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Genome Biol , IF:13.583 , 2023 Mar , V24 (1) : P55 doi: 10.1186/s13059-023-02891-3

A role for heritable transcriptomic variation in maize adaptation to temperate environments.

Sun, Guangchao and Yu, Huihui and Wang, Peng and Lopez-Guerrero, Martha and Mural, Ravi V and Mizero, Olivier N and Grzybowski, Marcin and Song, Baoxing and van Dijk, Karin and Schachtman, Daniel P and Zhang, Chi and Schnable, James C

Quantitative Life Sciences Initiative, University of Nebraska-Lincoln, Lincoln, USA.; Center for Plant Science Innovation, University of Nebraska-Lincoln, Lincoln, USA.; Department of Agronomy and Horticulture, University of Nebraska-Lincoln, Lincoln, USA.; School of Biological Sciences, University of Nebraska-Lincoln, Lincoln, USA.; Department of Biochemistry, University of Nebraska-Lincoln, Lincoln, USA.; Institute for Genomic Diversity, Cornell University, Ithaca, USA.; Quantitative Life Sciences Initiative, University of Nebraska-Lincoln, Lincoln, USA. schnable@unl.edu.; Center for Plant Science Innovation, University of Nebraska-Lincoln, Lincoln, USA. schnable@unl.edu.; Department of Agronomy and Horticulture, University of Nebraska-Lincoln, Lincoln, USA. schnable@unl.edu.

BACKGROUND: Transcription bridges genetic information and phenotypes. Here, we evaluated how changes in transcriptional regulation enable maize (Zea mays), a crop originally domesticated in the tropics, to adapt to temperate environments. RESULT: We generated 572 unique RNA-seq datasets from the roots of 340 maize genotypes. Genes involved in core processes such as cell division, chromosome organization and cytoskeleton organization showed lower heritability of gene expression, while genes involved in anti-oxidation activity exhibited higher expression heritability. An expression genome-wide association study (eGWAS) identified 19,602 expression quantitative trait loci (eQTLs) associated with the expression of 11,444 genes. A GWAS for alternative splicing identified 49,897 splicing QTLs (sQTLs) for 7614 genes. Genes harboring both cis-eQTLs and cis-sQTLs in linkage disequilibrium were disproportionately likely to encode transcription factors or were annotated as responding to one or more stresses. Independent component analysis of gene expression data identified loci regulating co-expression modules involved in oxidation reduction, response to water deprivation, plastid biogenesis, protein biogenesis, and plant-pathogen interaction. Several genes involved in cell proliferation, flower development, DNA replication, and gene silencing showed lower gene expression variation explained by genetic factors between temperate and tropical maize lines. A GWAS of 27 previously published phenotypes identified several candidate genes overlapping with genomic intervals showing signatures of selection during adaptation to temperate environments. CONCLUSION: Our results illustrate how maize transcriptional regulatory networks enable changes in transcriptional regulation to adapt to temperate regions.

PMID: 36964601


Mol Plant , IF:13.164 , 2023 Feb , V16 (2) : P393-414 doi: 10.1016/j.molp.2022.12.019

A wheat integrative regulatory network from large-scale complementary functional datasets enables trait-associated gene discovery for crop improvement.

Chen, Yongming and Guo, Yiwen and Guan, Panfeng and Wang, Yongfa and Wang, Xiaobo and Wang, Zihao and Qin, Zhen and Ma, Shengwei and Xin, Mingming and Hu, Zhaorong and Yao, Yingyin and Ni, Zhongfu and Sun, Qixin and Guo, Weilong and Peng, Huiru

Frontiers Science Center for Molecular Design Breeding, Key Laboratory of Crop Heterosis and Utilization, Beijing Key Laboratory of Crop Genetic Improvement, China Agricultural University, Beijing 100193, China.; Hainan Yazhou Bay Seed Laboratory, Sanya, Hainan, China; State Key Laboratory of Plant Cell and Chromosome Engineering, Institute of Genetics and Developmental Biology, Chinese Academy of Sciences, Beijing, China.; Frontiers Science Center for Molecular Design Breeding, Key Laboratory of Crop Heterosis and Utilization, Beijing Key Laboratory of Crop Genetic Improvement, China Agricultural University, Beijing 100193, China. Electronic address: guoweilong@cau.edu.cn.; Frontiers Science Center for Molecular Design Breeding, Key Laboratory of Crop Heterosis and Utilization, Beijing Key Laboratory of Crop Genetic Improvement, China Agricultural University, Beijing 100193, China. Electronic address: penghuiru@cau.edu.cn.

Gene regulation is central to all aspects of organism growth, and understanding it using large-scale functional datasets can provide a whole view of biological processes controlling complex phenotypic traits in crops. However, the connection between massive functional datasets and trait-associated gene discovery for crop improvement is still lacking. In this study, we constructed a wheat integrative gene regulatory network (wGRN) by combining an updated genome annotation and diverse complementary functional datasets, including gene expression, sequence motif, transcription factor (TF) binding, chromatin accessibility, and evolutionarily conserved regulation. wGRN contains 7.2 million genome-wide interactions covering 5947 TFs and 127 439 target genes, which were further verified using known regulatory relationships, condition-specific expression, gene functional information, and experiments. We used wGRN to assign genome-wide genes to 3891 specific biological pathways and accurately prioritize candidate genes associated with complex phenotypic traits in genome-wide association studies. In addition, wGRN was used to enhance the interpretation of a spike temporal transcriptome dataset to construct high-resolution networks. We further unveiled novel regulators that enhance the power of spike phenotypic trait prediction using machine learning and contribute to the spike phenotypic differences among modern wheat accessions. Finally, we developed an interactive webserver, wGRN (http://wheat.cau.edu.cn/wGRN), for the community to explore gene regulation and discover trait-associated genes. Collectively, this community resource establishes the foundation for using large-scale functional datasets to guide trait-associated gene discovery for crop improvement.

PMID: 36575796


J Hazard Mater , IF:10.588 , 2023 May , V449 : P131026 doi: 10.1016/j.jhazmat.2023.131026

Exposure to cypermethrin pesticide disturbs the microbiome and disseminates antibiotic resistance genes in soil and the gut of Enchytraeus crypticus.

Jin, Ming-Kang and Zhang, Qi and Yang, Yu-Tian and Zhao, Cai-Xia and Li, Jian and Li, Hongjie and Qian, Haifeng and Zhu, Dong and Zhu, Yong-Guan

Key Laboratory of Urban Environment and Health, Ningbo Observation and Research Station, Institute of Urban Environment, Chinese Academy of Sciences, Xiamen 361021, China; University of Chinese Academy of Sciences, Beijing 100049, China; Zhejiang Key Laboratory of Urban Environmental Processes and Pollution Control, CAS Haixi Industrial Technology Innovation Center in Beilun, Ningbo 315830, China.; College of Environment, Zhejiang University of Technology, 18 Chaowang Road, Hangzhou 310032, China.; Centre for Environmental Policy, Faculty of Natural Sciences, Imperial College London, London SW7 2AZ, UK.; Key Laboratory of Urban Environment and Health, Ningbo Observation and Research Station, Institute of Urban Environment, Chinese Academy of Sciences, Xiamen 361021, China; Zhejiang Key Laboratory of Urban Environmental Processes and Pollution Control, CAS Haixi Industrial Technology Innovation Center in Beilun, Ningbo 315830, China.; Key Laboratory of Biotechnology in Plant Protection of Ministry of Agriculture and Zhejiang Province, Institute of Plant Virology, Ningbo University, Ningbo 315211, China; State Key Laboratory for Managing Biotic and Chemical Threats to the Quality and Safety of Agro-products, Institute of Plant Virology, Ningbo University, Ningbo 315211, China.; College of Environment, Zhejiang University of Technology, 18 Chaowang Road, Hangzhou 310032, China. Electronic address: hfqian@zjut.edu.cn.; Key Laboratory of Urban Environment and Health, Ningbo Observation and Research Station, Institute of Urban Environment, Chinese Academy of Sciences, Xiamen 361021, China; University of Chinese Academy of Sciences, Beijing 100049, China; Zhejiang Key Laboratory of Urban Environmental Processes and Pollution Control, CAS Haixi Industrial Technology Innovation Center in Beilun, Ningbo 315830, China; State Key Laboratory of Urban and Regional Ecology, Research Center for Eco-environmental Sciences, Chinese Academy of Sciences, 18 Shuangqing Road, Beijing, China.

Worldwide, pyrethroids, such as cypermethrin, are the second most applied group of insecticides, however, their effects on the soil microbiome and non-target soil fauna remain largely unknown. Herein, we assessed the change of bacterial communities and antibiotic resistance genes (ARGs) of soil and in the gut of the model soil species Enchytraeus crypticus using a combination of 16S rRNA gene amplicon sequencing, and high-throughput qPCR of ARGs. Results indicate that cypermethrin exposure enriches potential pathogens (e.g. Bacillus anthracis) in the soil and gut microbiome of E. crypticus, heavily disrupting the latter's microbiome structure, and even disrupts activities of the E. crypticus immune system. The co-occurrence of potential pathogens (e.g. Acinetobacter baumannii), ARGs, and mobile genetic elements (MGEs) revealed the increased risk of pathogenicity as well as antibiotic resistance in potential pathogens. Moreover, structural equation modeling demonstrated that the dissemination of ARGs was not only promoted by MGEs, but also by the ratio of the core to non-core bacterial abundance. Collectively, these results provide an in-depth view of the previously unappreciated environmental risk of cypermethrin on the dissemination of ARGs in the soil and non-target soil fauna.

