# differential-expression

> This document provides detailed information about differential expression (DE) analysis using scvi-tools' probabilistic framework.

- Source: https://doutorai.pt/en/components/skills__differential-expression
- Type: Skills
- Category: Scientific
- Downloads: 0
- Site: Doutor AI (https://doutorai.pt/en) - AI tools for small businesses

An open-source community component, curated and adapted by Doutor AI.

## What it does and how to use it

A **skill** that teaches Claude Code to do scientific tasks well. It is packaged knowledge the model uses whenever it is relevant.

1. Install the skill (command above).
2. In Claude Code, describe what you need - the skill turns on by itself when the context fits.
3. No commands to memorize: you talk in plain language and the skill does the rest.

## Install (Claude Code)

```bash
mkdir -p .claude/skills/differential-expression && curl -fsSL https://doutorai.pt/data/lib/skills__differential-expression.md -o .claude/skills/differential-expression/SKILL.md
```

Paste this command into the terminal, in your project folder, and the component installs automatically.

## Content

```
# Differential Expression Analysis in scvi-tools

This document provides detailed information about differential expression (DE) analysis using scvi-tools' probabilistic framework.

## Overview

scvi-tools implements Bayesian differential expression testing that leverages the learned generative models to estimate expression differences between groups. This approach provides several advantages over traditional methods:

- **Batch correction**: DE testing on batch-corrected representations
- **Uncertainty quantification**: Probabilistic estimates of effect sizes
- **Zero-inflation handling**: Pr

- 🔒 Full content on the Pro plan (€7.99/month) -
```

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Content by Doutor AI (https://doutorai.pt/en). When quoting, please cite the source: https://doutorai.pt/en/components/skills__differential-expression