---
title: Metabolic “fingerprint” of Pseudomonas aeruginosa as single cells in biofilm – Symcel
description: Explore metabolic fingerprinting of P. aeruginosa biofilms using machine learning. Learn advanced techniques for identifying bacterial subpopulations.
---

[Webinars ](https://symcel.com/learning-centre/webinars)

# [Metabolic “fingerprint” of Pseudomonas aeruginosa as single cells in biofilm – Symcel](https://symcel.com/learning-centre/webinars/metabolic-fingerprint-of-pseudomonas-aeruginosa-as-single-cells-in-biofilm)

 Written by [Mark](https://symcel.com/learning-centre/webinars/author/mark) | Jun 9, 2022 8:00:00 AM

## Webinar with Professor Thomas Bjarnsholt and Dr. Mads Lichtenberg from the Costerton Biofilm Center in Copenhagen

The webinar presents research their on metabolic fingerprinting of bacterial populations. The team takes standard data analysis to the next level by using biocalorimetry and machine learning to identify populations of *Pseudomonas aeruginosa* that were not detectable with conventional analytical techniques.

 

[View full post](https://symcel.com/learning-centre/webinars/metabolic-fingerprint-of-pseudomonas-aeruginosa-as-single-cells-in-biofilm)

```json
{
  "@context" : "http://schema.org",
  "@type" : "BlogPosting",
  "author" : {
    "@type" : "Person",
    "name" : "Mark"
  },
  "dateModified" : "2025-10-09T10:51:24.681Z",
  "datePublished" : "2022-06-09T08:00:00Z",
  "headline" : "Metabolic \"fingerprint\" of Pseudomonas aeruginosa as single cells in biofilm",
  "image" : {
    "@type" : "ImageObject",
    "height" : 1947,
    "url" : "https://25649679.fs1.hubspotusercontent-eu1.net/hubfs/25649679/Bjarnsholt-.jpg",
    "width" : 1824
  },
  "mainEntityOfPage" : "https://symcel.com/learning-centre/webinars/metabolic-fingerprint-of-pseudomonas-aeruginosa-as-single-cells-in-biofilm",
  "publisher" : {
    "@type" : "Organization",
    "logo" : {
      "@type" : "ImageObject",
      "height" : 60,
      "url" : "/hs/hsstatic/content_shared_assets/static-1.4092/img/default-amp-logo.png",
      "width" : 60
    },
    "name" : "Webinars"
  }
}
```