PMID: 36812731


New Phytol , IF:10.151 , 2023 Mar doi: 10.1111/nph.18885

A conserved gene regulatory network controls root epidermal cell patterning in superrosid species.

Zhu, Yan and Schiefelbein, John

Department of Molecular, Cellular, and Developmental Biology, University of Michigan, Ann Arbor, Michigan, 48109, USA.

In superrosid species, root epidermal cells differentiate into root hair cells and non-hair cells. In some superrosids, the root hair cells and non-hair cells are distributed randomly (Type I pattern) and in others, they are arranged in a position-dependent manner (Type III pattern). The model plant Arabidopsis (Arabidopsis thaliana) adopts the Type III pattern, and the gene regulatory network (GRN) that controls this pattern has been defined. However, it is unclear whether the Type III pattern in other species is controlled by a similar GRN as in Arabidopsis, and it is not known how the different patterns evolved. In this study, we analyzed superrosid species Rhodiola rosea, Boehmeria nivea, and Cucumis sativus for their root epidermal cell patterns. Combining phylogenetics, transcriptomics, and cross-species complementation, we analyzed homologs of the Arabidopsis patterning genes from these species. We identified R.rosea and B.nivea as Type III species and C.sativus as Type I species. We discovered substantial similarities in structure, expression, and function of Arabidopsis patterning gene homologs in R.rosea and B.nivea, and major changes in C.sativus. We propose that in superrosids, diverse Type III species inherited the patterning GRN from a common ancestor, whereas Type I species arose by mutations in multiple lineages.

PMID: 36932734


New Phytol , IF:10.151 , 2023 Feb doi: 10.1111/nph.18840

A comprehensive metabolic map reveals major quality regulations in red flesh kiwifruit (Actinidia chinensis).

Shu, Peng and Zhang, Zixin and Wu, Yi and Chen, Yuan and Li, Kunyan and Deng, Heng and Zhang, Jing and Zhang, Xin and Wang, Jiayu and Liu, Zhibin and Xie, Yue and Du, Kui and Li, Mingzhang and Bouzayen, Mondher and Hong, Yiguo and Zhang, Yang and Liu, Mingchun

Key Laboratory of Bio-Resource and Eco-Environment of Ministry of Education, College of Life Sciences, Sichuan University, Chengdu, 610065, Sichuan, China.; Key Laboratory of Breeding and Utilization of Kiwifruit in Sichuan Province, Sichuan Provincial Academy of Natural Resource Sciences, Chengdu, 610213, Sichuan, China.; GBF Laboratory, Universite de Toulouse, INRA, Castanet-Tolosan, 31320, France.; School of Life Sciences, University of Warwick, Warwick, CV4 7AL, UK.; School of Science and the Environment, University of Worcester, Worcester, WR2 6AJ, UK.; Research Centre for Plant RNA Signaling, College of Life and Environmental Sciences, Hangzhou Normal University, Hangzhou, 311121, China.

Kiwifruit (Actinidia chinensis) is one of the popular fruits worldwide, and its quality is mainly determined by key metabolites (sugars, flavonoids and vitamins). Previous works on kiwifruit are mostly done via a single omics approach or involve only limited metabolites. Consequently, the dynamic metabolomes during kiwifruit development and ripening and the underlying regulatory mechanisms are poorly understood. In this study, using high-resolution metabolomic and transcriptomic analyses, we investigated kiwifruit metabolic landscapes at 11 different developmental and ripening stages and revealed a parallel classification of 515 metabolites and their co-expressed genes into 10 distinct metabolic vs gene modules (MM vs GM). Through integrative bioinformatics coupled with functional genomic assays, we constructed a global map and uncovered essential transcriptomic and transcriptional regulatory networks for all major metabolic changes that occurred throughout the kiwifruit growth cycle. Apart from known MM vs GM for metabolites such as soluble sugars, we identified novel transcription factors that regulate the accumulation of procyanidins, vitamin C and other important metabolites. Our findings thus shed light on the kiwifruit metabolic regulatory network and provide a valuable resource for the designed improvement of kiwifruit quality.

PMID: 36843264


New Phytol , IF:10.151 , 2023 Feb doi: 10.1111/nph.18788

A gene regulatory network in Arabidopsis roots reveals features and regulators of the plant response to elevated CO(2).

Cassan, Oceane and Pimpare, Lea-Lou and Dubos, Christian and Gojon, Alain and Bach, Lien and Lebre, Sophie and Martin, Antoine

IPSiM, Univ. Montpellier, CNRS, INRAE, Institut Agro, 34000, Montpellier, France.; IMAG, Univ. Montpellier, CNRS, 34000, Montpellier, France.; Universite Paul-Valery-Montpellier 3, 34000, Montpellier, France.

The elevation of CO(2) in the atmosphere increases plant biomass but decreases their mineral content. The genetic and molecular bases of these effects remain mostly unknown, in particular in the root system, which is responsible for plant nutrient uptake. To gain knowledge about the effect of elevated CO(2) on plant growth and physiology, and to identify its regulatory in the roots, we analyzed genome expression in Arabidopsis roots through a combinatorial design with contrasted levels of CO(2) , nitrate, and iron. We demonstrated that elevated CO(2) has a modest effect on root genome expression under nutrient sufficiency, but by contrast leads to massive expression changes under nitrate or iron deficiencies. We demonstrated that elevated CO(2) negatively targets nitrate and iron starvation modules at the transcriptional level, associated with a reduction in high-affinity nitrate uptake. Finally, we inferred a gene regulatory network governing the root response to elevated CO(2) . This network allowed us to identify candidate transcription factors including MYB15, WOX11, and EDF3 which we experimentally validated for their role in the stimulation of growth by elevated CO(2) . Our approach identified key features and regulators of the plant response to elevated CO(2) , with the objective of developing crops resilient to climate change.

PMID: 36727308


New Phytol , IF:10.151 , 2023 Feb , V237 (3) : P885-899 doi: 10.1111/nph.18567

AabHLH113 integrates jasmonic acid and abscisic acid signaling to positively regulate artemisinin biosynthesis in Artemisia annua.

Yuan, Mingyuan and Shu, Guoping and Zhou, Jiaheng and He, Ping and Xiang, Lien and Yang, Chunxian and Chen, Ming and Liao, Zhihua and Zhang, Fangyuan

Integrative Science Center of Germplasm Creation in Western China (CHONGQING) Science City & Southwest University, School of Life Sciences, Southwest University, Chongqing, 400715, China.; Chongqing Academy of Science and Technology, Chongqing, 401123, China.; College of Environmental Science and Engineering, China West Normal University, Nanchong, 637009, Sichuan, China.; College of Pharmaceutical Sciences, Southwest University, Chongqing, 400715, China.

Artemisinin, a sesquiterpene lactone isolated from Artemisia annua, is in huge market demand due to its efficient antimalarial action, especially after the COVID-19 pandemic. Many researchers have elucidated that phytohormones jasmonic acid (JA) and abscisic acid (ABA) positively regulate artemisinin biosynthesis via types of transcription factors (TFs). However, the crosstalk between JA and ABA in regulating artemisinin biosynthesis remains unclear. Here, we identified a novel ABA- and JA-induced bHLH TF, AabHLH113, which positively regulated artemisinin biosynthesis by directly binding to the promoters of artemisinin biosynthetic genes, DBR2 and ALDH1. The contents of artemisinin and dihydroartemisinic acid increased by 1.71- to 2.06-fold and 1.47- to 2.23-fold, respectively, in AabHLH1113 overexpressed A. annua, whereas they decreased by 14-36% and 26-53%, respectively, in RNAi-AabHLH113 plants. Furthermore, we demonstrated that AabZIP1 and AabHLH112, which, respectively, participate in ABA and JA signaling pathway to regulate artemisinin biosynthesis, directly bind to and activate the promoter of AabHLH113. Collectively, we revealed a complex network in which AabHLH113 plays a key interrelational role to integrate ABA- and JA-mediated regulation of artemisinin biosynthesis.

PMID: 36271612


Plant Biotechnol J , IF:9.803 , 2023 Mar , V21 (3) : P466-481 doi: 10.1111/pbi.13944

Multi-stress resilience in plants recovering from submergence.

Yuan, Li-Bing and Chen, Mo-Xian and Wang, Lin-Na and Sasidharan, Rashmi and Voesenek, Laurentius A C J and Xiao, Shi

State Key Laboratory of Biocontrol, Guangdong Provincial Key Laboratory of Plant Resources, School of Life Sciences, Sun Yat-sen University, Guangzhou, China.; Plant Stress Resilience, Institute of Environmental Biology, Utrecht University, Utrecht, The Netherlands.; Plant-Environment Signaling, Institute of Environmental Biology, Utrecht University, Utrecht, The Netherlands.

Submergence limits plants' access to oxygen and light, causing massive changes in metabolism; after submergence, plants experience additional stresses, including reoxygenation, dehydration, photoinhibition and accelerated senescence. Plant responses to waterlogging and partial or complete submergence have been well studied, but our understanding of plant responses during post-submergence recovery remains limited. During post-submergence recovery, whether a plant can repair the damage caused by submergence and reoxygenation and re-activate key processes to continue to grow, determines whether the plant survives. Here, we summarize the challenges plants face when recovering from submergence, primarily focusing on studies of Arabidopsis thaliana and rice (Oryza sativa). We also highlight recent progress in elucidating the interplay among various regulatory pathways, compare post-hypoxia reoxygenation between plants and animals and provide new perspectives for future studies.

