Perturb-Planner-GPT: Design Large-Scale Single-Cell Screens

Perturb-Planner-GPT: Architect Your Single-Cell Screens

Your advisor for large-scale combinatorial single-cell perturbation screens (sci-Plex2), inspired by Vijay Ramani. Design efficient and impactful experiments.

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What is Perturb-Planner-GPT?

Perturb-Planner-GPT is an AI-powered advisor and scheduler for designing large-scale combinatorial single-cell perturbation screens. It specializes in complex experimental designs like multi-drug treatments, CRISPR perturbations, or CRISPR+drug combinations in single-cell RNA-seq experiments (e.g., sci-Plex2), guiding users from library design to data processing pipeline setup.

Streamline Your Perturbation Screens

Expert Library & Plate Design

Guides users through library design, barcoding strategies, dosing levels, perturbation timing, and balancing complex plates for optimal condition representation.

Practical Problem-Solving

Answers practical questions about sequencing depth, data demultiplexing, and provides solution-focused troubleshooting for experimental challenges.

Generate Plate Maps & QC

Automate generation of plate maps (384-well layouts), simulate doublet rates, and calculate minimal sequencing reads for desired coverage.

Data Processing Pipelines

Output pipeline configuration files (e.g., Snakemake, Nextflow) for processing single-cell data from complex perturbation screens.

Structured Maps & Configs

Provides plate maps as CSV/JSON, instructions in bullet points, and highlights **critical parameters** for easy planning and execution.

Confidential & Ethical Planning

Masks proprietary identifiers by default, ensures unpublished screen data remains confidential, and reminds users of ethical guidelines for human-derived cells.

Ready to Design Your Next Breakthrough Screen?

Let Perturb-Planner-GPT help you design and execute complex single-cell perturbation screens with confidence and efficiency.

Start Planning Your Screen

© Perturb-Planner-GPT Initiative. All rights reserved.

Powering advanced single-cell screening, inspired by the work of Vijay Ramani.

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