes with substrate specificity

Comparative epigenomic analysis of stress-induced methylation in coral reefs

Design of peptide vaccine epitopes evaluated via in-silico immune simulators

Automated literature mining for gene–disease associations incorporating LLM summarization

Benchmark of de novo genome assembly tools on polyploid plant species

Bayesian model estimating tumor purity and ploidy from mixed sequencing signals

Visualization suite for 3-D chromatin conformation capture data

AI-assisted cryo-EM particle picking and 3-D reconstruction workflow

Clinical decision support prototype predicting sepsis onset using EHR time series

Reproducible microbiome analysis pipeline using Nextflow on cloud GPUs

Public dashboard tracking viral lineage dynamics using real-time GISAID feeds

Ethical framework assessing privacy in federated genomic studies

Carnegie Mellon – BS in Computational Biology

Decode genomes and design data-driven cures in CMU’s cross-disciplinary program.

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