PMID: 36217562


Elife , IF:8.14 , 2023 Feb , V12 doi: 10.7554/eLife.84379

Dynamics of co-substrate pools can constrain and regulate metabolic fluxes.

West, Robert and Delattre, Hadrien and Noor, Elad and Feliu, Elisenda and Soyer, Orkun S

School of Life Sciences, University of Warwick, Warwick, United Kingdom.; Department of Plant and Environmental Sciences, Weizmann Institute of Science, Rehovot, Israel.; Department of Mathematics, University of Copenhagen, Copenhagen, Denmark.

Cycling of co-substrates, whereby a metabolite is converted among alternate forms via different reactions, is ubiquitous in metabolism. Several cycled co-substrates are well known as energy and electron carriers (e.g. ATP and NAD(P)H), but there are also other metabolites that act as cycled co-substrates in different parts of central metabolism. Here, we develop a mathematical framework to analyse the effect of co-substrate cycling on metabolic flux. In the cases of a single reaction and linear pathways, we find that co-substrate cycling imposes an additional flux limit on a reaction, distinct to the limit imposed by the kinetics of the primary enzyme catalysing that reaction. Using analytical methods, we show that this additional limit is a function of the total pool size and turnover rate of the cycled co-substrate. Expanding from this insight and using simulations, we show that regulation of these two parameters can allow regulation of flux dynamics in branched and coupled pathways. To support these theoretical insights, we analysed existing flux measurements and enzyme levels from the central carbon metabolism and identified several reactions that could be limited by the dynamics of co-substrate cycling. We discuss how the limitations imposed by co-substrate cycling provide experimentally testable hypotheses on specific metabolic phenotypes. We conclude that measuring and controlling co-substrate dynamics is crucial for understanding and engineering metabolic fluxes in cells.

PMID: 36799616


Sci Total Environ , IF:7.963 , 2023 Mar , V877 : P162517 doi: 10.1016/j.scitotenv.2023.162517

Gene co-expression network analysis for the selection of candidate early warning indicators of heat and nutrient stress in Posidonia oceanica.

Santillan-Sarmiento, Alex and Pazzaglia, Jessica and Ruocco, Miriam and Dattolo, Emanuela and Ambrosino, Luca and Winters, Gidon and Marin-Guirao, Lazaro and Procaccini, Gabriele

Department of Integrative Marine Ecology, Stazione Zoologica Anton Dohrn, 80121 Naples, Italy. Electronic address: alex.santillan@szn.it.; Department of Integrative Marine Ecology, Stazione Zoologica Anton Dohrn, 80121 Naples, Italy; Department of Life Sciences, University of Trieste, Trieste, Italy.; Department of Integrative Marine Ecology, Stazione Zoologica Anton Dohrn, 80121 Naples, Italy.; Research Infrastructure for Marine Biological Resources Department, Stazione Zoologica Anton Dohrn, 80121 Naples, Italy.; Dead Sea and Arava Science Center (DSASC), Masada National Park, Mount Masada 8698000, Israel.; Eilat Campus, Ben-Gurion University of the Negev, Hatmarim Blv, Eilat 8855630, Israel.; Department of Integrative Marine Ecology, Stazione Zoologica Anton Dohrn, 80121 Naples, Italy; Seagrass Ecology Group, Oceanographic Center of Murcia, Spanish Institute of Oceanography (IEO-CSIC), Murcia, Spain.; Department of Integrative Marine Ecology, Stazione Zoologica Anton Dohrn, 80121 Naples, Italy. Electronic address: gpro@szn.it.

The continuous worldwide seagrasses decline calls for immediate actions in order to preserve this precious marine ecosystem. The main stressors that have been linked with decline in seagrasses are 1) the increasing ocean temperature due to climate change and 2) the continuous inputs of nutrients (eutrophication) associated with coastal human activities. To avoid the loss of seagrass populations, an "early warning" system is needed. We used Weighed Gene Co-expression Network Analysis (WGCNA), a systems biology approach, to identify potential candidate genes that can provide an early warning signal of stress in the Mediterranean iconic seagrass Posidonia oceanica, anticipating plant mortality. Plants were collected from both eutrophic (EU) and oligotrophic (OL) environments and were exposed to thermal and nutrient stress in a dedicated mesocosm. By correlating the whole-genome gene expression after 2-weeks exposure with the shoot survival percentage after 5-weeks exposure to stressors, we were able to identify several transcripts that indicated an early activation of several biological processes (BP) including: protein metabolic process, RNA metabolic process, organonitrogen compound biosynthetic process, catabolic process and response to stimulus, which were shared among OL and EU plants and among leaf and shoot apical meristem (SAM), in response to excessive heat and nutrients. Our results suggest a more dynamic and specific response of the SAM compared to the leaf, especially the SAM from plants coming from a stressful environment appeared more dynamic than the SAM from a pristine environment. A vast list of potential molecular markers is also provided that can be used as targets to assess field samples.

PMID: 36868282


Sci Total Environ , IF:7.963 , 2023 May , V871 : P162034 doi: 10.1016/j.scitotenv.2023.162034

Biodegradable mulch films significantly affected rhizosphere microbial communities and increased peanut yield.

Zhao, Zhirui and Wu, Haimiao and Jin, Tuo and Liu, Huiying and Men, Jianan and Cai, Guangxing and Cernava, Tomislav and Duan, Guilan and Jin, Decai

Hebei Province Key Laboratory of Sustained Utilization and Development of Water Recourse, School of Water Resources and Environment, Hebei GEO University, Shijiazhuang 050031, China.; Hebei Province Key Laboratory of Sustained Utilization and Development of Water Recourse, School of Water Resources and Environment, Hebei GEO University, Shijiazhuang 050031, China; Key Laboratory of Environmental Biotechnology, Research Center for Eco-Environmental Sciences, Chinese Academy of Sciences, Beijing 100085, China.; College of Resources and Environment, Hunan Agricultural University, Changsha 410128, China; Rural Energy and Environment Agency, Ministry of Agriculture and Rural Affairs, Beijing 100125, China.; Liaoning Academy of Agricultural Sciences, Shenyang 110161, China.; Key Laboratory of Environmental Biotechnology, Research Center for Eco-Environmental Sciences, Chinese Academy of Sciences, Beijing 100085, China.; Institute of Environmental Biotechnology, Graz University of Technology, Petersgasse 12, 8010 Graz, Austria.; Key Laboratory of Environmental Biotechnology, Research Center for Eco-Environmental Sciences, Chinese Academy of Sciences, Beijing 100085, China; College of Resources and Environment, University of Chinese Academy of Sciences, Beijing 100049, China.; Key Laboratory of Environmental Biotechnology, Research Center for Eco-Environmental Sciences, Chinese Academy of Sciences, Beijing 100085, China; College of Resources and Environment, University of Chinese Academy of Sciences, Beijing 100049, China. Electronic address: dcjin@rcees.ac.cn.

Biodegradable mulch films are widely used to replace conventional plastic films in agricultural fields. However, their ecological effects on different microbial communities that naturally inhabit agricultural fields are scarcely explored. Herein, differences in bacterial communities recovered from biofilms, bulk soil, and rhizosphere soil were comparatively assessed for polyethylene film (PE) and biodegradable mulch film (BDM) application in peanut planted fields. The results showed that the plastic film type significantly influenced the bacterial community in different ecological niches of agricultural fields (P < 0.001). Specifically, BDMs significantly increased the diversity and abundance of bacteria in the rhizosphere soil. The bacterial communities in each ecological niche were distinguishable from each other; bacterial communities in the rhizosphere soil showed the most pronounced response among different treatments. Acidobacteria and Pseudomonas were significantly enriched in the rhizosphere soil when BDMs were used. BDMs also increased the rhizosphere soil bacterial network complexity and stability. The enrichment of beneficial bacteria in the rhizosphere soil under BDMs may also have implications for the observed increase in peanut yield. Deepening analyses indicated that Pseudoxanthomonas and Glutamicibacter are biomarkers in biofilms of PE and BDMs respectively. Our study provides new insights into the consequences of the application of different types of plastic films on microbial communities in different ecological niches of agricultural fields.

PMID: 36754316


Food Chem , IF:7.514 , 2023 Mar , V404 (Pt A) : P134545 doi: 10.1016/j.foodchem.2022.134545

Controlled mechanical stimuli reveal novel associations between basil metabolism and sensory quality.

Seeburger, P and Herdenstam, A and Kurtser, P and Arunachalam, A and Castro-Alves, V C and Hyotylainen, T and Andreasson, H

School of Science and Technology, Man-Technology-Environment Research Centre, Orebro University, 701 82 Orebro, Sweden.; School of Hospitality, Culinary Arts and Meal Science, Sweden. Electronic address: anders.herdenstam@oru.se.; School of Science and Technology, Centre for Applied Autonomous Sensor Systems, Orebro University, 701 82 Orebro, Sweden; Department of Radiation Sciences, Radiation Physics, Umea University, 901 87 Umea, Sweden.; School of Science and Technology, Centre for Applied Autonomous Sensor Systems, Orebro University, 701 82 Orebro, Sweden.; School of Science and Technology, Man-Technology-Environment Research Centre, Orebro University, 701 82 Orebro, Sweden. Electronic address: victor.castro-alves@oru.se.

