Identification of Key Gene Networks and Deciphering Transcriptional Regulators Associated With Peanut Embryo Abortion Mediated by Calcium Deficiency
Peanut embryo development is easily affected by a variety of nutrient elements in the soil, especially the calcium level. Peanut produces abortive embryos in calcium-deficient soil, but underlying mechanism remains unclear. Thus, identifying key transcriptional regulators and their associated regula...
Main Authors: | , , , , , , , , , , , , , , |
---|---|
Format: | Article |
Language: | English |
Published: |
Frontiers Media S.A.
2022-03-01
|
Series: | Frontiers in Plant Science |
Subjects: | |
Online Access: | https://www.frontiersin.org/articles/10.3389/fpls.2022.814015/full |
_version_ | 1818775346717130752 |
---|---|
author | Hua Chen Hua Chen Qiang Yang Qiang Yang Huiwen Fu Huiwen Fu Kun Chen Kun Chen Shanshan Zhao Shanshan Zhao Chong Zhang Chong Zhang Tiecheng Cai Tiecheng Cai Lihui Wang Lihui Wang Wenzhi Lu Wenzhi Lu Hao Dang Hao Dang Meijia Gao Meijia Gao Huaqi Li Huaqi Li Xinyi Yuan Xinyi Yuan Rajeev K. Varshney Rajeev K. Varshney Weijian Zhuang Weijian Zhuang |
author_facet | Hua Chen Hua Chen Qiang Yang Qiang Yang Huiwen Fu Huiwen Fu Kun Chen Kun Chen Shanshan Zhao Shanshan Zhao Chong Zhang Chong Zhang Tiecheng Cai Tiecheng Cai Lihui Wang Lihui Wang Wenzhi Lu Wenzhi Lu Hao Dang Hao Dang Meijia Gao Meijia Gao Huaqi Li Huaqi Li Xinyi Yuan Xinyi Yuan Rajeev K. Varshney Rajeev K. Varshney Weijian Zhuang Weijian Zhuang |
author_sort | Hua Chen |
collection | DOAJ |
description | Peanut embryo development is easily affected by a variety of nutrient elements in the soil, especially the calcium level. Peanut produces abortive embryos in calcium-deficient soil, but underlying mechanism remains unclear. Thus, identifying key transcriptional regulators and their associated regulatory networks promises to contribute to a better understanding of this process. In this study, cellular biology and gene expression analyses were performed to investigate peanut embryo development with the aim to discern the global architecture of gene regulatory networks underlying peanut embryo abortion under calcium deficiency conditions. The endomembrane systems tended to disintegrate, impairing cell growth and starch, protein and lipid body accumulation, resulting in aborted seeds. RNA-seq analysis showed that the gene expression profile in peanut embryos was significantly changed under calcium deficiency. Further analysis indicated that multiple signal pathways were involved in the peanut embryo abortion. Differential expressed genes (DEGs) related to cytoplasmic free Ca2+ were significantly altered. DEGs in plant hormone signaling pathways tended to be associated with increased IAA and ethylene but with decreased ABA, gibberellin, cytokinin, and brassinosteroid levels. Certain vital genes, including apoptosis-inducing factor, WRKYs and ethylene-responsive transcription factors, were up-regulated, while key regulators of embryo development, such as TCP4, WRI1, FUS3, ABI3, and GLK1 were down-regulated. Weighted gene co-expression network analysis (WGCNA) identified 16 significant modules associated with the plant hormone signaling, MAPK signaling, ubiquitin mediated proteolysis, reserve substance biosynthesis and metabolism pathways to decipher regulatory network. The most significant module was darkolivegreen2 and FUS3 (AH06G23930) had the highest connectivity among this module. Importantly, key transcription factors involved in embryogenesis or ovule development including TCP4, GLK1, ABI3, bHLH115, MYC2, etc., were also present in this module and down regulated under calcium deficiency. This study presents the first global view of the gene regulatory network involved in peanut embryo abortion under calcium deficiency conditions and lays foundation for improving peanut tolerances to calcium deficiency by a targeted manipulation of molecular breeding. |
