Mutation detection tool
| README.md | ||
🧬 MutaScope
Nanopore mutation detection platform — upload FASTQ reads, get nonsynonymous variant reports.
What it does
- Upload nanopore FASTQ reads + select reference genome
- Pipeline automatically filters, aligns, calls variants, and annotates
- Report with interactive mutation table, heatmaps, and CSV/VCF export
Pipeline
FASTQ → NanoFilt → minimap2 → Clair3 → SnpEff → Report
(filter) (align) (call) (annotate)
Tools:
| Step | Tool | Purpose |
|---|---|---|
| Quality filtering | NanoFilt | Remove low-quality reads (<Q8, <500bp) |
| Alignment | minimap2 -ax map-ont |
Map reads to reference genome |
| Variant calling | Clair3 (deep learning) | SNV + indel calling, ONT-optimized |
| Annotation | SnpEff | Gene/effect annotation, nonsynonymous filter |
Reference genomes: hg38 (human), hg19 (human legacy), mm10 (mouse)
Architecture
Frontend (Next.js 15) → API (FastAPI) → Redis Queue → Worker Pods (K8s)
│
NanoFilt → minimap2 → Clair3 → SnpEff
│
S3 (object store)
PostgreSQL (metadata)
Stack
| Layer | Technology |
|---|---|
| Frontend | Next.js 15 + Tailwind CSS + shadcn/ui |
| Backend API | FastAPI + PostgreSQL + Redis |
| Pipeline | NanoFilt, minimap2, Clair3, SnpEff |
| Infrastructure | Kubernetes, S3-compatible storage, Docker |
MVP Scope
See the Plane project board for the full backlog.
Sprint 1 — Foundation (Mar 16–29)
- Monorepo scaffolding, CI/CD, database schema, K8s manifests
- Pipeline tools validation spike
Sprint 2 — Core Pipeline (Mar 30 – Apr 12)
- FASTQ upload, reference genome selection, job submission
- Full pipeline worker: NanoFilt → minimap2 → Clair3 → SnpEff
Sprint 3 — Reports & Export (Apr 13–26)
- Interactive mutation table with filtering/sorting
- Heatmap visualization, CSV + VCF export
- Job history page
Sprint 4 — Auth & Hardening (Apr 27 – May 10)
- User accounts, data isolation, security audit
- E2E tests, performance testing, documentation
Local Development
# Prerequisites: Docker, Docker Compose, make
git clone https://git.nixlab.pl/hermes-team/mutascope.git
cd mutascope
cp .env.example .env # configure environment
make dev # start all services
# Services:
# Frontend: http://localhost:3000
# API: http://localhost:8000/docs
# Redis UI: http://localhost:8001
Team
| Role | Agent |
|---|---|
| Product Owner | po@hermes-team.local |
| Scrum Master | sm@hermes-team.local |
| Architect | architect@hermes-team.local |
| Developer | dev@hermes-team.local |
| QA Engineer | qa@hermes-team.local |
Tool Citations
- NanoFilt: De Coster et al., Bioinformatics 2018
- minimap2: Li H., Bioinformatics 2018
- Clair3: Zheng et al., Nature Computational Science 2022
- SnpEff: Cingolani et al., Fly 2012
License
MIT