There is an increasing interest in the use of automation in plant production settings. Here, we employed a robotic platform to induce controlled mechanical stimuli (CMS) aiming to improve basil quality. Semi-targeted UHPLC-qToF-MS analysis of organic acids, amino acids, phenolic acids, and phenylpropanoids revealed changes in basil secondary metabolism under CMS, which appear to be associated with changes in taste, as revealed by different means of sensory evaluation (overall liking, check-all-that-apply, and just-about-right analysis). Further network analysis combining metabolomics and sensory data revealed novel links between plant metabolism and sensory quality. Amino acids and organic acids including maleic acid were negatively associated with basil quality, while increased levels of secondary metabolites, particularly linalool glucoside, were associated with improved basil taste. In summary, by combining metabolomics and sensory analysis we reveal the potential of automated CMS on crop production, while also providing new associations between plant metabolism and sensory quality.

PMID: 36252376


Microbiol Spectr , IF:7.171 , 2023 Mar : Pe0016623 doi: 10.1128/spectrum.00166-23

Unraveling the Gene Regulatory Networks of the Global Regulators VeA and LaeA in Aspergillus nidulans.

Moon, Heungyun and Lee, Mi-Kyung and Bok, Ilhan and Bok, Jin Woo and Keller, Nancy P and Yu, Jae-Hyuk

Department of Plant Pathology, University of Wisconsin-Madison, Madison, Wisconsin, USA.; Department of Bacteriology, University of Wisconsin-Madison, Madison, Wisconsin, USA.; Biological Resource Center/Korean Collection for Type Cultures, Korea Research Institute of Bioscience and Biotechnology, Jeongeup, Republic of Korea.; Department of Biomedical Engineering, University of Wisconsin-Madison, Madison, Wisconsin, USA.; Department of Medical Microbiology and Immunology, University of Wisconsin-Madison, Madison, Wisconsin, USA.; Department of Systems Biotechnology, KonKuk University, Seoul, Republic of Korea.

In the filamentous fungus Aspergillus nidulans, the velvet family protein VeA and the global regulator of secondary metabolism LaeA govern development and secondary metabolism mostly by acting as the VelB/VeA/LaeA heterotrimeric complex. While functions of these highly conserved controllers have been well studied, the genome-wide regulatory networks governing cellular and chemical development remain to be uncovered. Here, by integrating transcriptomic analyses, protein-DNA interactions, and the known A. nidulans gene/protein interaction data, we have unraveled the gene regulatory networks governed by VeA and LaeA. Within the networks, VeA and LaeA directly control the expression of numerous genes involved in asexual/sexual development and primary/secondary metabolism in A. nidulans. Totals of 3,190 and 1,834 potential direct target genes of VeA and LaeA were identified, respectively, including several important developmental and metabolic regulators such as flbA.B.C, velB.C, areA, mpkB, and hogA. Moreover, by analyzing over 8,800 ChIP-seq peaks, we have revealed the predicted common consensus sequences 5'-TGATTGGCTG-3' and 5'-TCACGTGAC-3' that VeA and LaeA might bind to interchangeably. These findings further expand the biochemical and genomic studies of the VelB/VeA/LaeA complex functionality in the gene regulation. In summary, this study unveils genes that are under the regulation of VeA and LaeA, proposes the VeA- and LaeA-mediated gene regulatory networks, and demonstrates their genome-wide developmental and metabolic regulations in A. nidulans. IMPORTANCE Fungal development and metabolism are genetically programmed events involving specialized cellular differentiation, cellular communication, and temporal and spatial regulation of gene expression. In genus Aspergillus, the global regulators VeA and LaeA govern developmental and metabolic processes by affecting the expression of downstream genes, including multiple transcription factors and signaling elements. Due to their vital roles in overall biology, functions of VeA and LaeA have been extensively studied, but there still has been a lack of knowledge about their genome-wide regulatory networks. In this study, employing the model fungus A. nidulans, we have identified direct targets of VeA and LaeA and their gene regulatory networks by integrating transcriptome, protein-DNA interaction, and protein-protein interaction analyses. Our results demonstrate the genome-wide regulatory mechanisms of these global regulators, thereby advancing the knowledge of fungal biology and genetics.

PMID: 36920196


Chemosphere , IF:7.086 , 2023 Feb , V313 : P137506 doi: 10.1016/j.chemosphere.2022.137506

A systematic review on the implementation of advanced and evolutionary biotechnological tools for efficient bioremediation of organophosphorus pesticides.

Dash, Dipti Mayee and Osborne, W Jabez

Department of Bioscience School of Bio Sciences and Technology, Vellore Institute of Technology, Vellore, 632014, Tamil Nadu, India.; Department of Bioscience School of Bio Sciences and Technology, Vellore Institute of Technology, Vellore, 632014, Tamil Nadu, India. Electronic address: jabez.vit@gmail.com.

Ever since the concept of bioremediation was introduced, microorganisms, microbial enzymes and plants have been used as principal elements for Organophosphate pesticide (OPP) bioremediation. The enzyme systems and genetic profile of these microbes have been studied deeply in past years. Plant growth promoting rhizobacteria (PGPR) are considered as one of the potential candidates for OPP bioremediation and has been widely used to stimulate the phytoremediation potential of plants. Constructed wetlands (CWs) in OPP biodegradation have brought new prospects to microcosm and mesocosm based remediation strategies. Application of synthetic biology has provided a new dimension to the field of OPP bioremediation by introducing concepts like, gene manipulation andediting, expression and regulation of catabolic enzymes, implementation of whole-cell based and enzyme based biosensor systems for the detection and monitoring of OPP pollution in both terrestrial and aquatic environment. System biology and bioinformatics tools have rendered significant knowledge regarding the genetic, enzymatic and biochemical aspects of microbes and plants thereby, helping researchers to analyze the mechanism of OPP biodegradation. Structural biology has provided significant conceptual information regarding OPP biodegradation pathways, structural and functional characterization of metabolites and enzymes, enzyme-pollutant interactions, etc. Therefore, this review discussed the prospects and challenges of most advanced and high throughput strategies implemented for OPP biodegradation. The review also established a comparative analysis of various bioremediation techniques and highlighted the interdependency among them. The review highly suggested the simultaneous implementation of more than one remediation strategy or a combinational approach creating an advantageous hybrid technique for OPP bioremediation.

PMID: 36526134


Int J Biol Macromol , IF:6.953 , 2023 Feb , V227 : P1098-1118 doi: 10.1016/j.ijbiomac.2022.11.290

Identification and expression profiles of xylogen-like arabinogalactan protein (XYLP) gene family in Phyllostachys edulis in different developmental tissues and under various abiotic stresses.

Rao, Jialin and Huang, Zihong and Chen, Zhongxian and Liu, Hongfei and Zhang, Xiaoting and Cen, Xuexiang and Wang, Xiaowei and Wu, Jianguo and Miao, Ying and Ren, Yujun

Fujian Provincial Key Laboratory of Plant Functional Biology, College of Life Sciences, Fujian Agriculture and Forestry University, Fuzhou 350002, China.; College of Life Sciences, Fujian Agriculture and Forestry University, Fuzhou 350002, China.; Vector-borne Virus Research Center, State Key Laboratory for Ecological Pest Control of Fujian and Taiwan Crops, College of Plant Protection, Fujian Agriculture and Forestry University, Fuzhou 350002, China.; Fujian Provincial Key Laboratory of Plant Functional Biology, College of Life Sciences, Fujian Agriculture and Forestry University, Fuzhou 350002, China. Electronic address: ymiao@fafu.edu.cn.; Fujian Provincial Key Laboratory of Plant Functional Biology, College of Life Sciences, Fujian Agriculture and Forestry University, Fuzhou 350002, China. Electronic address: ryj@fafu.edu.cn.

Xylogen-like arabinogalactan protein (XYLP) is an atypical lipid transport protein. In this study, 23 Phyllostachys edulis XYLPs were identified, and their proteins contain characteristic structures of AGP and nsLTP domain. All PeXYLPs can be divided into four clades, and their genes were unevenly distributed on 11 chromosome scaffolds. Collinear analysis revealed that segmental duplication was the main driver for PeXYLP family expansion. The cis-acting elements presented in the promoter are involved in various regulations of PeXYLPs expression. G.O. annotation revealed that PeXYLPs are mainly interested in lipid transport and synthesis and primarily function at the plasma membrane. Transcriptome analysis revealed that PeXYLPs were spatiotemporally expressed and displayed significant variability during various tissue development. Besides that, some PeXYLPs also respond to multiple phytohormones and abiotic stresses. By semi-quantitative RT-PCR, the response of some PeXYLPs to MeJA was confirmed, and the proteins were shown to localize to the plasma membrane mainly. WGCNA in defined regions of fast-growing bamboo shoots revealed that 5 PeXYLPs in 4 gene co-expression modules showed a positive module-trait relationship with three fast-growing regions. This systematic analysis of the PeXYLP family will provide a foundation for further insight into the functions of individual PeXYLP in a specific tissue or organ development, phytohormone perception, and stress responses in the future.

PMID: 36462591


Front Nutr , IF:6.576 , 2023 , V10 : P1104446 doi: 10.3389/fnut.2023.1104446

Transcriptome and metabolome profiling unveils the mechanisms of naphthalene acetic acid in promoting cordycepin synthesis in Cordyceps militaris.

