The Analytical Scientist
  • Explore

    Explore

    • Latest
    • News & Research
    • Trends & Challenges
    • Keynote Interviews
    • Opinion & Personal Narratives
    • Product Profiles
    • App Notes
    • The Product Book

    Featured Topics

    • Mass Spectrometry
    • Chromatography
    • Spectroscopy

    Issues

    • Latest Issue
    • Archive
  • Topics

    Techniques & Tools

    • Mass Spectrometry
    • Chromatography
    • Spectroscopy
    • Microscopy
    • Sensors
    • Data and AI

    • View All Topics

    Applications & Fields

    • Clinical
    • Environmental
    • Food, Beverage & Agriculture
    • Pharma and Biopharma
    • Omics
    • Forensics
  • People & Profiles

    People & Profiles

    • Power List
    • Voices in the Community
    • Sitting Down With
    • Authors & Contributors
  • Business & Education

    Business & Education

    • Innovation
    • Business & Entrepreneurship
    • Career Pathways
  • Events
    • Live Events
    • Webinars
  • Multimedia
    • Video
    • Content Hubs
Subscribe
Subscribe

False

The Analytical Scientist / Issues / 2026 / October / One Molecule Nearly 24 Million Spectra
Mass Spectrometry Data and AI News and Research

One Molecule, Nearly 24 Million Spectra

GinorMass shows why database size does not necessarily reflect chemical diversity

10/07/2026 2 min read
  • Full Article
  • Summary
  • Takeaways
  • Listen
  • Report
  • Scorecard
  • Quiz
  • Poll

Share

Credit: Adobe Stock

Researchers have created a public repository containing nearly 24 million tandem mass spectra from a single molecule to show why the number of spectra alone cannot describe the chemical coverage of a mass spectrometry database. The resource, called GinorMass, contains 23,971,300 spectra of arginine, an amino acid involved in several biological processes.

Mass spectral libraries are widely used to help identify molecules in biological, clinical, environmental, and chemical samples. An unknown spectrum can be compared with reference data to find a possible match. The value of this approach depends partly on the range of authenticated compounds represented in the library.

Repositories often use their total number of spectra, files, or datasets to communicate their size. However, millions of spectra can include repeated measurements of the same molecules. A high spectral count therefore does not necessarily mean that a resource covers a wide range of compounds.

GinorMass demonstrates this difference directly. Although it contains almost 24 million experimentally acquired spectra, they all represent one authenticated molecule. A database with the same number of spectra collected from many verified compounds would contain much greater chemical diversity.

The researchers used a 10-µg/mL arginine reference standard and a quadrupole time-of-flight mass spectrometer. The sample was introduced by syringe pump at a flow rate of 3 µL/min. Spectra were collected in positive-ion mode at a collision energy of 20 eV, with each acquisition taking between 20 and 50 milliseconds.

Arginine was selected because it is stable, readily available, biologically relevant, and well characterized. Under the chosen conditions, it produced five fragment ions, placing it within the typical fragmentation range of compounds in a large reference library.

Repeated measurements can still be valuable. Spectra collected with different instruments, laboratories, collision energies, and sample conditions can reveal analytical variation and help laboratories assess whether results are reproducible and transferable. Under one fixed set of conditions, however, further measurements may become redundant.

The authors recommended that repositories report spectral count alongside measures that describe their scientific content. These include the number of unique molecules, the number confirmed with reference standards, the chemical classes represented, instrument and collision-energy coverage, ionization conditions, annotation confidence, and data provenance.

Each spectrum should also be linked to its sample source, acquisition conditions, and processing history. This information could help users judge whether a reference is suitable for a particular analytical method or identification task.

Newsletters

Receive the latest analytical science news, personalities, education, and career development – weekly to your inbox.

Newsletter Signup Image

False

Advertisement

Recommended

False

Related Content

 This Week’s Mass Spec News
Mass Spectrometry
This Week’s Mass Spec News

April 4, 2025

2 min read

 What If Computers Could Smell?
Mass Spectrometry
What If Computers Could Smell?

April 3, 2025

13 min read

Computers can “see” and “hear,” but fully digitizing scent has so far eluded science – but that may soon change

The Analytical Scientist Innovation Awards 2024: #6
Mass Spectrometry
The Analytical Scientist Innovation Awards 2024: #6

December 3, 2024

3 min read

Syft Technologies’ William Pelet introduces the Syft Explorer – the world's first fully mobile, real-time, and direct trace gas analyzer

The Analytical Scientist Innovation Awards 2024: #4
Mass Spectrometry
The Analytical Scientist Innovation Awards 2024: #4

December 5, 2024

6 min read

Thermo Fisher Scientific’s high-sensitivity mass spec for translational omics research – the Stellar MS – is ranked 4th in our annual Innovation Awards

Affiliations:

Specialties:

Areas of Expertise:

Contributions:

False

The Analytical Scientist
Subscribe

About

  • About Us
  • Work at Conexiant Europe
  • Terms and Conditions
  • Privacy Policy
  • Advertise With Us
  • Contact Us

Copyright © 2026 Texere Publishing Limited (trading as Conexiant), with registered number 08113419 whose registered office is at Booths No. 1, Booths Park, Chelford Road, Knutsford, England, WA16 8GS.