A cell of few modes

A mathematical re-analysis of microarray gene expression data reveals that the vast majority of expression patterns can be represented by just a few 'characteristic modes'.

| 1 min read

Register for free to listen to this article
Listen with Speechify
0:00
1:00
Share

In the July 18 [Proceedings of the National Academy of Sciences] Holter et al subject existing microarray gene expression data to a kind of spectral analysis (Proc. Natl. Acad. Sci. USA 2000, 97:8409-8414). This process of singular value decomposition (SVD) yields a set of "characteristic modes" that, when summed, reconstitute the entire expression pattern. But Holter et al find that just two or three of the modes are sufficient to describe the vast majority of the expression data. This shows that expression patterns are simple, usually undergoing a single "on to off" or "off to on" transition in response to a perturbation. Analysis of [cell cycle data] suggests that generally genes are not activated or repressed in large, discrete groups, as previously thought, but that cell cycle progression is a smooth function with roughly equal numbers of expression changes per unit time.

Interested in reading more?

Become a Member of

The Scientist Logo
Receive full access to more than 35 years of archives, as well as TS Digest, digital editions of The Scientist, feature stories, and much more!
Already a member? Login Here

Meet the Author

  • Robert Walgate

    This person does not yet have a bio.
Share
Image of a woman in a microbiology lab whose hair is caught on fire from a Bunsen burner.
April 1, 2025, Issue 1

Bunsen Burners and Bad Hair Days

Lab safety rules dictate that one must tie back long hair. Rosemarie Hansen learned the hard way when an open flame turned her locks into a lesson.

View this Issue
Conceptual image of biochemical laboratory sample preparation showing glassware and chemical formulas in the foreground and a scientist holding a pipette in the background.

Taking the Guesswork Out of Quality Control Standards

sartorius logo
An illustration of PFAS bubbles in front of a blue sky with clouds.

PFAS: The Forever Chemicals

sartorius logo
Unlocking the Unattainable in Gene Construction

Unlocking the Unattainable in Gene Construction

dna-script-primarylogo-digital
Concept illustration of acoustic waves and ripples.

Comparing Analytical Solutions for High-Throughput Drug Discovery

sciex

Products

Green Cooling

Thermo Scientific™ Centrifuges with GreenCool Technology

Thermo Fisher Logo
Singleron Avatar

Singleron Biotechnologies and Hamilton Bonaduz AG Announce the Launch of Tensor to Advance Single Cell Sequencing Automation

Zymo Research Logo

Zymo Research Launches Research Grant to Empower Mapping the RNome

Magid Haddouchi, PhD, CCO

Cytosurge Appoints Magid Haddouchi as Chief Commercial Officer