Wang, Xin and Li, Yin and Li, Xiue and Sun, Lei and Feng, Yetong and Sa, Fangping and Ge, Yupeng and Yang, Shude and Liu, Yu and Li, Weihuan and Cheng, Xianhao

Shandong Key Laboratory of Edible Mushroom Technology, School of Agriculture, Ludong University, Yantai, China.; Yantai Hospital of Traditional Chinese Medicine, Yantai, China.; College of Plant Protection, Jilin Agricultural University, Changchun, China.

Cordycepin, an important active substance in Cordyceps militaris, possesses antiviral and other beneficial activities. In addition, it has been reported to effectively promote the comprehensive treatment of COVID-19 and thus has become a research hotspot. The addition of naphthalene acetic acid (NAA) is known to significantly improve the yield of cordycepin; however, its related molecular mechanism remains unclear. We conducted a preliminary study on C. militaris with different concentrations of NAA. We found that treatment with different concentrations of NAA inhibited the growth of C. militaris, and an increase in its concentration significantly improved the cordycepin content. In addition, we conducted a transcriptome and metabolomics association analysis on C. militaris treated with NAA to understand the relevant metabolic pathway of cordycepin synthesis under NAA treatment and elucidate the relevant regulatory network of cordycepin synthesis. Weighted gene co-expression network analysis (WGCNA), transcriptome, and metabolome association analysis revealed that genes and metabolites encoding cordycepin synthesis in the purine metabolic pathway varied significantly with the concentration of NAA. Finally, we proposed a metabolic pathway by analyzing the relationship between gene-gene and gene-metabolite regulatory networks, including the interaction of cordycepin synthesis key genes; key metabolites; purine metabolism; TCA cycle; pentose phosphate pathway; alanine, aspartate, and glutamate metabolism; and histidine metabolism. In addition, we found the ABC transporter pathway to be significantly enriched. The ABC transporters are known to transport numerous amino acids, such as L-glutamate, and participate in the amino acid metabolism that affects the synthesis of cordycepin. Altogether, multiple channels work together to double the cordycepin yield, thereby providing an important reference for the molecular network relationship between the transcription and metabolism of cordycepin synthesis.

PMID: 36875834


Food Res Int , IF:6.475 , 2023 Mar , V165 : P112531 doi: 10.1016/j.foodres.2023.112531

Genome-wide transcriptome analysis uncovers gene networks regulating fruit quality and volatile compounds in mango cultivar 'Tainong' during postharvest.

Li, Li and Yi, Ping and Sun, Jian and Tang, Jie and Liu, Guoming and Bi, Jinfeng and Teng, Jianwen and Hu, Meijiao and Yuan, Fang and He, Xuemei and Sheng, Jinfeng and Xin, Ming and Li, Zhichun and Li, Changbao and Tang, Yayuan and Ling, Dongning

Agro-Food Science and Technology Research Institute, Guangxi Academy of Agricultural Sciences, 530007 Nanning, China; Guangxi University, 530004 Nanning, China.; Agro-Food Science and Technology Research Institute, Guangxi Academy of Agricultural Sciences, 530007 Nanning, China; Key Laboratory of Agro-products Processing, Ministry of Agriculture and Rural Affairs, Institute of Food Science and Technology, Chinese Academy of Agricultural Sciences, 100193 Beijing, China.; Guangxi Key Laboratory of Fruits and Vegetables Storage-processing Technology, Guangxi Academy of Agricultural Sciences, 530007 Nanning, China; Guangxi Academy of Agricultural Sciences, 530007 Nanning, China. Electronic address: jiansun@gxaas.net.; Agro-Food Science and Technology Research Institute, Guangxi Academy of Agricultural Sciences, 530007 Nanning, China.; Key Laboratory of Agro-products Processing, Ministry of Agriculture and Rural Affairs, Institute of Food Science and Technology, Chinese Academy of Agricultural Sciences, 100193 Beijing, China.; Guangxi University, 530004 Nanning, China.; Environment and Plant Protection Institute, Chinese Academy of Tropical Agricultural Sciences, 571101, Haikou, China.; Guangxi Key Laboratory of Fruits and Vegetables Storage-processing Technology, Guangxi Academy of Agricultural Sciences, 530007 Nanning, China.

Mango is one of the most economically important fruit; however, the gene regulatory mechanism associated with ripening and quality changes during storage remains largely unclear. This study explored the relationship between transcriptome changes and postharvest mango quality. Fruit quality patterns and volatile components were obtained using headspace gas chromatography and ion-mobility spectrometry (HS-GC-IMS). The changes in mango peel and pulp transcriptome were analyzed during four stages (pre-harvesting, harvesting, maturity, and overripe stages). Based on the temporal analysis, multiple genes involved in the biosynthesis of secondary metabolites were upregulated in both the peel and pulp during the mango ripening process. Moreover, cysteine and methionine metabolism related to ethylene synthesis were upregulated in the pulp over time. Weighted gene co-expression network analysis (WGCNA) further showed that the pathways of pyruvate metabolism, citrate cycle, propionate metabolism, autophagy, and SNARE interactions in vesicular transport were positively correlated with the ripening process. Finally, a regulatory network of important pathways from pulp to peel was constructed during the postharvest storage of mango fruit. The above findings provide a global insight into the molecular regulation mechanisms of postharvest mango quality and flavor changes.

PMID: 36869530


Plant J , IF:6.417 , 2023 Feb , V113 (4) : P749-771 doi: 10.1111/tpj.16080

Unraveling the genetics underlying micronutrient signatures of diversity panel present in brown rice through genome-ionome linkages.

Pasion, Erstelle A and Misra, Gopal and Kohli, Ajay and Sreenivasulu, Nese

International Rice Research Institute, Los Banos, Laguna, 4030, Philippines.

Rice (Oryza sativa) is an important staple crop to address the Hidden Hunger problem not only in Asia but also in Africa where rice is fast becoming an important source of calories. The brown rice (whole grain with bran) is known to be more nutritious due to elevated mineral composition. The genetics underlying brown rice ionome (sum total of such mineral composition) remains largely unexplored. Hence, we conducted a comprehensive study to dissect the genetic architecture of the brown rice ionome. We used genome-wide association studies, gene set analysis, and targeted association analysis for 12 micronutrients in the brown rice grains. A diverse panel of 300 resequenced indica accessions, with more than 1.02 million single nucleotide polymorphisms, was used. We identified 109 candidate genes with 5-20% phenotypic variation explained for the 12 micronutrients and identified epistatic interactions with multiple micronutrients. Pooling all candidate genes per micronutrient exhibited phenotypic variation explained values ranging from 11% to almost 40%. The key donor lines with larger concentrations for most of the micronutrients possessed superior alleles, which were absent in the breeding lines. Through gene regulatory networks we identified enriched functional pathways for central regulators that were detected as key candidate genes through genome-wide association studies. This study provided important insights on the ionome variations in rice, on the genetic basis of the genome-ionome relationships and on the molecular mechanisms underlying micronutrient signatures.

PMID: 36573652


Int J Mol Sci , IF:5.923 , 2023 Feb , V24 (5) doi: 10.3390/ijms24054378

Transcriptional Regulatory Network of Plant Cadmium Stress Response.

Li, Yakun and Ding, Lihong and Zhou, Mei and Chen, Zhixiang and Ding, Yanfei and Zhu, Cheng

Key Laboratory of Specialty Agri-Product Quality and Hazard Controlling Technology of Zhejiang Province, College of Life Sciences, China Jiliang University, Hangzhou 310018, China.; Department of Botany and Plant Pathology, Purdue University, West Lafayette, IN 47907, USA.

Cadmium (Cd) is a non-essential heavy metal with high toxicity to plants. Plants have acquired specialized mechanisms to sense, transport, and detoxify Cd. Recent studies have identified many transporters involved in Cd uptake, transport, and detoxification. However, the complex transcriptional regulatory networks involved in Cd response remain to be elucidated. Here, we provide an overview of current knowledge regarding transcriptional regulatory networks and post-translational regulation of the transcription factors involved in Cd response. An increasing number of reports indicate that epigenetic regulation and long non-coding and small RNAs are important in Cd-induced transcriptional responses. Several kinases play important roles in Cd signaling that activate transcriptional cascades. We also discuss the perspectives to reduce grain Cd content and improve crop tolerance to Cd stress, which provides a theoretical reference for food safety and the future research of plant varieties with low Cd accumulation.

PMID: 36901809


Int J Mol Sci , IF:5.923 , 2023 Feb , V24 (4) doi: 10.3390/ijms24043878

Alternative Splicing in the Regulatory Circuit of Plant Temperature Response.

Xue, Rong and Mo, Ruirui and Cui, Dongkai and Cheng, Wencong and Wang, Haoyu and Qin, Jinxia and Liu, Zhenshan

State Key Laboratory of Crop Stress Biology for Arid Areas, College of Agronomy, Northwest A&F University, Xi'an 712100, China.; State Key Laboratory of Crop Stress Biology for Arid Areas, Institute of Future Agriculture, Northwest A&F University, Xi'an 712100, China.

