Next Article in Journal
Clinical Features and Disease Progression in Older Individuals with Rett Syndrome
Previous Article in Journal
A Heuristic Approach to Analysis of the Genetic Susceptibility Profile in Patients Affected by Airway Allergies
Previous Article in Special Issue
Genome-Wide Identification and Characterization of Maize Long-Chain Acyl-CoA Synthetases and Their Expression Profiles in Different Tissues and in Response to Multiple Abiotic Stresses
 
 
Font Type:
Arial Georgia Verdana
Font Size:
Aa Aa Aa
Line Spacing:
Column Width:
Background:
Article

Genome-Wide Identification and Functional Analysis of the Genes of the ATL Family in Maize during High-Temperature Stress in Maize

1
Hubei Hongshan Laboratory, National Key Laboratory of Crop Genetic Improvement, Huazhong Agricultural University, Wuhan 430070, China
2
National Key Laboratory of Wheat Breeding, College of Life Sciences, Shandong Agricultural University, Taian 271018, China
3
Zhejiang Academy of Agricultural Sciences, Institute of Maize and Featured Upland Crops, Hangzhou 310015, China
*
Authors to whom correspondence should be addressed.
These authors contributed equally to this work.
Genes 2024, 15(8), 1106; https://doi.org/10.3390/genes15081106
Submission received: 1 August 2024 / Revised: 18 August 2024 / Accepted: 20 August 2024 / Published: 22 August 2024
(This article belongs to the Special Issue Maize Molecular Genetics and Functional Genomics in 2024)

Abstract

:
Maize is a significant food and feed product, and abiotic stress significantly impacts its growth and development. Arabidopsis Toxicosa en Levadura (ATL), a member of the RING-H2 E3 subfamily, modulates various physiological processes and stress responses in Arabidopsis. However, the role of ATL in maize remains unexplored. In this study, we systematically identified the genes encoding ATL in the maize genome. The results showed that the maize ATL family consists of 77 members, all predicted to be located in the cell membrane and cytoplasm, with a highly conserved RING domain. Tissue-specific expression analysis revealed that the expression levels of ATL family genes were significantly different in different tissues. Examination of the abiotic stress data revealed that the expression levels of ATL genes fluctuated significantly under different stress conditions. To further understand the biological functions of maize ATL family genes under high-temperature stress, we studied the high-temperature phenotypes of the maize ZmATL family gene ZmATL10 and its homologous gene AtATL27 in Arabidopsis. The results showed that overexpression of the ZmATL10 and AtATL27 genes enhanced resistance to high-temperature stress.