first_indexed | 2024-12-18T10:55:35Z |
format | Article |
id | doaj.art-4ad1a25b902147f0b8d310ac0868f645 |
institution | Directory Open Access Journal |
issn | 1664-462X |
language | English |
last_indexed | 2024-12-18T10:55:35Z |
publishDate | 2022-03-01 |
publisher | Frontiers Media S.A. |
record_format | Article |
series | Frontiers in Plant Science |
spelling | doaj.art-4ad1a25b902147f0b8d310ac0868f6452022-12-21T21:10:21ZengFrontiers Media S.A.Frontiers in Plant Science1664-462X2022-03-011310.3389/fpls.2022.814015814015Identification of Key Gene Networks and Deciphering Transcriptional Regulators Associated With Peanut Embryo Abortion Mediated by Calcium DeficiencyHua Chen0Hua Chen1Qiang Yang2Qiang Yang3Huiwen Fu4Huiwen Fu5Kun Chen6Kun Chen7Shanshan Zhao8Shanshan Zhao9Chong Zhang10Chong Zhang11Tiecheng Cai12Tiecheng Cai13Lihui Wang14Lihui Wang15Wenzhi Lu16Wenzhi Lu17Hao Dang18Hao Dang19Meijia Gao20Meijia Gao21Huaqi Li22Huaqi Li23Xinyi Yuan24Xinyi Yuan25Rajeev K. Varshney26Rajeev K. Varshney27Weijian Zhuang28Weijian Zhuang29Key Laboratory of Ministry of Education for Genetics, Breeding and Multiple Utilization of Crops, Institute of Oil Crops Research, Research Center for Genetics and Systems Biology of Leguminous Oil Plants, Fujian Agriculture and Forestry University, Fuzhou, ChinaState Key Laboratory of Ecological Pest Control for Fujian and Taiwan Crops, Fujian Agriculture and Forestry University, Fuzhou, ChinaKey Laboratory of Ministry of Education for Genetics, Breeding and Multiple Utilization of Crops, Institute of Oil Crops Research, Research Center for Genetics and Systems Biology of Leguminous Oil Plants, Fujian Agriculture and Forestry University, Fuzhou, ChinaState Key Laboratory of Ecological Pest Control for Fujian and Taiwan Crops, Fujian Agriculture and Forestry University, Fuzhou, ChinaKey Laboratory of Ministry of Education for Genetics, Breeding and Multiple Utilization of Crops, Institute of Oil Crops Research, Research Center for Genetics and Systems Biology of Leguminous Oil Plants, Fujian Agriculture and Forestry University, Fuzhou, ChinaState Key Laboratory of Ecological Pest Control for Fujian and Taiwan Crops, Fujian Agriculture and Forestry University, Fuzhou, ChinaKey Laboratory of Ministry of Education for Genetics, Breeding and Multiple Utilization of Crops, Institute of Oil Crops Research, Research Center for Genetics and Systems Biology of Leguminous Oil Plants, Fujian Agriculture and Forestry University, Fuzhou, ChinaState Key Laboratory of Ecological Pest Control for Fujian and Taiwan Crops, Fujian Agriculture and Forestry University, Fuzhou, ChinaKey Laboratory of Ministry of Education for Genetics, Breeding and Multiple Utilization of Crops, Institute of Oil Crops Research, Research Center for Genetics and Systems Biology of Leguminous Oil Plants, Fujian Agriculture and Forestry University, Fuzhou, ChinaState Key Laboratory of Ecological Pest Control for Fujian and Taiwan Crops, Fujian Agriculture and Forestry University, Fuzhou, ChinaKey Laboratory of Ministry of Education for Genetics, Breeding and Multiple Utilization of Crops, Institute of Oil Crops Research, Research Center for Genetics and Systems Biology of Leguminous Oil Plants, Fujian Agriculture and Forestry University, Fuzhou, ChinaState Key Laboratory of Ecological Pest Control for Fujian and Taiwan Crops, Fujian Agriculture and Forestry University, Fuzhou, ChinaKey Laboratory of Ministry of Education for Genetics, Breeding and Multiple Utilization of Crops, Institute of Oil Crops Research, Research Center for Genetics and Systems Biology of Leguminous Oil Plants, Fujian Agriculture and Forestry University, Fuzhou, ChinaState Key Laboratory of Ecological Pest Control for Fujian and Taiwan Crops, Fujian Agriculture and Forestry University, Fuzhou, ChinaKey Laboratory of Ministry of Education for Genetics, Breeding and