• Biologically active substances 'show greater variation' in human samples
    Human samples of biologically active substances offer greater variation, researchers note


Biologically active substances 'show greater variation' in human samples

Sep 06 2010

The analysis of biologically active substances in human test groups is more likely to yield a wide distribution with multiple differences and outlying results, research suggests.

Scientists at the University of Massachusetts Amherst, private health university UMIT and life sciences company BG Medicine examined the differences between human and animal results.

Their focus was on the assessment of biologically active substances using 'omics' - methods of analysis such as genomics and proteomics.

"Data measured in human studies were characterised by higher biological variation and the presence of outliers," they write.

Comparing different distributions with the classifiers commonly used in such research, they found balanced, Gaussian models most compatible with Prediction Analysis for Microarrays, or PAM.

Asymmetrical distributions and unbalanced class patterns were better assessed using Random Forests as the classifier, they add.

The -omics studies they considered had all made use of multiplexed immunoassay techniques and high-content mass spectrometry as part of highly dimensional data sets.

Digital Edition

Chromatography Today - Buyers' Guide 2022

October 2023

In This Edition Modern & Practical Applications - Accelerating ADC Development with Mass Spectrometry - Implementing High-Resolution Ion Mobility into Peptide Mapping Workflows Chromatogr...

View all digital editions


NGVS 2024

May 23 2024 Beijing, China


May 28 2024 Tel Aviv, Israel


May 28 2024 Leuven, Belgium

PREP 2024

May 28 2024 Philadelphia, PA, USA


May 29 2024 Beijing, China

View all events