As sessile organisms, plants have evolved complex mechanisms to rapidly respond to ever-changing ambient temperatures. Temperature response in plants is modulated by a multilayer regulatory network, including transcriptional and post-transcriptional regulations. Alternative splicing (AS) is an essential post-transcriptional regulatory mechanism. Extensive studies have confirmed its key role in plant temperature response, from adjustment to diurnal and seasonal temperature changes to response to extreme temperatures, which has been well documented by previous reviews. As a key node in the temperature response regulatory network, AS can be modulated by various upstream regulations, such as chromatin modification, transcription rate, RNA binding proteins, RNA structure and RNA modifications. Meanwhile, a number of downstream mechanisms are affected by AS, such as nonsense-mediated mRNA decay (NMD) pathway, translation efficiency and production of different protein variants. In this review, we focus on the links between splicing regulation and other mechanisms in plant temperature response. Recent advances regarding how AS is regulated and the following consequences in gene functional modulation in plant temperature response will be discussed. Substantial evidence suggests that a multilayer regulatory network integrating AS in plant temperature response has been unveiled.

PMID: 36835290


Front Bioeng Biotechnol , IF:5.89 , 2023 , V11 : P1107633 doi: 10.3389/fbioe.2023.1107633

Deciphering the microbial community structures and functions of wastewater treatment at high-altitude area.

Zhu, Yuliang and Liu, Yucan and Chang, Huanhuan and Yang, Hao and Zhang, Wei and Zhang, Yanxiang and Sun, Hongwei

School of Environmental and Material Engineering, Yantai University, Yantai, China.; School of Civil Engineering, Yantai University, Yantai, Shandong, China.; School of Environmental and Municipal Engineering, Lanzhou Jiaotong University, Lanzhou, China.

Introduction: The proper operation of wastewater treatment plants is a key factor in maintaining a stable river and lake environment. Low purification efficiency in winter is a common problem in high-altitude wastewater treatment plants (WWTPs), and analysis of the microbial community involved in the sewage treatment process at high-altitude can provide valuable references for improving this problem. Methods: In this study, the bacterial communities of high- and low-altitude WWTPs were investigated using Illumina high-throughput sequencing (HTS). The interaction between microbial community and environmental variables were explored by co-occurrence correlation network. Results: At genus level, Thauera (5.2%), unclassified_Rhodocyclaceae (3.0%), Dokdonella (2.5%), and Ferribacterium (2.5%) were the dominant genera in high-altitude group. The abundance of nitrogen and phosphorus removal bacteria were higher in high-altitude group (10.2% and 1.3%, respectively) than in low-altitude group (5.4% and 0.6%, respectively). Redundancy analysis (RDA) and co-occurrence network analysis showed that altitude, ultraviolet index (UVI), pH, dissolved oxygen (DO) and total nitrogen (TN) were the dominated environmental factors (p < 0.05) affecting microbial community assembly, and these five variables explained 21.4%, 20.3%, 16.9%, 11.5%, and 8.2% of the bacterial assembly of AS communities. Discussion: The community diversity of high-altitude group was lower than that of low-altitude group, and WWTPs of high-altitude aeras had a unique microbial community structure. Low temperature and strong UVI are pivotal factors contributing to the reduced diversity of activated sludge microbial communities at high-altitudes.

PMID: 36923457


Front Plant Sci , IF:5.753 , 2023 , V14 : P1125378 doi: 10.3389/fpls.2023.1125378

Short-term transcriptomic analysis at organ scale reveals candidate genes involved in low N responses in NUE-contrasting tomato genotypes.

Sunseri, Francesco and Aci, Meriem Miyassa and Mauceri, Antonio and Caldiero, Ciro and Puccio, Guglielmo and Mercati, Francesco and Abenavoli, Maria Rosa

Dipartimento Agraria, Universita Mediterranea di Reggio Calabria, Reggio Calabria, Italy.; National Research Council of Italy, Institute of Biosciences and Bioresources (CNR-IBBR), Palermo, Italy.; Dipartimento di Scienze Agrarie, Alimentari e Forestali, Universita degli Studi di Palermo, Viale delle Scienze, Palermo, Italy.

BACKGROUND: Understanding the complex regulatory network underlying plant nitrogen (N) responses associated with high Nitrogen Use Efficiency (NUE) is one of the main challenges for sustainable cropping systems. Nitrate (NO(3) (-)), acting as both an N source and a signal molecule, provokes very fast transcriptome reprogramming, allowing plants to adapt to its availability. These changes are genotype- and tissue-specific; thus, the comparison between contrasting genotypes is crucial to uncovering high NUE mechanisms. METHODS: Here, we compared, for the first time, the spatio-temporal transcriptome changes in both root and shoot of two NUE contrasting tomato genotypes, Regina Ostuni (high-NUE) and UC82 (low-NUE), in response to short-term (within 24 h) low (LN) and high (HN) NO(3) (-) resupply. RESULTS: Using time-series transcriptome data (0, 8, and 24 h), we identified 395 and 482 N-responsive genes differentially expressed (DEGs) between RO and UC82 in shoot and root, respectively. Protein kinase signaling plant hormone signal transduction, and phenylpropanoid biosynthesis were the main enriched metabolic pathways in shoot and root, respectively, and were upregulated in RO compared to UC82. Interestingly, several N transporters belonging to NRT and NPF families, such as NRT2.3, NRT2.4, NPF1.2, and NPF8.3, were found differentially expressed between RO and UC82 genotypes, which might explain the contrasting NUE performances. Transcription factors (TFs) belonging to several families, such as ERF, LOB, GLK, NFYB, ARF, Zinc-finger, and MYB, were differentially expressed between genotypes in response to LN. A complementary Weighted Gene Co-expression Network Analysis (WGCNA) allowed the identification of LN-responsive co-expression modules in RO shoot and root. The regulatory network analysis revealed candidate genes that might have key functions in short-term LN regulation. In particular, an asparagine synthetase (ASNS), a CBL-interacting serine/threonine-protein kinase 1 (CIPK1), a cytokinin riboside 5'-monophosphate phosphoribohydrolase (LOG8), a glycosyltransferase (UGT73C4), and an ERF2 were identified in the shoot, while an LRR receptor-like serine/threonine-protein kinase (FEI1) and two TFs NF-YB5 and LOB37 were identified in the root. DISCUSSION: Our results revealed potential candidate genes that independently and/or concurrently may regulate short-term low-N response, suggesting a key role played by cytokinin and ROS balancing in early LN regulation mechanisms adopted by the N-use efficient genotype RO.

PMID: 36938018


Front Plant Sci , IF:5.753 , 2023 , V14 : P1090711 doi: 10.3389/fpls.2023.1090711

Role of long non-coding RNA in regulatory network response to Candidatus Liberibacter asiaticus in citrus.

Zhuo, Xiaokang and Yu, Qibin and Russo, Riccardo and Zhang, Yi and Wei, Xu and Wang, Yuanzhi Zimmy and Holden, Paige Marie and Gmitter, Fred G Jr

Citrus Research and Education Center, Institute of Food and Agricultural Sciences, University of Florida, Lake Alfred, FL, United States.

Long non-coding RNAs (lncRNAs) serve as crucial regulators in plant response to various diseases, while none have been systematically identified and characterized in response to citrus Huanglongbing (HLB) caused by Candidatus Liberibacter asiaticus (CLas) bacteria. Here, we comprehensively investigated the transcriptional and regulatory dynamics of the lncRNAs in response to CLas. Samples were collected from leaf midribs of CLas- and mock-inoculated HLB-tolerant rough lemon (Citrus jambhiri) and HLB-sensitive sweet orange (C. sinensis) at week 0, 7, 17, and 34 following inoculation using CLas+ budwood of three biological replicates in the greenhouse. A total of 8,742 lncRNAs, including 2,529 novel lncRNAs, were identified from RNA-seq data with rRNA-removed from strand-specific libraries. Genomic variation analyses of conserved lncRNAs from 38 citrus accessions showed that 26 single nucleotide polymorphisms (SNPs) were significantly correlated with HLB. In addition, lncRNA-mRNA weighted gene co-expression network analysis (WGCNA) showed a significant module correlated with CLas-inoculation in rough lemon. Notably, the most significant LNC_28805 and multiple co-expressed genes related to plant defense in the module were targeted by miRNA5021, suggesting that LNC28805 might compete with endogenous miR5021 to maintain the homeostasis of immune gene expression levels. Candidate WRKY33 and SYP121 genes targeted by miRNA5021 were identified as two key hub genes interacting with bacteria pathogen response genes based on the prediction of protein-protein interaction (PPI) network. These two genes were also found within HLB-associated QTL in linkage group 6. Overall, our findings provide a reference for a better understanding of the role of lncRNAs involved in citrus HLB regulation.

PMID: 36890903


Front Plant Sci , IF:5.753 , 2023 , V14 : P1138415 doi: 10.3389/fpls.2023.1138415

Whole-transcriptome analyses identify key differentially expressed mRNAs, lncRNAs, and miRNAs associated with male sterility in watermelon.

Yue, Zhen and Pan, Xiaona and Li, Jiayue and Si, Fengfei and Yin, Lijuan and Hou, Yinjie and Chen, Xiaoyao and Li, Xin and Zhang, Yong and Ma, Jianxiang and Yang, Jianqiang and Li, Hao and Luan, Feishi and Huang, Wenfeng and Zhang, Xian and Yuan, Li and Zhang, Ruimin and Wei, Chunhua

State Key Laboratory of Crop Stress Biology in Arid Areas, College of Horticulture, Northwest A&F University, Yangling, Shaanxi, China.; College of Horticulture and Landscape Architecture, Northeast Agricultural University, Harbin, Heilongjiang, China.; Vegetable Research Institute of Hainan Academy of Agricultural Sciences, Haikou, Hainan, China.; State Key Laboratory of Vegetable Germplasm Innovation, Tianjin, China.; College of Horticulture Science and Engineering, Shandong Agricultural University, Tai'an, Shandong, China.