1. Introduction

Maize (Zea mays L.) constitutes a significant portion of China’s three primary cereal crops and is also instrumental as animal feed and industrial raw materials [1,2]. Throughout its development, maize was often susceptible to a range of abiotic and biotic stresses, including drought, extreme salinity, heat, cold, and disease, which can inhibit corn growth and reduce crop yield [3,4]. Currently, during the maize growth process, heat damage and stem rot are the most serious abiotic and biotic stresses that significantly threaten grain yields. Stalk rot is a severe disease affecting corn. Infected plants develop soft lower internodes, leading to easy lodging and premature death during grain filling. This condition is primarily caused by Fusarium [5,6]. Plants have developed a range of intricate strategies to detect, react to, and adjust to harsh environmental conditions to ensure their survival. The regulation of genes is a crucial factor in the mechanisms through which plants manage both biotic and abiotic stresses [2,7]. Various transcription factors play a crucial role in plant responses to abiotic stress, including members of the DREB family, WRKYs, MYBs, and bZIPs [8,9]. Several phosphokinases are integral to abiotic stress, with all SnRK2s involved in heat stress and ABA signaling. The TaSnRK2.11 gene in wheat responds to high-temperature stress [7,10]. The impact of stress goes beyond changes in membrane fluidity, calcium signaling, and MAPK activation, involving interactions among reactive oxygen species (ROS), nitric oxide (NO), phospholipid signaling, protein sumoylation, and 26S proteasome degradation [11,12,13]. Numerous studies have shown that ubiquitinated proteins play a crucial role in the responses to biotic and abiotic stresses in Arabidopsis. Nevertheless, there is limited understanding regarding the participation of ubiquitinated proteins in the responses to biotic and abiotic stresses in maize [14,15,16].
In eukaryotes, the ubiquitin (Ub)-directed protein degradation mechanisms oversee a variety of cellular functions, encompassing processes such as plant growth and morphogenesis, hormonal signaling, DNA repair, and responses to biotic and abiotic stressors [3,17]. E3 functions as a ubiquitin-protein ligase, facilitating the binding of Ub to the target protein by utilizing the E2 ubiquitin-conjugating enzyme in a sequential manner. This process imparts specificity for various substrates [18,19]. E3 ubiquitin ligases have become a pivotal element in the ubiquitination pathway, and they play a role in regulating plant responses to abiotic stress [18]. The literature indicates that ubiquitination commences with the activation of ubiquitin by an E1 enzyme (ubiquitin-activating enzyme), followed by the transfer of ubiquitin to an E2 enzyme (ubiquitin-conjugating enzyme), resulting in the formation of a thioester-linked E2 ubiquitin (E2-Ub) intermediate. It is hypothesized that the E3 enzyme recruited by the substrate (Ub ligase) may interact with E2-Ub, facilitating the transfer of ubiquitin to the target [20,21,22]. In the process of ubiquitination, E3 ligases play a crucial role in mediating the recruitment of specific target proteins, leading to their subsequent degradation [16,23]. Hence, there is a significant need to explore the functions of E3 ligases in response to biotic and abiotic stresses, particularly emphasizing their participation in heat stress.
In the realm of plant biology, three distinct categories of E3 ubiquitin ligases have been identified, namely RING, U-box, and HECT E3 ubiquitin ligases [24,25]. Among these, RING E3 ubiquitin ligases are prevalent in plants, with documented instances in maize indicating their role in abiotic stress responses [14]. E3 ligase ZmAIRP4 is a direct homolog of AtAIRP4. ZmAIRP4 functions as an active E3 ligase, and its overexpression has been shown to enhance drought tolerance in maize [26]. In maize, the E3 ubiquitin ligase ZmRFP1 plays a role in conferring drought-stress tolerance in transgenic plants. This is achieved not only by improving water-retention capacity but also by enhancing the antioxidant system to mitigate ROS accumulation and reduce membrane damage [27]. In maize, two RING proteins, ZmXerico1 and ZmXerico2, act as E3 ubiquitin ligases. Overexpressing ZmXerico1 and ZmXerico2 in maize improves water-utilization efficiency, thereby ameliorating yield performance under drought stress [28]. Although it has been established that E3 ubiquitin ligases play pivotal biological roles in abiotic stress responses that have been well-documented in Arabidopsis and rice (Oryza sativa L.), there is a lack of research literature focusing on this aspect in maize.
The ATL (Arabidopsis Toxicosa en Levadura) family containing a conserved RING-H2 domain in Arabidopsis also functions as E3 ubiquitin ligases to mediate plant responses to abiotic stress [29,30]. In yeast, AthATL2 is the first member of the ATL family to be identified. Phenotypic characterization revealed that AthATL2 expression is rapidly and transiently induced by pathogen-associated molecular patterns (PAMPs) [31,32,33]. In plants, the ATL protein family specifically targets proteins for degradation primarily via the ubiquitin–proteasome mechanism and serves as a pivotal regulator of plant resistance to abiotic stress [34,35]. For example, OsATL2 and OsATL38 act as negative regulators of cold tolerance in O. sativa, respectively [36]. In Arabidopsis, AtATL78 has been demonstrated to fulfill disparate biological functions in response to drought and cold stress. AtATL78 functions as a negative regulator of the cold stress response yet acts as a positive regulator of the drought-stress response [37,38]. In addition, AtATL27 can improve salt resistance through alternative splicing under salt stress. The two alternative splicing factors interact with CSN5A and improve salt-stress resistance by regulating the expression of CSN5A [39]. Thus, the ATL family of proteins plays a critical role in the plant response to abiotic stress. Therefore, a better understanding of the functions of these unknown proteins and their molecular mechanisms may help develop more resistant crops that can withstand adverse environmental changes [32,40]. Correspondingly, the role of maize ATL family genes as E3 ubiquitin ligases in response to abiotic stress has yet to be elucidated.
Previous studies have shown that ATL genes play important biological functions under biotic and abiotic stresses in Arabidopsis, with similar findings reported in O. sativa [34]. However, the biological functions of ATL genes in Z. mays under such stresses remain to be elucidated. The aim of this study is to explore the family members of ATL genes in Z. mays and determine how ZmATL genes respond to abiotic and biotic stresses while understanding the role of ZmATL genes and their mechanisms in growth, development, and response to biotic and abiotic stresses. This study identified the members of the Z. mays E3 ubiquitin ligase ZmATL family by analyzing the whole genome and comprehensively examining the phylogenetic relationships and physicochemical properties of the 77 identified genes. Expression profiles of ZmATL genes under biotic and abiotic stresses revealed that ZmATL10 was upregulated by high temperature and could be induced by Fusarium verticillioides. Further phenotypic analysis under high temperatures confirmed that overexpression of ZmATL10 could enhance resistance to high-temperature stress.

