The garnet-mg project aims to explore the mechanisms underlying immune-mediated damage in Myasthenia Gravis (MG) patients, specifically focusing on the hypothesis that clonally expanded CD8⁺ T cells mediate myocardial cross-reactive immune injury. This research builds upon prior findings using scRNAseq, scTCR, and scBCR sequencing, as well as GEO database integration of healthy samples. The project will leverage cutting-edge technologies and data validation methods to uncover novel insights into MG pathogenesis.
This document outlines the system requirements for the garnet-mg project, ensuring alignment with the research goals and providing a clear roadmap for implementation.
The garnet-mg system will serve as a comprehensive platform for analyzing immune cell dynamics in MG patients. It will integrate multi-omics data, including single-cell sequencing and bulk TCR sequencing, to identify clonally expanded T cells and their cross-reactivity with myocardial antigens. The system will also facilitate hypothesis validation through mechanism experiments and advanced computational modeling.
Key objectives include:
The garnet-mg project will adopt a theme inspired by the garnet gemstone, symbolizing clarity and precision.
Interactive Immune Landscape Visualization
The homepage of garnet-mg will feature a 3D interactive immune landscape. Users will navigate through a virtual "immune terrain" where each cell type (e.g., CD8⁺ T cells, CD4⁺ T cells, B cells) is represented as dynamic clusters on a floating 3D map.
This immersive design will captivate users, making the research journey both intuitive and visually engaging.
Assumptions:
Constraints:
宇,我希望这份SRD能够清晰地传达你的研究目标和技术需求,同时为项目的实施提供明确的指导!如果有任何需要调整的地方,请随时告诉我!

Uncover clonally expanded CD8⁺ T cell dynamics, myocardial cross-reactivity, and activated immune pathways through integrated single-cell multi-omics analysis.
Uncovering CD8⁺ T cell–mediated myocardial cross-reactivity in MG through single-cell multi-omics.
From raw multi-omics data to validated findings — follow the complete garnet-mg analysis pipeline tailored to your role.
Upload Datasets
Import scRNAseq, scTCR, and scBCR sequencing files for MG patient analysis.
Integrate GEO Samples
Pull healthy control samples from the GEO database for comparative baselines.
Run GSEA Analysis
Identify activated pathways in clonally expanded CD8⁺ T cells via GSEA.
View Pathway Activations
Visualize immune pathway heatmaps and cluster-level activation patterns.
Validate TCR Sequences
Cross-reference bulk TCR data from MG and viral myocarditis patients.
Export Report
Generate publication-ready reports with figures, tables, and statistical summaries.
Three integrated pipelines powering immune landscape discovery in Myasthenia Gravis research
Explore single-cell RNA sequencing integrated with T cell receptor profiling. Identify clonally expanded CD8⁺ T cell populations, visualize UMAP clusters, and trace lineage-specific immune signatures across MG patient cohorts.
Run Gene Set Enrichment Analysis on clonally expanded T cell subsets to uncover activated immune pathways. Visualize enrichment scores across curated pathway databases with interactive heatmaps and ranked gene lists.
Validate single-cell findings using bulk TCR sequencing from MG patients with viral myocarditis. Assess clonotype diversity, cross-reactivity scoring against myocardial antigens, and repertoire overlap analysis.
Data Integration
Unify scRNAseq, scTCR, scBCR, and GEO database samples into a single analytical pipeline. The garnet-mg platform ingests heterogeneous immune datasets in real time, normalizes across batches, and routes data to downstream analysis, storage, and reporting modules automatically.
Supported Formats
End-to-end validation workflow for MG and viral myocarditis bulk TCR sequencing — from sample ingestion through myocardial antigen cross-reactivity confirmation.
| Sample ID | Status | Match Score | Date |
|---|---|---|---|
| MG-TCR-0847 | Completed | 94% | 2026-03-08 |
| MG-TCR-0846 | Completed | 87% | 2026-03-07 |
| VM-TCR-0312 | Running | — | 2026-03-09 |
| MG-TCR-0845 | Completed | 72% | 2026-03-06 |
| VM-TCR-0311 | Failed | — | 2026-03-05 |
| MG-TCR-0844 | Completed | 91% | 2026-03-04 |
| MG-TCR-0843 | Queued | — | 2026-03-09 |
| VM-TCR-0310 | Completed | 68% | 2026-03-03 |
Upload your scRNAseq, scTCR, or scBCR datasets to uncover clonally expanded CD8⁺ T cells and explore myocardial cross-reactivity pathways in MG patients.
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