Bioinformatics projects for undergraduate students
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Bioinformatics projects using Python
Bioinformatics Topics & ToolsA curated shortlist of IEEE-style 2026 bioinformatics project topics for BE, B.Tech, MTech and PhD scholars — each comes with source code, implementation guidance, architecture diagrams, dataset references, report, PPT and viva support.
| # | Project Title / Topic | Core Tools & Technology |
|---|---|---|
| 01 | Deep Learning-Based Gene Expression Classification for Cancer Subtype Detection | Python, TensorFlow, GEO |
| 02 | Protein Structure Prediction using AlphaFold2 and Graph Neural Networks | Python, PyTorch, AlphaFold2 |
| 03 | De Novo Drug Molecule Generation using Variational Autoencoders | Python, RDKit, VAE |
| 04 | Automated NGS Read Quality Control and Variant Calling Pipeline | Snakemake, GATK, FastQC |
| 05 | Cancer Biomarker Identification using Differential Gene Expression Analysis | R, DESeq2, TCGA Data |
| 06 | Single-Cell RNA-seq Clustering and Cell-Type Annotation using Seurat | R, Seurat, UMAP |
| 07 | Protein–Protein Interaction Network Analysis for Drug Target Discovery | Python, Cytoscape, STRING DB |
| 08 | DNA Methylation Pattern Analysis for Epigenetic Biomarker Identification | R, minfi, Bioconductor |
| 09 | CRISPR Off-Target Prediction using Machine Learning Models | Python, Scikit-learn, Cas-OFFinder |
| 10 | Whole Genome Alignment and Phylogenetic Tree Construction | MUSCLE, IQ-TREE, Biopython |
| 11 | Metagenomics-Based Gut Microbiome Diversity Analysis using 16S rRNA Data | QIIME2, Python, SILVA DB |
| 12 | Molecular Docking Simulation for Antiviral Drug Candidate Screening | AutoDock Vina, PyMOL, PDB |
| 13 | Splicing Variant Detection from RNA-seq Data using Deep Neural Networks | Python, SpliceAI, STAR |
| 14 | Copy Number Variation Detection in Whole Exome Sequencing Data | Python, CNVkit, BWA-MEM |
| 15 | Multi-Omics Data Integration for Survival Prediction in Breast Cancer | R, MOFA+, TCGA, Python |
| 16 | Transformer-Based Protein Sequence Embedding for Function Prediction | Python, ESM-2, HuggingFace |
| 17 | Population Genomics and SNP-Based Ancestry Inference using PCA | PLINK, Python, 1000 Genomes |
| 18 | Automated MRI Brain Tumor Segmentation using U-Net Architecture | Python, PyTorch, BraTS Dataset |
| 19 | Drug–Target Interaction Prediction using Graph Convolutional Networks | Python, DGL, ChEMBL, BindingDB |
| 20 | Long-Read Sequencing Assembly and Structural Variant Analysis with Nanopore | Minimap2, Medaka, Nanopore |
| 21 | miRNA-Based Disease Biomarker Prediction using Support Vector Machines | Python, Scikit-learn, miRBase |
| 22 | Federated Learning Framework for Privacy-Preserving Genomic Data Analysis | PySyft, Python, TensorFlow |
| 23 | Genome-Wide Association Study (GWAS) for Type 2 Diabetes Risk Variant Identification | PLINK2, Python, UK Biobank |
| 24 | AlphaFold2-Based Protein Structure Prediction and Binding Site Analysis for Novel Drug Targets | Python, AlphaFold2, PyMOL |
| 25 | Circular RNA Identification and Functional Annotation from RNA-seq Data | Python, CIRI2, Biopython |
| 26 | Antibiotic Resistance Gene Detection in Metagenomic Samples using Deep Learning | Python, TensorFlow, CARD DB |
| 27 | Tumour Mutational Burden Estimation from Whole Exome Sequencing for Immunotherapy Response | Python, Mutect2, GATK |
| 28 | Spatial Transcriptomics Analysis for Cell-Type Mapping in Brain Tissue | R, Seurat, Visium 10x Data |
| 29 | lncRNA–Disease Association Prediction using Graph Attention Networks | Python, PyTorch Geometric, LncRNADisease DB |
| 30 | De Novo Peptide Sequencing from Mass Spectrometry Data using Recurrent Neural Networks | Python, TensorFlow, PRIDE Archive |
| 31 | Retrotransposon Insertion Detection in Human Genomes using Long-Read Sequencing | Python, PBSV, PacBio Data |
| 32 | Pan-Genome Construction and Core/Accessory Gene Analysis for Bacterial Pathogens | Prokka, Roary, Python |
| 33 | ATAC-seq Chromatin Accessibility Analysis for Regulatory Region Identification in Cancer | R, MACS2, deepTools, Bioconductor |
| 34 | Explainable AI for Clinical Genomics — SHAP-Based Feature Interpretation of Variant Classifiers | Python, SHAP, Scikit-learn |
| 35 | Phage–Host Interaction Prediction using Sequence Embeddings and Machine Learning | Python, ESM-2, Scikit-learn, NCBI |
| 36 | Hi-C Chromatin Contact Map Analysis for 3D Genome Structure Reconstruction | Python, Cooler, HiCPlus, ENCODE |
| 37 | Multi-Drug Synergy Prediction for Cancer Using Deep Learning on Chemical Fingerprints | Python, RDKit, PyTorch, DrugComb DB |
| 38 | Proteome-Wide Thermal Stability Profiling using Thermal Proteome Profiling Data | R, ggplot2, MaxQuant, ProteomicsDB |
| 39 | RNA Velocity Analysis for Cell Fate Trajectory Inference in Developmental Biology | Python, scVelo, AnnData, UMAP |
| 40 | Automated Pathogenic Variant Classification using ClinVar Data and Ensemble Learning | Python, XGBoost, ClinVar, VEP |
| 41 | Cryptic Splice Site Prediction in Genetic Disorders using Convolutional Neural Networks | Python, TensorFlow, SpliceAI, HGMD |
| 42 | Protein Thermostability Engineering Prediction using Sequence-Based Deep Learning | Python, ESM-2, ProteinMPNN, FireProtDB |
| 43 | Horizontal Gene Transfer Detection in Prokaryotic Genomes Using Compositional Methods | Python, Alien Hunter, Biopython |
| 44 | Cell-Free DNA Fragmentomics for Early Cancer Detection from Liquid Biopsy WGS | Python, DELFI, Samtools, TCGA |
| 45 | Vaccine Epitope Prediction Using Reverse Vaccinology and Immunoinformatics Pipeline | Python, BepiPred, NetMHCpan, IEDB |
| 46 | Multi-Modal Foundation Model for Joint Gene Expression and Chromatin Accessibility Prediction | Python, Geneformer, HuggingFace, 10x Multiome |
| 47 | Somatic Mutation Signature Decomposition and Mutational Process Attribution in Pan-Cancer Data | R, SigProfilerExtractor, COSMIC, PCAWG |
Titles are refreshed periodically to stay aligned with current IEEE publication trends. Call us for the full base-paper list and abstract for any topic above.
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