2. Materials and Methods

2.1. Plant Material and Growth Conditions

Col-0 and Atatl27 (SALK_034426) T-DNA insertion mutant alleles were used for all the experiments. The genotypes of p35S::ZmATL10 and p35S::AtATL27 were homozygous plants engineered via transgenesis. The seeds were sterilized for 6 h with chlorine before being placed on half-strength Murashigeand Skoog (½MS) medium (1.5% sucrose, 0.8% agar, and pH 5.8–5.85). The seedlings were grown in a growth chamber at 22 °C under a long-day photoperiod cycle (16 h light/8 h dark) for 1 week prior to immersion in stress conditions.

2.2. Plasmid Construction and Plant Transformation

For the p35S::ZmATL10-GFP construct, the CDS sequence of the ZmATL10 coding region was cloned into the pBI121 vector, the CDS sequences of the coding region of ZmATL10 were cloned into the pBI121 vector, and the constructs were confirmed by sequencing. The primer pairs for vector ligation were: 35S::ZmATL10-FW,5-ctgcagtagacgcgtggatccATGAGGCCTCGCCGCCGG-3 and 35S::ZmATL10-RW, 5-gcccttgctcaccatggtaccTCACAATGGCAGCACCGAG-3. The specific primer pairs used for AtATL27 were 35S::ZmATL27-FW, 5-ctgcagtagacgcgtggatccATGGTTATTATTCTCTGTCTCCCAT-3, and 35S::ZmATL27-RW, 5-gcccttgctcaccatggtaccTTATTATTCTCTGTCTCCCAT-3 from cDNAs of wild-type (WT) maize inbred line B73 and Arabidopsis Col-0 plant (WT), respectively. The PCR products were cloned into the pBI121 vector controlled by the cauliflower mosaic virus 35S promoter. After sequencing verification, the binary vector was introduced into Agrobacterium tumefaciens HA105. Wild-type (WT) plants were transformed by the floral dip method using strains containing 35S::ZmATL10 and 35S::AtATL27, respectively. To select transgenic plants, T0 seeds were sterilized and screened in ½MS medium containing K-namycin to obtain positive plants. Then, the plants were transferred to a vermiculite medium for planting. After the individual plants were harvested, they were planted for verification. Finally, the T2 generation homozygous stable strains were obtained and confirmed by quantitative real-time (qRT)-PCR.

