plantcadplantcadOfficialยท1 Agent Skills Included

genecad

Predict plant and animal gene structures from genome assemblies

Predicts gene structures directly from genome FASTA assemblies using a DNA foundation model, without needing transcriptomic or proteomic data. Outputs standard GFF3 annotation files ready for genome browsers like IGV and JBrowse2, with built-in protein-based refinement. Includes evaluation tools that compare predictions against reference annotations using BUSCO scores and splice site metrics. Supports multi-GPU prediction, custom model training, and both plant and vertebrate genomes.
npx skills add plantcad/genecad --all -g -y

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Frequently Asked Questions

FAQPage Schema
How to install GeneCAD?โ–ผ

Run `npx skills add plantcad/genecad --all -g -y` in your terminal to install all skills in this suite globally. Note that running the underlying pipeline itself requires a Linux machine with an NVIDIA CUDA GPU.

What does GeneCAD do?โ–ผ

GeneCAD predicts gene structures directly from genome FASTA files using the PlantCAD2 DNA foundation model. It produces standard GFF3 annotation files without needing RNA-seq or protein evidence.

Does GeneCAD work for animal genomes?โ–ผ

Yes, an experimental vertebrate model is available alongside the default plant model. The animal model is still in development, so results should be evaluated carefully before production use.

What hardware do I need to run GeneCAD?โ–ผ

You need a Linux machine with an NVIDIA GPU with at least 16 GB of VRAM and CUDA 12.4 or newer. An A100 or H100 GPU is recommended for large genomes like wheat or barley.

How do I check the quality of GeneCAD predictions?โ–ผ

Use the built-in evaluation command to compare predictions against a reference annotation. It reports CDS recall, splice site motif distributions, and BUSCO completeness scores.

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