Molecular assembly as a universal biosignature measurable by mass spectrometry
成果类型:
Article
署名作者:
Rutter, Lindsay A.; Sharma, Abhishek; Seet, Ian; Alobo, David Obeh; Goto, An; Cronin, Leroy
署名单位:
University of Glasgow
刊物名称:
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA
ISSN/ISSBN:
0027-8424; 1091-6490
DOI:
10.1073/pnas.2619198123
发表日期:
2026-08-18
页码:
e2619198123
关键词:
assembly theory
astrobiology
complexity
Machine Learning
gale crater
methane
mars
atmosphere
LIFE
photolysis
摘要:
Detecting life beyond Earth requires biosignatures that do not depend on the chemistry of known organisms. Molecular assembly (MA), derived from Assembly Theory, quantifies how difficult it is to build a molecule from basic building blocks, linking complexity directly to selection and evolution. Here, we show that MA can serve as a universal biosignature that is both interpretable and experimentally measurable. Unlike information-theoretic measures, MA can be inferred directly from mass spectrometry data without structural elucidation. We demonstrate this using a machine learning model trained on standardized single-stage (MS1) spectra, which predicts MA with three-fold lower error than baseline methods. Simulated multistage (MSn) data reveal that small instrumental variations can double prediction error, highlighting the importance of calibration. These findings establish molecular assembly as a physically grounded, quantifiable biosignature measurable by mass spectrometry whose interpretation depends on careful control of instrumental effects, offering a scalable route to life detection on future planetary missions.
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