2.3. Identification of ZmATL Genes in Maize

The maize genome information, Zm-B73-REFERENCE-NAM- 5.0 (GCF_902167145.1), and the protein sequence of maize were retrieved from maizegdb (https://www.maizegdb.org/, accessed on 6 February 2023). The Arabidopsis ATL protein sequence was obtained from the TAIR database (https://www.arabidopsis.org/, accessed on 6 February 2023). The Arabidopsis ATL protein sequence was locally blasted against the maize dataset using TBtools software v1.112 (https://github.com/CJ-Chen/TBtools, accessed on 6 February 2023 [41]. A phylogenetic tree analysis of protein sequences of the ATL family in O. sativa, Arabidopsis, and Z. mays was performed using MEGA 11. The neighbor-joining method was selected (the bootstrap value was set to 1000). The iTOL (https://itol.embl.de/, accessed on 7 February 2023) online tool was then used to manipulate the phylogenetic tree [42]. MapInspect software v1.0 and TBtools (MCScanX) were used to analyze the chromosome location and colinearity of ZmATL family genes [41,43,44].

2.4. Analysis of the Physicochemical Properties of Maize ATL Family Proteins

To obtain the location information, MaizeGDB (https://www.maizegdb.org/, accessed on 6 May 2023) was utilized to retrieve the sequence length and amino acid details of the proteins encoded by the maize ATL gene family. The molecular weight and isoelectric point of the proteins encoded by the maize ATL family were analyzed using the bioinformatics tool ExPASy-Prot Param on ExPASy (http://web.expasy.org/protparam/, accessed on 6 May 2023). The Protter-interactive protein feature visualization tool (https://wlab.ethz.ch/protter/start/, accessed on 6 May 2023) was employed to examine transmembrane signals. Furthermore, the Plant-mPLoc tool (http://www.csbio.sjtu.edu.cn/bioinf/plant-multi/, accessed on 6 May 2023) was utilized to predict the subcellular localization of ATL family proteins.

2.5. Analysis of Gene Structure and Promoter Conserved Motifs

To detect conserved motifs in predicted RING-H2 finger proteins, the MEME tool with parameters set to an optimal width of 6–250 for each motif and a maximum number of motifs of 10 was used. In addition, motif annotation was performed using InterProScan (http://www.ebi.ac.uk/interpro/search/sequence-search, 7 February 2023) [45]. Maize gene structure GFF3 format files were downloaded from the Maize Genome Database (https://ensembl.gramene.org/Zea_mays/Info/Index, 7 February 2023). The systematic analysis of ATL family genes was performed using TBtools. Cis-regulatory elements within the promoter region (2000 bp upstream of the start codon) of ZmATLs were obtained online through PlantCARE (http://bioinformatics.psb.ugent.be/webtools/plantcare/html/, 6 May 2023). We then calculated the elements associated with growth and development, stress response, and hormone response.

2.6. High-Temperature, Drought-Stress, Salt-Stress Treatment

For high-temperature treatment, 7 days after germination, the seedlings were moved into a 42 °C incubator, and samples were taken at 0, 1, 3, and 6 h after treatment. For drought treatment, 300 mM mannitol were exogenously applied to the seedlings 7 days after germination, and samples were taken at 0, 6, 12, and 24 h after treatment. For salt stress, 250 mM NaCl were exogenously applied to the seedlings 7 days after germination, and samples were taken at 0, 6, 12, and 24 h after treatment. All collected samples were promptly frozen in liquid nitrogen for RNA extraction.
All Arabidopsis plants used in this study were of the Col-0 background. For heat-stress phenotype identification, seeds were sterilized with chlorine for 6 h before being placed on ½MS medium. The seedlings were grown at 22 °C for a week, then transferred to a 42 °C incubator for 2 h, and subsequently moved back to 22 °C for three days before being photographed. The control group was not subjected to heat treatment.

