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Weighted gene coexpression correlation network analysis reveals the potential molecular regulatory mechanism of citrate and anthocyanin accumulation between postharvest ‘Bingtangcheng’ and ‘Tarocco’ blood orange fruit
BACKGROUND: Organic acids and anthocyanins are the most important compounds for the flavor and nutritional quality of citrus fruit. However, there are few reports on the involvement of co-regulation of citrate and anthocyanin metabolism. Here, we performed a comparative transcriptome analysis to elu...
Autores principales: | , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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BioMed Central
2023
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10236656/ https://www.ncbi.nlm.nih.gov/pubmed/37268922 http://dx.doi.org/10.1186/s12870-023-04309-5 |
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author | Jin, Yan Liao, Manyu Li, Na Ma, Xiaoqian Zhang, Huimin Han, Jian Li, Dazhi Yang, Junfeng Lu, Xiaopeng Long, Guiyou Deng, Ziniu Sheng, Ling |
author_facet | Jin, Yan Liao, Manyu Li, Na Ma, Xiaoqian Zhang, Huimin Han, Jian Li, Dazhi Yang, Junfeng Lu, Xiaopeng Long, Guiyou Deng, Ziniu Sheng, Ling |
author_sort | Jin, Yan |
collection | PubMed |
description | BACKGROUND: Organic acids and anthocyanins are the most important compounds for the flavor and nutritional quality of citrus fruit. However, there are few reports on the involvement of co-regulation of citrate and anthocyanin metabolism. Here, we performed a comparative transcriptome analysis to elucidate the genes and pathways involved in both citrate and anthocyanin accumulation in postharvest citrus fruit with ‘Tarocco’ blood orange (TBO; high accumulation) and ‘Bingtangcheng’ sweet orange (BTSO; low accumulation). RESULTS: A robust core set of 825 DEGs were found to be temporally associated with citrate and anthocyanin accumulation throughout the storage period through transcriptome analysis. Further according to the results of weighted gene coexpression correlation network analysis (WGCNA), the turquoise and brown module was highly positively correlated with both of the content of citrate and anthocyanin, and p-type ATPase (PH8), phosphoenolpyruvate carboxylase kinase (PEPCK), chalcone isomerase (CHI), flavanone 3-hydroxylase (F3H), flavonoid 3’-hydroxylase (F3’H) and glutathione S transferase (GST) were considered key structural genes. Moreover, MYB family transcription factor (PH4), Zinc finger PHD-type transcription factor (CHR4, HAC12), Zinc finger SWIM-type transcription factor (FAR1) and Zinc finger C3H1-type transcription factor (ATC3H64) were considered hub genes related to these structural genes. Further qRT-PCR analysis verified that these transcription factors were highly expressed in TBO fruit and their expression profiles were significantly positively correlated with the structural genes of citrate and anthocyanin metabolism as well as the content of citrate and anthocyanin content. CONCLUSIONS: The findings suggest that the CHR4, FAR1, ATC3H64 and HAC12 may be the new transcription regulators participate in controlling the level of citrate and anthocyanin in postharvest TBO fruit in addition to PH4. These results may providing new insight into the regulation mechanism of citrate and anthocyanin accumulation in citrus fruit. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12870-023-04309-5. |
format | Online Article Text |
id | pubmed-10236656 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-102366562023-06-03 Weighted gene coexpression correlation network analysis reveals the potential molecular regulatory mechanism of citrate and anthocyanin accumulation between postharvest ‘Bingtangcheng’ and ‘Tarocco’ blood orange fruit Jin, Yan Liao, Manyu Li, Na Ma, Xiaoqian Zhang, Huimin Han, Jian Li, Dazhi Yang, Junfeng Lu, Xiaopeng Long, Guiyou Deng, Ziniu Sheng, Ling BMC Plant Biol Research BACKGROUND: Organic acids and anthocyanins are the most important compounds for the flavor and nutritional quality of citrus fruit. However, there are few reports on the involvement of