Integrating ATAC-seq and RNA-seq Reveals the Dynamics of Chromatin Accessibility and Gene Expression in Apple Response to Drought

被引:20
|
作者
Wang, Shicong [1 ]
He, Jieqiang [1 ]
Deng, Mengting [1 ]
Wang, Caixia [1 ]
Wang, Ruifeng [1 ]
Yan, Jinjiao [2 ]
Luo, Minrong [1 ]
Ma, Fengwang [1 ]
Guan, Qingmei [1 ]
Xu, Jidi [1 ]
机构
[1] Northwest Agr & Forestry Univ, Coll Hort, State Key Lab Crop Stress Biol Arid Areas, Shaanxi Key Lab Apple, Yangling 712100, Xianyang, Peoples R China
[2] Northwest Agr & Forestry Univ, Coll Forestry, Yangling 712100, Xianyang, Peoples R China
基金
中国国家自然科学基金;
关键词
apple; drought; chromatin accessibility; gene expression; ATAC-seq; RNA-seq; WRKY TRANSCRIPTION FACTORS; REMODELING ATPASE BRAHMA; ARABIDOPSIS-THALIANA; PLANT-RESPONSES; STRESS RESPONSES; TOLERANCE; PROTEINS; GROWTH; IDENTIFICATION; ALIGNMENT;
D O I
10.3390/ijms231911191
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Drought resistance in plants is influenced by multiple signaling pathways that involve various transcription factors, many target genes, and multiple types of epigenetic modifications. Studies on epigenetic modifications of drought focus on DNA methylation and histone modifications, with fewer on chromatin remodeling. Changes in chromatin accessibility can play an important role in abiotic stress in plants by affecting RNA polymerase binding and various regulatory factors. However, the changes in chromatin accessibility during drought in apples are not well understood. In this study, the landscape of chromatin accessibility associated with the gene expression of apple (GL3) under drought conditions was analyzed by Assay for Transposase Accessible Chromatin with high-throughput sequencing (ATAC-seq) and RNA-seq. Differential analysis between drought treatment and control identified 23,466 peaks of upregulated chromatin accessibility and 2447 peaks of downregulated accessibility. The drought-induced chromatin accessibility changed genes were mainly enriched in metabolism, stimulus, and binding pathways. By combining results from differential analysis of RNA-seq and ATAC-seq, we identified 240 genes with higher chromatin accessibility and increased gene expression under drought conditions that may play important functions in the drought response process. Among them, a total of nine transcription factor genes were identified, including ATHB7, HAT5, and WRKY26. These transcription factor genes are differentially expressed with different chromatin accessibility motif binding loci that may participate in apple response to drought by regulating downstream genes. Our study provides a reference for chromatin accessibility under drought stress in apples and the results will facilitate subsequent studies on chromatin remodelers and transcription factors.
引用
收藏
页数:20
相关论文
共 50 条
  • [21] ATACgraph: Profiling Genome-Wide Chromatin Accessibility From ATAC-seq
    Lu, Rita Jui-Hsien
    Liu, Yen-Ting
    Huang, Chih Wei
    Yen, Ming-Ren
    Lin, Chung-Yen
    Chen, Pao-Yang
    FRONTIERS IN GENETICS, 2021, 11
  • [22] Integration of RNA-seq and ATAC-seq identifies muscle-regulated hub genes in cattle
    Wang, Jianfang
    Li, Bingzhi
    Yang, Xinran
    Liang, Chengcheng
    Raza, Sayed Haidar Abbas
    Pan, Yueting
    Zhang, Ke
    Zan, Linsen
    FRONTIERS IN VETERINARY SCIENCE, 2022, 9
  • [23] Assaying Chromatin Accessibility Using ATAC-Seq in Invertebrate Chordate Embryos
    Silvia Magri, Marta
    Jimenez-Gancedo, Sandra
    Bertrand, Stephanie
    Madgwick, Alicia
    Escriva, Hector
    Lemaire, Patrick
    Luis Gomez-Skarmeta, Jose
    FRONTIERS IN CELL AND DEVELOPMENTAL BIOLOGY, 2020, 7
  • [24] Integration of ATAC-seq and RNA-seq analysis identifies key genes affecting intramuscular fat content in pigs
    Xu, Zhong
    Wu, Junjing
    Zhou, Jiawei
    Zhang, Yu
    Qiao, Mu
    Sun, Hua
    Li, Zipeng
    Li, Lianghua
    Chen, Nanqi
    Oyelami, Favour Oluwapelumi
    Peng, Xianwen
    Mei, Shuqi
    FRONTIERS IN NUTRITION, 2022, 9
  • [25] Effects of the Zbtb1 Gene on Chromatin Spatial Structure and Lymphatic Development: Combined Analysis of Hi-C, ATAC-Seq and RNA-Seq
    Wang, Junhong
    Shi, Chunwei
    Cheng, Mingyang
    Lu, Yiyuan
    Zhang, Xiaoyu
    Li, Fengdi
    Sun, Yu
    Li, Xiaoxu
    Li, Xinyang
    Zeng, Yan
    Wang, Chunfeng
    Cao, Xin
    FRONTIERS IN CELL AND DEVELOPMENTAL BIOLOGY, 2022, 10
  • [26] Bioinformatic Analysis of Clear Cell Renal Carcinoma via ATAC-Seq and RNA-Seq
    Chang, Feng
    Chen, Zhenqiong
    Xu, Caixia
    Liu, Hailei
    Han, Pengyong
    INTELLIGENT COMPUTING THEORIES AND APPLICATION, ICIC 2022, PT II, 2022, 13394 : 374 - 382
  • [27] Comprehensive analysis of nonsurrounded nucleolus and surrounded nucleolus oocytes on chromatin accessibility using ATAC-seq
    Sun, Xiaofan
    Wang, Dayu
    Li, Weijian
    Gao, Qian
    Tao, Jingli
    Liu, Honglin
    MOLECULAR REPRODUCTION AND DEVELOPMENT, 2023, 90 (02) : 87 - 97
  • [28] ATAC-seq and RNA-seq analysis unravel the mechanism of sex differentiation and infertility in sex reversal chicken
    Zhang, Xiuan
    Li, Jianbo
    Wang, Xiqiong
    Jie, Yuchen
    Sun, Congjiao
    Zheng, Jiangxia
    Li, Junying
    Yang, Ning
    Chen, Sirui
    EPIGENETICS & CHROMATIN, 2023, 16 (01)
  • [29] ATAC-seq and RNA-seq analysis unravel the mechanism of sex differentiation and infertility in sex reversal chicken
    Xiuan Zhang
    Jianbo Li
    Xiqiong Wang
    Yuchen Jie
    Congjiao Sun
    Jiangxia Zheng
    Junying Li
    Ning Yang
    Sirui Chen
    Epigenetics & Chromatin, 16
  • [30] Integrative RNA-seq and ATAC-seq analyses of phosphodiesterase 6 mutation-induced retinitis pigmentosa
    Wenrong Xu
    Yan Li
    Yujie Dong
    Libo Xiao
    Lan Li
    Kangwei Jiao
    International Ophthalmology, 2022, 42 : 2385 - 2395