Multiple Utilization of Crops, Institute of Oil Crops Research, Research Center for Genetics and Systems Biology of Leguminous Oil Plants, Fujian Agriculture and Forestry University, Fuzhou, ChinaState Key Laboratory of Ecological Pest Control for Fujian and Taiwan Crops, Fujian Agriculture and Forestry University, Fuzhou, ChinaKey Laboratory of Ministry of Education for Genetics, Breeding and Multiple Utilization of Crops, Institute of Oil Crops Research, Research Center for Genetics and Systems Biology of Leguminous Oil Plants, Fujian Agriculture and Forestry University, Fuzhou, ChinaState Key Laboratory of Ecological Pest Control for Fujian and Taiwan Crops, Fujian Agriculture and Forestry University, Fuzhou, ChinaKey Laboratory of Ministry of Education for Genetics, Breeding and Multiple Utilization of Crops, Institute of Oil Crops Research, Research Center for Genetics and Systems Biology of Leguminous Oil Plants, Fujian Agriculture and Forestry University, Fuzhou, ChinaState Key Laboratory of Ecological Pest Control for Fujian and Taiwan Crops, Fujian Agriculture and Forestry University, Fuzhou, ChinaKey Laboratory of Ministry of Education for Genetics, Breeding and Multiple Utilization of Crops, Institute of Oil Crops Research, Research Center for Genetics and Systems Biology of Leguminous Oil Plants, Fujian Agriculture and Forestry University, Fuzhou, ChinaState Agricultural Biotechnology Center, Center for Crop and Food Innovation, Food Futures Institute, Murdoch University, Murdoch, WA, AustraliaKey Laboratory of Ministry of Education for Genetics, Breeding and Multiple Utilization of Crops, Institute of Oil Crops Research, Research Center for Genetics and Systems Biology of Leguminous Oil Plants, Fujian Agriculture and Forestry University, Fuzhou, ChinaState Agricultural Biotechnology Center, Center for Crop and Food Innovation, Food Futures Institute, Murdoch University, Murdoch, WA, AustraliaKey Laboratory of Ministry of Education for Genetics, Breeding and Multiple Utilization of Crops, Institute of Oil Crops Research, Research Center for Genetics and Systems Biology of Leguminous Oil Plants, Fujian Agriculture and Forestry University, Fuzhou, ChinaState Key Laboratory of Ecological Pest Control for Fujian and Taiwan Crops, Fujian Agriculture and Forestry University, Fuzhou, ChinaKey Laboratory of Ministry of Education for Genetics, Breeding and Multiple Utilization of Crops, Institute of Oil Crops Research, Research Center for Genetics and Systems Biology of Leguminous Oil Plants, Fujian Agriculture and Forestry University, Fuzhou, ChinaState Agricultural Biotechnology Center, Center for Crop and Food Innovation, Food Futures Institute, Murdoch University, Murdoch, WA, AustraliaKey Laboratory of Ministry of Education for Genetics, Breeding and Multiple Utilization of Crops, Institute of Oil Crops Research, Research Center for Genetics and Systems Biology of Leguminous Oil Plants, Fujian Agriculture and Forestry University, Fuzhou, ChinaState Key Laboratory of Ecological Pest Control for Fujian and Taiwan Crops, Fujian Agriculture and Forestry University, Fuzhou, ChinaPeanut embryo development is easily affected by a variety of nutrient elements in the soil, especially the calcium level. Peanut produces abortive embryos in calcium-deficient soil, but underlying mechanism remains unclear. Thus, identifying key transcriptional regulators and their associated regulatory networks promises to contribute to a better understanding of this process. In this study, cellular biology and gene expression analyses were performed to investigate peanut embryo development with the aim to discern the global architecture of gene regulatory networks underlying peanut embryo abortion under calcium deficiency conditions. The endomembrane systems tended to disintegrate, impairing cell growth and starch, protein and lipid body accumulation, resulting in aborted