2.7. RNA Extraction and qRT-PCR Analysis

For the detection of ZmATL family genes through qRT-PCR, the total RNA was isolated from wild-type plants under high temperature, drought, and high salt stress and was extracted using TRIzol reagent (DP419 TIANGEN). cDNA was reverse transcribed using PrimeScript RT Reagent Kit and gDNA Eraser (Perfect Real-Time) Kit (RR047A; Takara Bio, Shiga, Japan). The RNA extraction and reverse transcription, as well as qRT-PCR, were performed as previously described [39]. The specific method was conducted using SYBR Green qPCR Premix (Low ROX). The two-step program comprised 95 °C for 5 min, 39 cycles of 95 °C for 30 s, and 60 °C for 60 s. Three technical replicates were conducted for each sample. The expression data were normalized using 18S as an internal reference. Therefore, the primers used for qRT-PCR are shown in Table S1.

2.8. Abiotic Stress Responses in the ZmATL Family

To better understand the response of ZmATL family genes to abiotic stresses, such as high temperature, drought, and high salt, B73 (wild-type) maize seeds were sown in vermiculite and grown at 25 °C with a 16 h light/8 h dark photoperiod for 7 days. After two weeks of culture, the seedlings were subjected to abiotic stress treatments, including high temperature (42 °C), drought (250 mM mannitol), and high salt (300 mM NaCl), and the plants with normal watering were used as controls. Samples were collected at different time points after treatment for RNA extraction, and 3 biological replicates were performed for each treatment condition.
Then, the extracted RNA was quantitatively reverse-transcribed into cDNA, and then, a real-time quantitative PCR was performed to detect the expression levels of ZmATL family genes under different treatment conditions.

2.9. Biological Stress Responses in the ZmATL Family

To investigate the response of ZmATL family genes to Fusarium stalk rot (FSR), the sowed wild-type B73 maize seeds were planted in nutrient soil, cultured at 25 °C and a 16 h light/8 h dark cycle for 1 week, and then transferred to pots and placed them in a greenhouse at 25 °C and 16 h light/8 h to grow to the 5-leaf stage. The maize stalk rot pathogen (Fusarium verticillioides) was cultured on a PDA medium. Once the mycelium had developed, it was harvested and agitated on a mung bean medium for 48 h to induce spore production. The resulting bacterial suspension was then diluted to a concentration of 1 × 106. Subsequently, 1 mL of the bacterial solution was injected into the 5-leaf stage maize stalks. Tissue samples from the infected site were collected at 12, 24, and 48 h post-infection and promptly frozen in liquid nitrogen for RNA extraction.

2.10. Tissue Expression Analysis of ZmATL Family Gene

To better understand the tissue expression level of the ZmATL family genes in maize, total RNA was extracted from the roots, stems, leaves, flowers, ears, and kernels of the maize inbred line B73 (wild type) during growth. Reverse transcription into cDNA was synthesized using the PrimeScript™ RT reagent kit (Takara, RR047A). Real-time quantitative PCR was then performed to detect the expression levels of ZmATL family genes across different tissues. Three technical replicates were performed for each sample. Expression data were normalized using 18S as an internal reference. Therefore, the primers used for qRT-PCR are shown in Table S1.

2.11. Quantitation of Hydrogen Peroxide Radical

To measure the changes in hydrogen peroxide (H2O2) content after high-temperature stress treatment, WT, 35S::ZmATL10, 35S::AtATL27, and mutant atl27 seedlings at 7 days after germination were treated with high temperature for 2 h. About 0.1 g of tissue was weighed using a hydrogen peroxide-content detection kit (Solebio, Beijing, China), and 1 mL of reagent was added for ice-bath homogenization. Centrifuged at 8000× g for 10 min at 4 °C, the resulting supernatant was taken, placed on ice, and then measured as described previously. The H2O2 content was determined by a previously reported method [39].