Male sterility is a valuable trait for watermelon breeding, as watermelon hybrids exhibit obvious heterosis. However, the underlying regulatory mechanism is still largely unknown, especially regarding the related non-coding genes. In the present study, approximately 1035 differentially expressed genes (DEGs), as well as 80 DE-lncRNAs and 10 DE-miRNAs, were identified, with the overwhelming majority down-regulated in male-sterile floral buds. Enrichment analyses revealed that the general phenylpropanoid pathway as well as its related metabolisms was predicted to be altered in a mutant compared to its fertile progenitor. Meanwhile, the conserved genetic pathway DYT1-TDF1-AMS-MS188-MS1, as well as the causal gene ClAMT1 for the male-sterile mutant Se18, was substantially disrupted during male reproductive development. In addition, some targets of the key regulators AMS and MS188 in tapetum development were also down-regulated at a transcriptional level, such as ABCG26 (Cla004479), ACOS5 (Cla022956), CYP703A2 (Cla021151), PKSA (Cla021099), and TKPR1 (Cla002563). Considering lncRNAs may act as functional endogenous target mimics of miRNAs, competitive endogenous RNA networks were subsequently constructed, with the most complex one containing three DE-miRNAs, two DE-lncRNAs, and 21 DEGs. Collectively, these findings not only contribute to a better understanding of genetic regulatory networks underlying male sterility in watermelon, but also provide valuable candidates for future research.

PMID: 36938061


Front Microbiol , IF:5.64 , 2023 , V14 : P1120679 doi: 10.3389/fmicb.2023.1120679

Soil fungal community characteristics vary with bamboo varieties and soil compartments.

Guo, Wen and Zhang, Jian and Li, Mai-He and Qi, Lianghua

Key Laboratory of National Forestry and Grassland Administration/Beijing Bamboo and Rattan Science and Technology, International Centre for Bamboo and Rattan, Beijing, China.; Forest Dynamics, Swiss Federal Institute for Forest, Snow and Landscape Research WSL, Birmensdorf, Switzerland.; Key Laboratory of Geographical Processes and Ecological Security in Changbai Mountains, Ministry of Education, School of Geographical Sciences, Northeast Normal University, Changchun, China.; School of Life Science, Hebei University, Baoding, China.; Sanya Research Base, International Centre for Bamboo and Rattan, Sanya, China.

Soil fungi play an important role in nutrient cycling, mycorrhizal symbiosis, antagonism against pathogens, and organic matter decomposition. However, our knowledge about the community characteristics of soil fungi in relation to bamboo varieties is still limited. Here, we compared the fungal communities in different soil compartments (rhizosphere vs. bulk soil) of moso bamboo (Phyllostachys edulis) and its four varieties using ITS high-throughput sequencing technology. The fungal alpha diversity (Shannon index) in bulk soil was significantly higher than that in rhizosphere soil, but it was not affected by bamboo variety or interactions between the soil compartment and bamboo variety. Soil compartment and bamboo variety together explained 31.74% of the variation in fungal community diversity. Soil compartment and bamboo variety were the key factors affecting the relative abundance of the major fungal taxa at the phylum and genus levels. Soil compartment mainly affected the relative abundance of the dominant fungal phylum, while bamboo variety primarily influenced the dominant fungal genus. Network analysis showed that the fungal network in rhizosphere soil was more complex, stable, and connected than that in bulk soil. A FUNGuild database analysis indicated that both soil compartment and bamboo variety affect fungal functions. Our findings provide new insights into the roles of both soil compartments and plant species (including variety) in shaping soil fungal communities.

PMID: 36814565


Front Mol Biosci , IF:5.246 , 2023 , V10 : P1122201 doi: 10.3389/fmolb.2023.1122201

Co-expression network of heat-response transcripts: A glimpse into how splicing factors impact rice basal thermotolerance.

Boulanger, Hadrien Georges and Guo, Wenbin and Monteiro, Lucca de Filipe Rebocho and Calixto, Cristiane Paula Gomes

Universite Paris-Saclay, Gif-sur-Yvette, France.; Ecole Nationale Superieure d'Informatique pour l'Industrie et l'Entreprise, Evry-Courcouronnes, France.; Department of Botany, Institute of Biosciences, University of Sao Paulo, Sao Paulo, Brazil.; Information and Computational Sciences, The James Hutton Institute, Dundee, United Kingdom.

To identify novel solutions to improve rice yield under rising temperatures, molecular components of thermotolerance must be better understood. Alternative splicing (AS) is a major post-transcriptional mechanism impacting plant tolerance against stresses, including heat stress (HS). AS is largely regulated by splicing factors (SFs) and recent studies have shown their involvement in temperature response. However, little is known about the splicing networks between SFs and AS transcripts in the HS response. To expand this knowledge, we constructed a co-expression network based on a publicly available RNA-seq dataset that explored rice basal thermotolerance over a time-course. Our analyses suggest that the HS-dependent control of the abundance of specific transcripts coding for SFs might explain the widespread, coordinated, complex, and delicate AS regulation of critical genes during a plant's inherent response to extreme temperatures. AS changes in these critical genes might affect many aspects of plant biology, from organellar functions to cell death, providing relevant regulatory candidates for future functional studies of basal thermotolerance.

PMID: 36818043


Plant Cell Physiol , IF:4.927 , 2023 Mar , V64 (3) : P274-283 doi: 10.1093/pcp/pcac161

Molecular Mechanisms Underlying the Establishment and Maintenance of Vascular Stem Cells in Arabidopsis thaliana.

Shimadzu, Shunji and Furuya, Tomoyuki and Kondo, Yuki

Department of Biology, Graduate School of Science, Kobe University, 1-1 Rokkodai, Kobe, 657-8501 Japan.; Department of Biological Sciences, Graduate School of Science, The University of Tokyo, 7-3-1 Hongo, Bunkyo-Ku, Tokyo, 113-0033 Japan.; College of Life Sciences, Ritsumeikan University, 1-1-1 Noji-higashi, Kusatsu, 525-8577 Japan.

The vascular system plays pivotal roles in transporting water and nutrients throughout the plant body. Primary vasculature is established as a continuous strand, which subsequently initiates secondary growth through cell division. Key factors regulating primary and secondary vascular developments have been identified in numerous studies, and the regulatory networks including these factors have been elucidated through omics-based approaches. However, the vascular system is composed of a variety of cells such as xylem and phloem cells, which are commonly generated from vascular stem cells. In addition, the vasculature is located deep inside the plant body, which makes it difficult to investigate the vascular development while distinguishing between vascular stem cells and developing xylem and phloem cells. Recent technical advances in the tissue-clearing method, RNA-seq analysis and tissue culture system overcome these problems by enabling the cell-type-specific analysis during vascular development, especially with a special focus on stem cells. In this review, we summarize the recent findings on the establishment and maintenance of vascular stem cells.

PMID: 36398989


Plant Sci , IF:4.729 , 2023 Mar : P111689 doi: 10.1016/j.plantsci.2023.111689

Integrated analysis of smRNAome, transcriptome, and degradome data to decipher microRNAs regulating costunolide biosynthesis in Saussurea lappa.

Kaur, Ravneet and Pathania, Shivalika and Kajal, Monika and Thakur, Vasundhara and Kaur, Jagdeep and Singh, Kashmir

Department of Biotechnology, Panjab University, BMS Block I, Sector 25, Chandigarh-160014. Electronic address: ravk14@gmail.com.; Department of Biotechnology, Panjab University, BMS Block I, Sector 25, Chandigarh-160014.

Saussurea lappa (S. lappa) has been known to synthesize medicinally important, costunolide. Due to its immense therapeutic importance, understanding of regulatory mechanism associated with its biosynthesis is crucial. MicroRNAs (miRNAs) have been well established in the regulation of secondary metabolites synthesis. The identification of genes and transcription factors (TFs) in S. lappa, created a clear picture of costunolide biosynthesis pathways. Further to understand the regulation of costunolide biosynthesis, an integrated study of transcriptome, miRNAs, and degradome was performed. Identified candidate miRNAs and associated feed-forward loops (FFLs) illustrates their regulatory role in secondary metabolite biosynthesis. Small RNA and degradome sequencing were performed for leaf and root tissues to determine miRNAs-targets pairs. A total of 711 and 525 such targets were obtained for novel and known miRNAs. This data was used to generate costunolide-specific miRNA-TF-gene interactome to perform systematic analyses through graph theoretical approach. Interestingly, miR171c.1 and sla-miR121 were identified as key regulators to connect and co-regulate both mevalonate and sesquiterpenoid pathways to bio-synthesize costunolide. Tissue-specific FFLs were identified to be involved in costunolide biosynthesis which further suggests the evolutionary co-relation of root-specific networks in synthesis of secondary metabolites in addition to leaf-specific networks. This integrative approach allowed us to determine candidate miRNAs and associated tissue-specific motifs involved in the diversification of secondary metabolites. MiRNAs identified in present study can provide alternatives for bioengineering tool to enhance the synthesis of costunolide and other secondary metabolites in S. lappa.

PMID: 36965630


Molecules , IF:4.411 , 2023 Mar , V28 (5) doi: 10.3390/molecules28052404

Unraveling the Variability of Essential Oil Composition in Different Accessions of Bunium persicum Collected from Different Temperate Micro-Climates.

