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Scaling laws in enzyme function reveal a new kind of biochemical universality

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 obse...

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Autores principales: Gagler, Dylan C., Karas, Bradley, Kempes, Christopher P., Malloy, John, Mierzejewski, Veronica, Goldman, Aaron D., Kim, Hyunju, Walker, Sara I.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: National Academy of Sciences 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8892295/
https://www.ncbi.nlm.nih.gov/pubmed/35217602
http://dx.doi.org/10.1073/pnas.2106655119
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author Gagler, Dylan C.
Karas, Bradley
Kempes, Christopher P.
Malloy, John
Mierzejewski, Veronica
Goldman, Aaron D.
Kim, Hyunju
Walker, Sara I.
author_facet Gagler, Dylan C.
Karas, Bradley
Kempes, Christopher P.
Malloy, John
Mierzejewski, Veronica
Goldman, Aaron D.
Kim, Hyunju
Walker, Sara I.
author_sort Gagler, Dylan C.
collection PubMed
description 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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spelling pubmed-88922952022-08-25 Scaling laws in enzyme function reveal a new kind of biochemical universality Gagler, Dylan C. Karas, Bradley Kempes, Christopher P. Malloy, John Mierzejewski, Veronica Goldman, Aaron D. Kim, Hyunju Walker, Sara I. Proc Natl Acad Sci U S A Biological Sciences 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. National Academy of Sciences 2022-02-25 2022-03-01 /pmc/articles/PMC8892295/ /pubmed/35217602 http://dx.doi.org/10.1073/pnas.2106655119 Text en Copyright © 2022 the Author(s). Published by PNAS. https://creativecommons.org/licenses/by-nc-nd/4.0/This article is distributed under Creative Commons Attribution-NonCommercial-NoDerivatives License 4.0 (CC BY-NC-ND) (https://creativecommons.org/licenses/by-nc-nd/4.0/) .
spellingShingle Biological Sciences
Gagler, Dylan C.
Karas, Bradley
Kempes, Christopher P.
Malloy, John
Mierzejewski, Veronica
Goldman, Aaron D.
Kim, Hyunju
Walker, Sara I.
Scaling laws in enzyme function reveal a new kind of biochemical universality
title Scaling laws in enzyme function reveal a new kind of biochemical universality
title_full Scaling laws in enzyme function reveal a new kind of biochemical universality
title_fullStr Scaling laws in enzyme function reveal a new kind of biochemical universality
title_full_unstemmed Scaling laws in enzyme function reveal a new kind of biochemical universality
title_short Scaling laws in enzyme function reveal a new kind of biochemical universality
title_sort scaling laws in enzyme function reveal a new kind of biochemical universality
topic Biological Sciences
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8892295/
https://www.ncbi.nlm.nih.gov/pubmed/35217602
http://dx.doi.org/10.1073/pnas.2106655119
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