3. Results

3.1. Genome-Wide Identification of ZmATL Family Genes in Maize

In the studies, amino acid sequences of the conserved Zinc/RING finger domain, C3HC4 (zinc finger) hit ATL in Z. mays are applied to identify homologs of ATL proteins in maize by using BLASTP (E-value < e−5) and the Markov hidden model (HMMER 3.2.1). Finally, a total of 77 members of the maize ATL family were identified and designated as ZmATL1 to ZmATL77 in accordance with their chromosomes. These members are extensively distributed across maize chromosomes. The ZmATLs names, gene ID, protein length, molecular weight (MW), theoretical isoelectric point (PI), and grand average of hydropathicity (GRAVY) are shown in Figure 1. The genomic sequence lengths of the ATL family genes vary widely, but the amino acid and transcript lengths are relatively stable, suggesting that the ZmATL family proteins are relatively conserved during evolution. The molecular weight ranged from 15,227 Da (ZmATL37) to 45,215.67 Da (ZmATL51), and the isoelectric point ranged from 4.81 (ZmATL8) to 11 (ZmATL23). Protein acid–base analysis showed that there were 38 acidic proteins and 39 basic proteins. The average hydrophilicity ranged between −0.438 (ZmATL51) and 0.591 (ZmATL71). The CDS length ranged from 438 bp to 1263 bp, and the aliphatic index ranged between 64.48 (ZmATL75) and 103.97 (ZmATL71) (Table 1). All of the ZmATLs contained conserved RING motifs and some highly conserved transmembrane structural domains (Figure S1). The RING motifs were well conserved. In Arabidopsis, proteins containing the RING domain usually play the function of E3 ubiquitin ligase. We selected several ATL proteins in Z. mays and Arabidopsis for conserved analysis and found that this family of genes is very conserved in Arabidopsis, O. sativa, and Z. mays.

3.2. Positioning Analysis of ZmATL Family Members

The objective of this study was to investigate the chromosomal distribution of the ZmATL family members on chromosome 10 in maize. To this end, the ZmATLs identified in the genome were located, and a chromosome distribution map was generated. The results demonstrated that the ZmATLs were distributed in a uniform manner across the 10 chromosomes of maize (Figure 1). ZmATL genes are widely distributed on different chromosomes, including chromosomes 3, 4, 5, and 6, which are clustered. This distribution pattern may be closely related to their important role in resisting abiotic stress. We also predicted the subcellular localization of ZmATL family members, and the results showed that most of the maize members were located in the cytoplasm and cell membrane. The results of intergenic colinearity analysis showed that 29 pairs of genes among the 77 ZmATL family members showed colinearity (Figure S2). Thus, the maize ZmATL gene family is extensively distributed throughout maize chromosomes, with the subcellular localization present in the cell membrane and cytoplasm.

3.3. Motif Composition and Gene Structure of ZmATL Genes

To explore the evolutionary lineage of ATL genes in plants, a phylogenetic analysis was performed on the ATL domain protein sequences derived from Arabidopsis, O. sativa, and Z. mays. According to the classification of Arabidopsis AtATLs, the ATL family can be divided into nine subfamilies, namely class I–class IX (Figure 2). All nine subfamilies contain family members from A. thaliana, O. sativa, and Z. mays, which indicates that the ATL family genes have a common ancestor.
The phylogenetic tree of the ZmATL family was obtained by the same method. The gene domain of the maize ATL family was drawn (Figure 3A). A bulk SMART search revealed that all ATL genes possess one to three RING finger domains, with certain ATL genes also containing regions from the Pfam:rad18 superfamily and HRD superfamily (Figure 3B). An analysis of the gene structure of ZmATL family members revealed that, out of the 77 family members examined, 60 lacked introns in their gene structure (Figure 3C). A subcellular localization analysis of maize ATL family proteins showed that most of its members were localized in the cell membrane and cytoplasm, which is consistent with the localization of ATL family members in Arabidopsis, which may be consistent with the function of RING domain proteins as E3 ubiquitin ligases. The results of a transmembrane domain analysis showed that maize ATL has multiple transmembrane domains, which is consistent with the results of conserved domain and transmembrane analysis.