co-regulation of citrate and anthocyanin metabolism. Here, we performed a comparative transcriptome analysis to elucidate the genes and pathways involved in both citrate and anthocyanin accumulation in postharvest citrus fruit with ‘Tarocco’ blood orange (TBO; high accumulation) and ‘Bingtangcheng’ sweet orange (BTSO; low accumulation). RESULTS: A robust core set of 825 DEGs were found to be temporally associated with citrate and anthocyanin accumulation throughout the storage period through transcriptome analysis. Further according to the results of weighted gene coexpression correlation network analysis (WGCNA), the turquoise and brown module was highly positively correlated with both of the content of citrate and anthocyanin, and p-type ATPase (PH8), phosphoenolpyruvate carboxylase kinase (PEPCK), chalcone isomerase (CHI), flavanone 3-hydroxylase (F3H), flavonoid 3’-hydroxylase (F3’H) and glutathione S transferase (GST) were considered key structural genes. Moreover, MYB family transcription factor (PH4), Zinc finger PHD-type transcription factor (CHR4, HAC12), Zinc finger SWIM-type transcription factor (FAR1) and Zinc finger C3H1-type transcription factor (ATC3H64) were considered hub genes related to these structural genes. Further qRT-PCR analysis verified that these transcription factors were highly expressed in TBO fruit and their expression profiles were significantly positively correlated with the structural genes of citrate and anthocyanin metabolism as well as the content of citrate and anthocyanin content. CONCLUSIONS: The findings suggest that the CHR4, FAR1, ATC3H64 and HAC12 may be the new transcription regulators participate in controlling the level of citrate and anthocyanin in postharvest TBO fruit in addition to PH4. These results may providing new insight into the regulation mechanism of citrate and anthocyanin accumulation in citrus fruit. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12870-023-04309-5. BioMed Central 2023-06-02 /pmc/articles/PMC10236656/ /pubmed/37268922 http://dx.doi.org/10.1186/s12870-023-04309-5 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data. |
spellingShingle | Research Jin, Yan Liao, Manyu Li, Na Ma, Xiaoqian Zhang, Huimin Han, Jian Li, Dazhi Yang, Junfeng Lu, Xiaopeng Long, Guiyou Deng, Ziniu Sheng, Ling Weighted gene coexpression correlation network analysis reveals the potential molecular regulatory mechanism of citrate and anthocyanin accumulation between postharvest ‘Bingtangcheng’ and ‘Tarocco’ blood orange fruit |
title | Weighted gene coexpression correlation network analysis reveals the potential molecular regulatory mechanism of citrate and anthocyanin accumulation between postharvest ‘Bingtangcheng’ and ‘Tarocco’ blood orange fruit |
title_full | Weighted gene coexpression correlation network analysis reveals the potential molecular regulatory mechanism of citrate and anthocyanin accumulation between postharvest ‘Bingtangcheng’ and ‘Tarocco’ blood orange fruit |
title_fullStr | Weighted gene coexpression correlation network analysis reveals the potential molecular regulatory mechanism of citrate and anthocyanin accumulation between postharvest ‘Bingtangcheng’ and ‘Tarocco’ blood orange fruit |
title_full_unstemmed | Weighted gene coexpression correlation network analysis reveals the potential molecular regulatory mechanism of citrate and anthocyanin accumulation between postharvest ‘Bingtangcheng’ and ‘Tarocco’ blood orange fruit |
title_short | Weighted gene coexpression correlation network analysis reveals the potential molecular regulatory mechanism of citrate and anthocyanin accumulation between postharvest ‘Bingtangcheng’ and ‘Tarocco’ blood orange fruit |
title_sort | weighted gene coexpression correlation network analysis reveals the potential molecular regulatory mechanism of citrate and anthocyanin accumulation between postharvest ‘bingtangcheng’ and ‘tarocco’ blood orange fruit |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10236656/ https://www.ncbi.nlm.nih.gov/pubmed/37268922 http://dx.doi.org/10.1186/s12870-023-04309-5 |
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