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流式细胞术软件

Cytometry Software

Model No. CYS-0003 · Flow Cytometry Equipment

High-Dimensional Flow Data Analysis Software

高维流式数据分析软件

Once panels reach 20, 30 or 50 markers, two-parameter gating misses populations and takes days. This software reduces dimensions with tSNE, UMAP or PCA and clusters with FlowSOM, PhenoGraph, X-shift or k-means, handling several million events with downsampling. R and Python scripting plug into existing pipelines.

Dimensionality reduction
tSNE, UMAP, PCA
Clustering algorithms
FlowSOM, PhenoGraph, X-shift, k-means
Parameter capacity
Up to 50+ markers
Events per analysis
Up to several million (with downsampling)
Batch normalization
Bead-based or statistical methods
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Packing & Shipping

Place of originChina (dispatched from Shanghai)
BrandLiquid International / OEM on request
Export packingFumigation-free plywood case or reinforced carton
Loading portShanghai / Ningbo (others on request)
Payment termsT/T, L/C at sight (confirmed on quotation)
Trade termsEXW, FOB, CFR, CIF, DAP

Typical export terms — final terms are confirmed on the proforma invoice.

Product Description 产品描述

Once panels reach 20, 30 or 50 markers, two-parameter gating misses populations and takes days. This software reduces dimensions with tSNE, UMAP or PCA and clusters with FlowSOM, PhenoGraph, X-shift or k-means, handling several million events with downsampling. R and Python scripting plug into existing pipelines.

Highlights

  • Unsupervised clustering finds unexpected populations
  • Bead or statistical batch normalisation
  • Differential abundance and expression testing
  • Accepts mass cytometry and spectral datasets

Applications

  • Deep immune profiling studies
  • Biomarker discovery in clinical trials
  • Tumor microenvironment phenotyping
  • Mass cytometry and spectral data analysis
  • Cross-site data integration

Specifications 技术参数

ParameterValue
Dimensionality reduction 降维方法 tSNE, UMAP, PCA
Clustering algorithms 聚类算法 FlowSOM, PhenoGraph, X-shift, k-means
Parameter capacity 参数容量 Up to 50+ markers
Events per analysis 单次分析事件数 Up to several million (with downsampling)
Batch normalization 批次归一化 Bead-based or statistical methods
Scripting integration 脚本集成 R and Python
Statistical testing 统计检验 Differential abundance, marker expression
Input formats 输入格式 FCS 3.0/3.1/3.2, CSV
Recommended RAM 建议内存 32–64 GB
GPU acceleration GPU 加速 Optional (CUDA)
Model No.CYS-0003
Place of originChina (dispatched from Shanghai)

Applicable standards 适用标准

ISAC FCS 3.1 data standard ISAC FCS 3.2 data standard ISAC MIFlowCyt 21 CFR Part 11 EU GMP Annex 11 GAMP 5 CLSI H62

Chinese national standards (GB/T, JJG) and international standards referenced for this product type. Test reports and certificates are supplied with the quotation on request.

Packing & Shipping 包装与运输

Export packing

Fumigation-free plywood case or reinforced carton

Every unit is power-tested before packing; enclosed in shock foam and moisture barrier; wooden cases comply with ISPM 15.

Loading port

Shanghai / Ningbo (others on request)

Full container load (FCL), less-than-container load (LCL) or air freight; complete export documentation provided.

Inquiry Now 索取报价

Complete the form below — an export engineer will send technical configurations and a formal proforma invoice within 24 hours.

Products in this inquiry: High-Dimensional Flow Data Analysis Software (CYS-0003)

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