数据与复现生物信息与基因组学FreedomIntelligence/OpenClaw-Medical-Skills数据与复现
BI

bio-flow-cytometry-doublet-detection

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

Detect and remove doublets from flow and mass cytometry data. Covers FSC/SSC gating and computational doublet detection methods. Use when filtering out cell aggregates before clustering or quantitative analysis.

OpenClawNanoClaw分析处理复现实验bio-flow-cytometry-doublet-detection🧬 bioinformatics (gptomics bio-* suite)bioinformatics — immunoinformatics & flow cytometrydetect

原始来源

FreedomIntelligence/OpenClaw-Medical-Skills

https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills/tree/main/skills/bio-flow-cytometry-doublet-detection

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:flowCore rectangular gates on FSC- vs FSC-H。
  • Remove doublets ,面向 my flow cytometry data" → Detect 、 filter out cell aggregates ,使用 FSC- /FSC-H gating 或 computational methods before 聚类 或 quantitative analysis. R:flowCore rectangular gates on FSC- vs FSC-H。
  • fs <- read.flowSet(list.files('data/',pattern = '\\.fcs$',full.names = TRUE))。

原始文档

SKILL.md 摘录

FSC-A vs FSC-H Gating (Standard Method)

library(flowCore)
library(ggcyto)

## Manual rectangular gate

singlet_gate <- rectangleGate(
    filterId = 'singlets',
    'FSC-A' = c(50000, 250000),
    'FSC-H' = c(50000, 250000)
)

## Or use polygon gate for diagonal

singlet_polygon <- polygonGate(
    filterId = 'singlets',
    .gate = data.frame(
        'FSC-A' = c(50000, 250000, 250000, 50000),
        'FSC-H' = c(40000, 200000, 260000, 60000)
    )
)

适用场景

  • 适合在filtering out cell aggregates before 聚类 或 quantitative analysis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

  • cytometry-qc - Run first: identify flow rate and signal issues
  • bead-normalization - Run after: correct remaining instrument drift
  • fcs-handling - Load FCS files
  • gating-analysis - Manual gating workflows
  • clustering-phenotyping - Downstream analysis after doublet removal

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