Cargando…

Inference of Gene Regulatory Network Uncovers the Linkage between Circadian Clock and Crassulacean Acid Metabolism in Kalanchoë fedtschenkoi

The circadian clock drives time-specific gene expression, enabling biological processes to be temporally controlled. Plants that conduct crassulacean acid metabolism (CAM) photosynthesis represent an interesting case of circadian regulation of gene expression as stomatal movement is temporally inver...

Descripción completa

Detalles Bibliográficos
Autores principales: Moseley, Robert C., Motta, Francis, Tuskan, Gerald A., Haase, Steven B., Yang, Xiaohan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8471846/
https://www.ncbi.nlm.nih.gov/pubmed/34571864
http://dx.doi.org/10.3390/cells10092217
_version_ 1784574572944687104
author Moseley, Robert C.
Motta, Francis
Tuskan, Gerald A.
Haase, Steven B.
Yang, Xiaohan
author_facet Moseley, Robert C.
Motta, Francis
Tuskan, Gerald A.
Haase, Steven B.
Yang, Xiaohan
author_sort Moseley, Robert C.
collection PubMed
description The circadian clock drives time-specific gene expression, enabling biological processes to be temporally controlled. Plants that conduct crassulacean acid metabolism (CAM) photosynthesis represent an interesting case of circadian regulation of gene expression as stomatal movement is temporally inverted relative to stomatal movement in C3 plants. The mechanisms behind how the circadian clock enabled physiological differences at the molecular level is not well understood. Recently, the rescheduling of gene expression was reported as a mechanism to explain how CAM evolved from C3. Therefore, we investigated whether core circadian clock genes in CAM plants were re-phased during evolution, or whether networks of phase-specific genes were simply re-wired to different core clock genes. We identified candidate core clock genes based on gene expression features and then applied the Local Edge Machine (LEM) algorithm to infer regulatory relationships between this new set of core candidates and known core clock genes in Kalanchoë fedtschenkoi. We further inferred stomata-related gene targets for known and candidate core clock genes and constructed a gene regulatory network for core clock and stomata-related genes. Our results provide new insight into the mechanism of circadian control of CAM-related genes in K. fedtschenkoi, facilitating the engineering of CAM machinery into non-CAM plants for sustainable crop production in water-limited environments.
format Online
Article
Text
id pubmed-8471846
institution National Center for Biotechnology Information
language English
publishDate 2021
publisher MDPI
record_format MEDLINE/PubMed
spelling pubmed-84718462021-09-28 Inference of Gene Regulatory Network Uncovers the Linkage between Circadian Clock and Crassulacean Acid Metabolism in Kalanchoë fedtschenkoi Moseley, Robert C. Motta, Francis Tuskan, Gerald A. Haase, Steven B. Yang, Xiaohan Cells Article The circadian clock drives time-specific gene expression, enabling biological processes to be temporally controlled. Plants that conduct crassulacean acid metabolism (CAM) photosynthesis represent an interesting case of circadian regulation of gene expression as stomatal movement is temporally inverted relative to stomatal movement in C3 plants. The mechanisms behind how the circadian clock enabled physiological differences at the molecular level is not well understood. Recently, the rescheduling of gene expression was reported as a mechanism to explain how CAM evolved from C3. Therefore, we investigated whether core circadian clock genes in CAM plants were re-phased during evolution, or whether networks of phase-specific genes were simply re-wired to different core clock genes. We identified candidate core clock genes based on gene expression features and then applied the Local Edge Machine (LEM) algorithm to infer regulatory relationships between this new set of core candidates and known core clock genes in Kalanchoë fedtschenkoi. We further inferred stomata-related gene targets for known and candidate core clock genes and constructed a gene regulatory network for core clock and stomata-related genes. Our results provide new insight into the mechanism of circadian control of CAM-related genes in K. fedtschenkoi, facilitating the engineering of CAM machinery into non-CAM plants for sustainable crop production in water-limited environments. MDPI 2021-08-27 /pmc/articles/PMC8471846/ /pubmed/34571864 http://dx.doi.org/10.3390/cells10092217 Text en © 2021 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Moseley, Robert C.
Motta, Francis
Tuskan, Gerald A.
Haase, Steven B.
Yang, Xiaohan
Inference of Gene Regulatory Network Uncovers the Linkage between Circadian Clock and Crassulacean Acid Metabolism in Kalanchoë fedtschenkoi
title Inference of Gene Regulatory Network Uncovers the Linkage between Circadian Clock and Crassulacean Acid Metabolism in Kalanchoë fedtschenkoi
title_full Inference of Gene Regulatory Network Uncovers the Linkage between Circadian Clock and Crassulacean Acid Metabolism in Kalanchoë fedtschenkoi
title_fullStr Inference of Gene Regulatory Network Uncovers the Linkage between Circadian Clock and Crassulacean Acid Metabolism in Kalanchoë fedtschenkoi
title_full_unstemmed Inference of Gene Regulatory Network Uncovers the Linkage between Circadian Clock and Crassulacean Acid Metabolism in Kalanchoë fedtschenkoi
title_short Inference of Gene Regulatory Network Uncovers the Linkage between Circadian Clock and Crassulacean Acid Metabolism in Kalanchoë fedtschenkoi
title_sort inference of gene regulatory network uncovers the linkage between circadian clock and crassulacean acid metabolism in kalanchoë fedtschenkoi
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8471846/
https://www.ncbi.nlm.nih.gov/pubmed/34571864
http://dx.doi.org/10.3390/cells10092217
work_keys_str_mv AT moseleyrobertc inferenceofgeneregulatorynetworkuncoversthelinkagebetweencircadianclockandcrassulaceanacidmetabolisminkalanchoefedtschenkoi
AT mottafrancis inferenceofgeneregulatorynetworkuncoversthelinkagebetweencircadianclockandcrassulaceanacidmetabolisminkalanchoefedtschenkoi
AT tuskangeralda inferenceofgeneregulatorynetworkuncoversthelinkagebetweencircadianclockandcrassulaceanacidmetabolisminkalanchoefedtschenkoi
AT haasestevenb inferenceofgeneregulatorynetworkuncoversthelinkagebetweencircadianclockandcrassulaceanacidmetabolisminkalanchoefedtschenkoi
AT yangxiaohan inferenceofgeneregulatorynetworkuncoversthelinkagebetweencircadianclockandcrassulaceanacidmetabolisminkalanchoefedtschenkoi