seeds. RNA-seq analysis showed that the gene expression profile in peanut embryos was significantly changed under calcium deficiency. Further analysis indicated that multiple signal pathways were involved in the peanut embryo abortion. Differential expressed genes (DEGs) related to cytoplasmic free Ca2+ were significantly altered. DEGs in plant hormone signaling pathways tended to be associated with increased IAA and ethylene but with decreased ABA, gibberellin, cytokinin, and brassinosteroid levels. Certain vital genes, including apoptosis-inducing factor, WRKYs and ethylene-responsive transcription factors, were up-regulated, while key regulators of embryo development, such as TCP4, WRI1, FUS3, ABI3, and GLK1 were down-regulated. Weighted gene co-expression network analysis (WGCNA) identified 16 significant modules associated with the plant hormone signaling, MAPK signaling, ubiquitin mediated proteolysis, reserve substance biosynthesis and metabolism pathways to decipher regulatory network. The most significant module was darkolivegreen2 and FUS3 (AH06G23930) had the highest connectivity among this module. Importantly, key transcription factors involved in embryogenesis or ovule development including TCP4, GLK1, ABI3, bHLH115, MYC2, etc., were also present in this module and down regulated under calcium deficiency. This study presents the first global view of the gene regulatory network involved in peanut embryo abortion under calcium deficiency conditions and lays foundation for improving peanut tolerances to calcium deficiency by a targeted manipulation of molecular breeding.https://www.frontiersin.org/articles/10.3389/fpls.2022.814015/fullembryo abortioncalciumhormoneWGCNAArachis hypogaea L. |
spellingShingle | Hua Chen Hua Chen Qiang Yang Qiang Yang Huiwen Fu Huiwen Fu Kun Chen Kun Chen Shanshan Zhao Shanshan Zhao Chong Zhang Chong Zhang Tiecheng Cai Tiecheng Cai Lihui Wang Lihui Wang Wenzhi Lu Wenzhi Lu Hao Dang Hao Dang Meijia Gao Meijia Gao Huaqi Li Huaqi Li Xinyi Yuan Xinyi Yuan Rajeev K. Varshney Rajeev K. Varshney Weijian Zhuang Weijian Zhuang Identification of Key Gene Networks and Deciphering Transcriptional Regulators Associated With Peanut Embryo Abortion Mediated by Calcium Deficiency Frontiers in Plant Science embryo abortion calcium hormone WGCNA Arachis hypogaea L. |
title | Identification of Key Gene Networks and Deciphering Transcriptional Regulators Associated With Peanut Embryo Abortion Mediated by Calcium Deficiency |
title_full | Identification of Key Gene Networks and Deciphering Transcriptional Regulators Associated With Peanut Embryo Abortion Mediated by Calcium Deficiency |
title_fullStr | Identification of Key Gene Networks and Deciphering Transcriptional Regulators Associated With Peanut Embryo Abortion Mediated by Calcium Deficiency |
title_full_unstemmed | Identification of Key Gene Networks and Deciphering Transcriptional Regulators Associated With Peanut Embryo Abortion Mediated by Calcium Deficiency |
title_short | Identification of Key Gene Networks and Deciphering Transcriptional Regulators Associated With Peanut Embryo Abortion Mediated by Calcium Deficiency |
title_sort | identification of key gene networks and deciphering transcriptional regulators associated with peanut embryo abortion mediated by calcium deficiency |
topic | embryo abortion calcium hormone WGCNA Arachis hypogaea L. |
url | https://www.frontiersin.org/articles/10.3389/fpls.2022.814015/full |
