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Gene co-expression network analysis of the heat-responsive core transcriptome identifies hub genes in Brassica rapa

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Abstract

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Gene co-expression network analysis of the heat-responsive core transcriptome in two contrasting Brassica rapa accessions reveals the main metabolic pathways, key modules and hub genes, are involved in long-term heat stress.

Abstract

Brassica rapa is a widely cultivated and economically important vegetable in Asia. High temperature is a common stress that severely impacts leaf head formation in B. rapa, resulting in reduced quality and production. The purpose of this study was thus to identify candidate heat tolerance genes by comparative transcriptome analysis of two contrasting B. rapa accessions in response to long-term heat stress. Two B. rapa accessions, ‘268’ and ‘334’, which showed significant differences in heat tolerance, were used for RNA sequencing analysis. We identified a total of 11,055 and 8921 differentially expressed genes (DEGs) in ‘268’ and ‘334’, respectively. Functional enrichment analyses of all of the identified DEGs, together with the genes identified from weighted gene co‐expression network analyses (WGCNA), revealed that the autophagy pathway, glutathione metabolism, and ribosome biogenesis in eukaryotes were significantly up-regulated, whereas photosynthesis was down-regulated, in the heat resistance of B. rapa ‘268’. Furthermore, when B. rapa ‘334’ was subjected to long-term high-temperature stress, heat stress caused significant changes in the expression of certain functional genes linked to protein processing in the endoplasmic reticulum and plant hormone signal transduction pathways. Autophagy-related genes might have been induced by persistent heat stress and remained high during recovery. Several hub genes like HSP17.6, HSP17.6B, HSP70-8, CLPB1, PAP1, PYR1, ADC2, and GSTF11 were discussed in this study, which may be potential candidates for further analyses of the response to long-term heat stress. These results should help elucidate the molecular mechanisms of heat stress adaptation in B. rapa.

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Abbreviations

CK:

Control treatment

DEGs:

Differentially expressed genes

FPKM:

Fragments per kilo-base per million reads

GO:

Gene ontology enrichment

HSF:

Heat shock transcription factor

HSP:

Heat shock protein

HT:

Heat stress treatment

KEGG:

Kyoto encyclopedia of genes and genomes

RC:

Recovery treatment

WGCNA:

Weighted gene co-expression network analysis

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Acknowledgements

We thank Prof. Cheng Feng and Dr. Zhang Kang (Institute of Vegetables and Flowers, Chinese Academy of Agricultural Sciences, Beijing, China) for help and advice on transcriptome data analysis. We thank LetPub (www.letpub.com) for its linguistic assistance during the preparation of this manuscript.

Funding

This work was funded by the National Key Research and Development Program of China (Grant number 2017YFD0101802) and the Agricultural Science and Technology Innovation Program of the Chinese Academy of Agricultural Sciences (CAAS-ASTIP-IVFCAAS). This work was performed at the Key Laboratory of Biology and Genetic Improvement of Horticultural Crops, Ministry of Agriculture, Beijing, China.

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Correspondence to Shujiang Zhang.

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Communicated by Dorothea Bartels.

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Yue, L., Li, G., Dai, Y. et al. Gene co-expression network analysis of the heat-responsive core transcriptome identifies hub genes in Brassica rapa. Planta 253, 111 (2021). https://doi.org/10.1007/s00425-021-03630-3

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  • DOI: https://doi.org/10.1007/s00425-021-03630-3

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