数据与复现蛋白结构与设计FreedomIntelligence/OpenClaw-Medical-Skills数据与复现
BI

bio-tcr-bcr-analysis-immcantation-analysis

维护者 FreedomIntelligence · 最近更新 2026年4月1日

Analyze BCR repertoires for somatic hypermutation, clonal lineages, and B cell phylogenetics using the Immcantation framework. Use when studying B cell affinity maturation, germinal center dynamics, or antibody evolution.

OpenClawNanoClaw分析处理复现实验bio-tcr-bcr-analysis-immcantation-analysis🧬 bioinformatics (gptomics bio-* suite)bioinformatics — immunoinformatics & flow cytometryanalyze

原始来源

FreedomIntelligence/OpenClaw-Medical-Skills

https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills/tree/main/skills/bio-tcr-bcr-analysis-immcantation-analysis

维护者
FreedomIntelligence
许可
MIT
最近更新
2026年4月1日

技能摘要

来自 SKILL.md 的关键信息

2 min

核心说明

  • R:alakazam::plotMutability(),dowser::buildPhylipLineage(),scoper::spectralClones()。
  • 分析 B cell repertoire evolution 、 clonal lineages" → Study somatic hypermutation,build B cell phylogenies,、 track affinity maturation ,使用 Immcantation 框架 ,用于 BCR repertoire analysis. R:alakazam::plotMutability(),dowser::buildPhylipLineage(),scoper::spectralClones()。
  • Requires Immcantation suite:alakazam 1.3+,shazam 1.2+,scoper 1.3+,dowser 2.0+,tigger 1.1+。
  • db <- readChangeoDb('clones_airr.tsv')。

原始文档

SKILL.md 摘录

Load and Format Data

Goal: Import AIRR-formatted repertoire data into the Immcantation framework for downstream analysis.

Approach: Read Change-O/AIRR tab-delimited files into R data frames with required V(D)J annotation columns.

library(alakazam)
library(shazam)
library(dplyr)

## Clonal Clustering

**Goal:** Group B cell sequences into clonal lineages based on junction sequence similarity.

**Approach:** Apply hierarchical clustering on nucleotide distance of junction regions with a threshold-based cutoff.

```r
library(scoper)

## Threshold typically 0.15-0.2 (15-20% nucleotide distance)

db <- hierarchicalClones(
    db,
    threshold = 0.15,
    method = 'nt',
    linkage = 'single'
)

适用场景

  • 适合在studying B cell affinity maturation,germinal center dynamics,或 antibody evolution时使用。

不适用场景

  • Do not rely on this catalog entry alone ,用于 installation 或 maintenance details。

上游相关技能

  • mixcr-analysis - Generate input clonotype data
  • vdjtools-analysis - Diversity metrics (TCR-focused)
  • phylogenetics/tree-io - General tree concepts

相关技能

相关技能

返回目录
AD
数据与复现蛋白结构与设计

Adaptyv

Adaptyv is a cloud laboratory platform that provides automated protein testing and validation services. Submit protein s…

Claude CodeOpenClaw分析处理
K-Dense-AI/claude-scientific-skills查看
AL
数据与复现蛋白结构与设计

alphafold

Validate protein designs using AlphaFold2 structure prediction. Use this skill when: (1) Validating designed sequences f…

OpenClawNanoClaw分析处理
FreedomIntelligence/OpenClaw-Medical-Skills查看
AN
数据与复现蛋白结构与设计

antibody-design-agent

Antibody design: epitope mapping, CDR engineering, bispecific construction.

OpenClawNanoClaw分析处理
FreedomIntelligence/OpenClaw-Medical-Skills查看
BI
数据与复现蛋白结构与设计

bindcraft

End-to-end binder design using BindCraft hallucination. Use this skill when: (1) Designing protein binders with built-in…

OpenClawNanoClaw分析处理
FreedomIntelligence/OpenClaw-Medical-Skills查看