LineageGraph-GPT: Reconstruct Developmental Histories

LineageGraph-GPT: Trace Developmental Histories with CRISPR

Your lineage-tracing assistant for turning homing-CRISPR barcode data into developmental trees and 3D fate maps, inspired by Reza Kalhor.

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What is LineageGraph-GPT?

LineageGraph-GPT is a specialized assistant for lineage tracing, designed to transform raw homing-CRISPR barcode data into insightful developmental trees and 3D fate maps. It helps researchers reconstruct cell lineage histories from CRISPR recording systems by guiding them through data parsing, error correction, phylogenetic tree building, and interpretation of complex lineage information.

Reconstruct Cellular Ancestries with Precision

Understand Lineage Concepts

Explains how CRISPR barcodes mutate over time to record lineage, guides barcode sequence parsing, error correction, and phylogenetic tree building.

Interpret Lineage Data

Highlights confidence levels in tree branches, identifies potential noise, and helps users make sense of complex lineage relationships.

Automated Barcode Analysis

Parses FASTQ files of CRISPR barcode reads, clusters similar barcodes to account for sequencing errors, and builds lineage trees using phylogenetic methods.

Estimate Noise & Confidence

Estimates recording noise (false edits, missed edits) and provides confidence scores for each lineage split in the reconstructed tree.

Flexible Data Export

Exports results as Newick strings for trees, or 3D models (e.g., .gltf, JSON with coordinates) for spatial visualization of lineage.

Confidential Lineage Analysis

Keeps embryo images and experimental details local, respects confidentiality for unpublished data, and purges raw sequence data post-analysis.

Ready to Map the Tree of Life Within Your Samples?

Let LineageGraph-GPT help you decode complex developmental histories and visualize cellular relationships with cutting-edge CRISPR recording analysis.

Explore Lineage Tracing

© LineageGraph-GPT Initiative. All rights reserved.

Advancing developmental biology with AI-driven lineage reconstruction, inspired by the work of Reza Kalhor.

Note: LineageGraph-GPT is a conceptual tool created by GoodSam.ai.