work_keys_str_mv | AT huachen identificationofkeygenenetworksanddecipheringtranscriptionalregulatorsassociatedwithpeanutembryoabortionmediatedbycalciumdeficiency AT huachen identificationofkeygenenetworksanddecipheringtranscriptionalregulatorsassociatedwithpeanutembryoabortionmediatedbycalciumdeficiency AT qiangyang identificationofkeygenenetworksanddecipheringtranscriptionalregulatorsassociatedwithpeanutembryoabortionmediatedbycalciumdeficiency AT qiangyang identificationofkeygenenetworksanddecipheringtranscriptionalregulatorsassociatedwithpeanutembryoabortionmediatedbycalciumdeficiency AT huiwenfu identificationofkeygenenetworksanddecipheringtranscriptionalregulatorsassociatedwithpeanutembryoabortionmediatedbycalciumdeficiency AT huiwenfu identificationofkeygenenetworksanddecipheringtranscriptionalregulatorsassociatedwithpeanutembryoabortionmediatedbycalciumdeficiency AT kunchen identificationofkeygenenetworksanddecipheringtranscriptionalregulatorsassociatedwithpeanutembryoabortionmediatedbycalciumdeficiency AT kunchen identificationofkeygenenetworksanddecipheringtranscriptionalregulatorsassociatedwithpeanutembryoabortionmediatedbycalciumdeficiency AT shanshanzhao identificationofkeygenenetworksanddecipheringtranscriptionalregulatorsassociatedwithpeanutembryoabortionmediatedbycalciumdeficiency AT shanshanzhao identificationofkeygenenetworksanddecipheringtranscriptionalregulatorsassociatedwithpeanutembryoabortionmediatedbycalciumdeficiency AT chongzhang identificationofkeygenenetworksanddecipheringtranscriptionalregulatorsassociatedwithpeanutembryoabortionmediatedbycalciumdeficiency AT chongzhang identificationofkeygenenetworksanddecipheringtranscriptionalregulatorsassociatedwithpeanutembryoabortionmediatedbycalciumdeficiency AT tiechengcai identificationofkeygenenetworksanddecipheringtranscriptionalregulatorsassociatedwithpeanutembryoabortionmediatedbycalciumdeficiency AT tiechengcai identificationofkeygenenetworksanddecipheringtranscriptionalregulatorsassociatedwithpeanutembryoabortionmediatedbycalciumdeficiency AT lihuiwang identificationofkeygenenetworksanddecipheringtranscriptionalregulatorsassociatedwithpeanutembryoabortionmediatedbycalciumdeficiency AT lihuiwang identificationofkeygenenetworksanddecipheringtranscriptionalregulatorsassociatedwithpeanutembryoabortionmediatedbycalciumdeficiency AT wenzhilu identificationofkeygenenetworksanddecipheringtranscriptionalregulatorsassociatedwithpeanutembryoabortionmediatedbycalciumdeficiency AT wenzhilu identificationofkeygenenetworksanddecipheringtranscriptionalregulatorsassociatedwithpeanutembryoabortionmediatedbycalciumdeficiency AT haodang identificationofkeygenenetworksanddecipheringtranscriptionalregulatorsassociatedwithpeanutembryoabortionmediatedbycalciumdeficiency AT haodang identificationofkeygenenetworksanddecipheringtranscriptionalregulatorsassociatedwithpeanutembryoabortionmediatedbycalciumdeficiency AT meijiagao identificationofkeygenenetworksanddecipheringtranscriptionalregulatorsassociatedwithpeanutembryoabortionmediatedbycalciumdeficiency AT meijiagao identificationofkeygenenetworksanddecipheringtranscriptionalregulatorsassociatedwithpeanutembryoabortionmediatedbycalciumdeficiency AT huaqili identificationofkeygenenetworksanddecipheringtranscriptionalregulatorsassociatedwithpeanutembryoabortionmediatedbycalciumdeficiency AT huaqili identificationofkeygenenetworksanddecipheringtranscriptionalregulatorsassociatedwithpeanutembryoabortionmediatedbycalciumdeficiency AT xinyiyuan identificationofkeygenenetworksanddecipheringtranscriptionalregulatorsassociatedwithpeanutembryoabortionmediatedbycalciumdeficiency AT xinyiyuan identificationofkeygenenetworksanddecipheringtranscriptionalregulatorsassociatedwithpeanutembryoabortionmediatedbycalciumdeficiency AT rajeevkvarshney identificationofkeygenenetworksanddecipheringtranscriptionalregulatorsassociatedwithpeanutembryoabortionmediatedbycalciumdeficiency AT rajeevkvarshney identificationofkeygenenetworksanddecipheringtranscriptionalregulatorsassociatedwithpeanutembryoabortionmediatedbycalciumdeficiency AT weijianzhuang identificationofkeygenenetworksanddecipheringtranscriptionalregulatorsassociatedwithpeanutembryoabortionmediatedbycalciumdeficiency AT weijianzhuang identificationofkeygenenetworksanddecipheringtranscriptionalregulatorsassociatedwithpeanutembryoabortionmediatedbycalciumdeficiency |