Khan, Mudasir Hafiz and Dar, Niyaz Ahmad and Alie, Bashir Ahmad and Dar, Sher Ahmad and Lone, Ajaz Ahmad and Mir, Ghulam Hassan and Fayaz, Uzma and Ali, Sajad and Tyagi, Anshika and El-Sheikh, Mohamed A and Alansi, Saleh

Advanced Research Station for Saffron and Seed Spices, SKUAST-Kashmir, Srinagar 192121, India.; Dryland Agricultural Research Station, SKUAST-Kashmir, Rangreth, Srinagar 191111, India.; Department of Biotechnology, Yeungnam University, Gyeongsan 38541, Republic of Korea.; Botany and Microbiology Department, College of Science, King Saud University, Riyadh 11451, Saudi Arabia.

The present investigation was performed to evaluate the variability of the essential oil composition present in the seed extract of Kala zeera (Bunium persicum Bioss.) obtained from different geographical zones of Northwestern-Himalayan using Gas Chromatography-Mass Spectrum (GC-MS). The results of the GC-MS analysis revealed significant differences in the essential oil content. Significant variability was observed in the chemical constituents of the essential oils mainly for p-cymene, D-limonene, Gamma-terpinene, Cumic aldehyde and 1, 4-p-menthadien-7-al. Among these compounds, the highest average percentage across the locations was observed for gamma-terpinene (32.08%) which was followed by cumic aldehyde (25.07%), and 1, 4-p-menthadien-7-al (15.45%). Principal component analysis (PCA) also grouped the 4 highly significant compounds i.e., p-Cymene, Gamma-Terpinene, Cumic aldehyde, and 1,4-p-Menthadien-7-al into same cluster which are mainly distributed in Shalimar Kalazeera-1, and Atholi Kishtwar zones. The highest value of gamma-terpinene was recorded in Atholi accession (40.66%). However, among climatic zones Zabarwan Srinagar and Shalimar Kalazeera-1 was found to have highly positive significant correlation (0.99). The cophenetic correlation coefficient (c) was found to be 0.8334 during hierarchical clustering for 12 essential oil compounds showing that our results are highly correlated. Network analysis also showed the overlapping pattern and similar interaction between the 12 compounds as shown by hierarchical clustering analysis. From the results, it could be concluded that existence of variability among the various bioactive compounds of B. persicum which are probably to be incorporated to the potential list of drugs and may serve as good genetic source for various modern breeding programs.

PMID: 36903647


BMC Plant Biol , IF:4.215 , 2023 Feb , V23 (1) : P85 doi: 10.1186/s12870-023-04094-1

Integrated transcriptomics and metabolomics analysis reveals key regulatory network that response to cold stress in common Bean (Phaseolus vulgaris L.).

Yang, Xiaoxu and Liu, Chang and Li, Mengdi and Li, Yanmei and Yan, Zhishan and Feng, Guojun and Liu, Dajun

Horticulture Department, College of Advanced Agriculture and Ecological Environment, Heilongjiang University, Harbin, 150000, China.; Horticulture Department, College of Life Sciences, Heilongjiang University, Harbin, 150000, China.; Horticulture Department, College of Advanced Agriculture and Ecological Environment, Heilongjiang University, Harbin, 150000, China. feng998@126.com.; Horticulture Department, College of Advanced Agriculture and Ecological Environment, Heilongjiang University, Harbin, 150000, China. jianlongedu@163.com.

Cold temperatures can be detrimental to crop survival and productivity. Breeding progress can be improved by understanding the molecular basis of low temperature tolerance. We investigated the key routes and critical metabolites related to low temperature resistance in cold-tolerant and -sensitive common bean cultivars 120 and 093, respectively. Many potential genes and metabolites implicated in major metabolic pathways during the chilling stress response were identified through transcriptomics and metabolomics research. Under chilling stress, the expression of many genes involved in lipid, amino acid, and flavonoid metabolism, as well as metabolite accumulation increased in the two bean types. Malondialdehyde (MDA) content was lower in 120 than in 093. Regarding amino acid metabolism, 120 had a higher concentration of acidic amino acids than 093, whereas 093 had a higher concentration of basic amino acids. Methionine accumulation was clearly higher in 120 than in 093. In addition, 120 had a higher concentration of many types of flavonoids than 093. Flavonoids, methionine and malondialdehyde could be used as biomarkers of plant chilling injury. Transcriptome analysis of hormone metabolism revealed considerably greater, expression of abscisic acid (ABA), gibberellin (GA), and jasmonic acid (JA) in 093 than in 120 during chilling stress, indicating that hormone regulation modes in 093 and 120 were different. Thus, chilling stress tolerance is different between 093 and 120 possibly due to transcriptional and metabolic regulation.

PMID: 36759761


Planta , IF:4.116 , 2023 Mar , V257 (4) : P72 doi: 10.1007/s00425-023-04104-4

Identification of circular RNAs of Cannabis sativa L. potentially involved in the biosynthesis of cannabinoids.

Liu, Jingting and Zhang, Chang and Jiang, Mei and Ni, Yang and Xu, Yicen and Wu, Wuwei and Huang, Linfang and Newmaster, Steven G and Kole, Chittaranjan and Wu, Bin and Liu, Chang

Institute of Medicinal Plant Development, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, 100193, People's Republic of China.; Guangxi Botanical Garden of Medicinal Plants, Nanning, 530023, People's Republic of China.; Natural Health Product Research Alliance, College of Biological Sciences, University of Guelph, Guelph, ON, N1G2W1, Canada.; International Climate Resilient Crop Genomics Consortium and International Phytomedomics and Nutriomics Consortium, Kolkata, 700094, India.; Institute of Medicinal Plant Development, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, 100193, People's Republic of China. bwu@implad.ac.cn.; Institute of Medicinal Plant Development, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, 100193, People's Republic of China. cliu@implad.ac.cn.

We identified circRNAs in the Cannabis sativa L. genome and examined their association with 28 cannabinoids in three tissues of C. sativa. Nine circRNAs are potentially involved in the biosynthesis of six cannabinoids. Cannabis sativa L. has been widely used in the production of medicine, textiles, and food for over 2500 years. The main bioactive compounds in C. sativa are cannabinoids, which have multiple important pharmacological actions. Circular RNAs (circRNAs) play essential roles in growth and development, stress resistance, and the biosynthesis of secondary metabolites. However, the circRNAs in C. sativa remain unknown. In this study, to explore the role of circRNAs in cannabinoid biosynthesis, we performed RNA-Seq and metabolomics analysis on the leaves, roots, and stems of C. sativa. We identified 741 overlapping circRNAs by three tools, of which 717, 16, and 8 circRNAs were derived from exonic, intronic, and intergenic, respectively. Functional enrichment analysis indicated that the parental genes (PGs) of circRNAs were enriched in many processes related to biological stress responses. We found that most of the circRNAs showed tissue-specific expression and 65 circRNAs were significantly correlated with their PGs (P < 0.05, |r|>/= 0.5). We also determined 28 cannabinoids by High-performance liquid chromatography-ESI-triple quadrupole-linear ion trap mass spectrometry. Ten circRNAs, including ciR0159, ciR0212, ciR0153, ciR0149, ciR0016, ciR0044, ciR0022, ciR0381, ciR0006, and ciR0025 were found to be associated with six cannabinoids by weighted gene co-expression network analysis. Twenty-nine of 53 candidate circRNAs, including 9 cannabinoids related were validated successfully using PCR amplification and Sanger sequencing. Taken together, all these results would help to enhance our acknowledge of the regulation of circRNAs, and lay the foundation for breeding new C. sativa cultivars with high cannabinoids through manipulating circRNAs.

PMID: 36862222


Life (Basel) , IF:3.817 , 2023 Feb , V13 (2) doi: 10.3390/life13020559

Orthologs of Human-Disease-Associated Genes in Plants Are Involved in Regulating Leaf Senescence.

Wang, Hou-Ling and Yin, Weilun and Xia, Xinli and Li, Zhonghai

National Engineering Research Center for Tree Breeding and Ecological Restoration, College of Biological Sciences and Technology, Beijing Forestry University, Beijing 100083, China.

As eukaryotes, plants and animals have many commonalities on the genetic level, although they differ greatly in appearance and physiological habits. The primary goal of current plant research is to improve the crop yield and quality. However, plant research has a wider aim, exploiting the evolutionary conservatism similarities between plants and animals, and applying discoveries in the field of botany to promote zoological research that will ultimately serve human health, although very few studies have addressed this aspect. Here, we analyzed 35 human-disease-related gene orthologs in plants and characterized the genes in depth. Thirty-four homologous genes were found to be present in the herbaceous annual plant Arabidopsis thaliana and the woody perennial plant Populus trichocarpa, with most of the genes having more than two exons, including the ATM gene with 78 exons. More surprisingly, 27 (79.4%) of the 34 homologous genes in Arabidopsis were found to be senescence-associated genes (SAGs), further suggesting a close relationship between human diseases and cellular senescence. Protein-protein interaction network analysis revealed that the 34 genes formed two main subnetworks, and genes in the first subnetwork interacted with 15 SAGs. In conclusion, our results show that most of the 34 homologs of human-disease-associated genes in plants are involved in the leaf senescence process, suggesting that leaf senescence may offer a means to study the pathogenesis of human diseases and to screen drugs for the treat of diseases.

PMID: 36836919