ArticleProceedings of the National Academy of Sciences of the United States of America2022
Scaling laws in enzyme function reveal a new kind of biochemical universality.
Article in Proceedings of the National Academy of Sciences of the United States of America, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 11 papers.
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Who cites it
11 citing papers in PubMed.
- Enzyme Catalytic Parameters and Evolution Across the Dissipation Plane.International journal of molecular sciences · 2026Review
- Limitations of current machine learning models in predicting enzymatic functions for uncharacterized proteins.G3 (Bethesda, Md.) · 2025Article
- How hard is it to encapsulate life? The general constraints on encapsulation.Philosophical transactions of the Royal Society of London. Series B, Biological sciences · 2025Article
- Fundamental constraints to the logic of living systems.Interface focus · 2024Review
- Article
- Exploring Emergent Properties in Enzymatic Reaction Networks: Design and Control of Dynamic Functional Systems.Chemical reviews · 2024Review
- Enzyme characterization of lactic acid bacteria isolated from duck excreta.Veterinary world · 2024Article
- Enzyme function and evolution through the lens of bioinformatics.The Biochemical journal · 2023Review
- The Statistical Trends of Protein Evolution: A Lesson from AlphaFold Database.Molecular biology and evolution · 2022Article
- A consensus view of the proteome of the last universal common ancestor.Ecology and evolution · 2022Article
- Schrödinger and the Possible Existence of Different Types of Life.Frontiers in microbiology · 2022Article
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Authors and funding
8 authors.
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Abstract
All life on Earth is unified by its use of a shared set of component chemical compounds and reactions, providing a detailed model for universal biochemistry. However, this notion of universality is specific to known biochemistry and does not allow quantitative predictions about examples not yet observed. Here, we introduce a more generalizable concept of biochemical universality that is more akin to the kind of universality found in physics. Using annotated genomic datasets including an ensemble of 11,955 metagenomes, 1,282 archaea, 11,759 bacteria, and 200 eukaryotic taxa, we show how enzyme functions form universality classes with common scaling behavior in their relative abundances across the datasets. We verify that these scaling laws are not explained by the presence of compounds, reactions, and enzyme functions shared across known examples of life. We demonstrate how these scaling laws can be used as a tool for inferring properties of ancient life by comparing their predictions with a consensus model for the last universal common ancestor (LUCA). We also illustrate how network analyses shed light on the functional principles underlying the observed scaling behaviors. Together, our results establish the existence of a new kind of biochemical universality, independent of the details of life on Earth's component chemistry, with implications for guiding our search for missing biochemical diversity on Earth or for biochemistries that might deviate from the exact chemical makeup of life as we know it, such as at the origins of life, in alien environments, or in the design of synthetic life.
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