3.4. ZmATLs Underwent Selection during Maize Domestication and Improvement

Maize represents, on average, only 57.1% of the nucleotide diversity in teosinte. Furthermore, a large fraction of maize genes has undergone domestication selection. The nucleotide mutation rate (π) serves as a significant indicator of selection in the process of domestication. To investigate whether ZmATLs have been selected during maize domestication and improvement, we calculated their nucleotide diversity in improved maize lines, landraces, and teosinte using HapMap 3. A nucleotide diversity analysis showed that ZmATL3, ZmATL4, ZmATL18, ZmATL22, ZmATL52, ZmATL53, ZmATL54, ZmATL55, and ZmATL62 have undergone positive selection during maize domestication (Figure S3). However, ZmATL1, ZmATL2, ZmATL5, ZmATL6, ZmATL10, ZmATL63, and ZmATL66 underwent negative selection throughout the maize domestication process (Figure 4). The significance of this choice still needs further exploration. Most of the remaining genes are not selected, and these results suggest that ZmATL genes are conserved in selective domestication.

3.5. Expression Patterns of the ZmATL Gene Family in Various Sugarcane Tissues

The biological functions of maize ZmATL genes were investigated through an analysis of the expression profiles of the maize ZmATL gene family. We detected the tissue expression patterns of ZmATL genes in roots, leaves, young stems, ligules flowers, tassels, and kernels 9 days after pollination. The results showed that 77 family members were specifically expressed in different tissues. Among the 77 genes, 33 genes were found in all stages of maize, especially in kernels 9 days after pollination, such as ZmATL8, ZmATL17, ZmATL13, ZmATL15, ZmATL39, ZmATL12, ZmATL43, ZmATL63, ZmATL38, ZmATL51, ZmATL41, ZmATL42, ZmATL60, and ZmATL7. Additionally, it was discovered that ZmATL family genes, particularly ZmATL50, ZmATL18, ZmATL19, ZmATL33, and ZmATL74, were highly expressed in flowers. Genes ZmATL2, ZmATL23, ZmATL25, ZmATL29, ZmATL32, ZmATL14, ZmATL27, and ZmATL20 were highly expressed in the tassel. ZmATL26, ZmATL40, ZmATL48, ZmATL58, ZmATL65, ZmATL47, ZmATL77, ZmATL76, ZmATL73, ZmATL10, and ZmATL55 were highly expressed in roots. ZmATL34, ZmATL30, ZmATL71, ZmATL35, ZmATL36, ZmATL37, and ZmATL59 are highly expressed in leaves (Figure 5). Additionally, some ZmATL genes were highly expressed ligules, such as ZmATL61, ZmATL66, and ZmATL70. ZmATL5, ZmATL6, ZmATL69, and ZmATL67 were highly expressed in the stem. The expression patterns differed in various tissues, with 11, 7, 4, 3, 7, 12, and 33 genes having a higher expression in the root, leaf, stem, ligules, flowers, tassels, and kernels 9 days after pollination, respectively (Figure 5). The expression levels of ZmATL family genes are higher in young tissues. Based on this observation, we speculate that these genes may be closely related to stress response, as well as plant growth and development.

3.6. cis-Element Analysis of the ZmATL Genes in Maize

In order to study the ZmATL family genes and their potential biological functions, the 2000 base pairs of genomic sequences upstream of the ZmATL genes were obtained. Potential common cis-elements in the ZmATL promoter region were scanned using PlantCARE, followed by an analysis of the biological functions of these elements. The results revealed that several cis-elements are shared among ZmATLs (Figure 6). The cis-elements in the promoters of ZmATLs were identified and classified into three major groups, namely stress, phytohormone, and plant growth-related cis-elements. Among them, the ARE, LTR, CCAAT-BOX, TC-RICH, WUN-MOTIF, and MBS elements are important elements in stress response. ABRE, CGTCA, TGACG, TGA, P, GARE, TATC, and AuxRR are important elements of hormone response. At the same time, significant enrichment was found in the promoters of the ZmATL gene family, especially the three components ABRE, CGTCA, and TGACG. CAT, O2, MSA, RY, circadian, GCN4, NON, HD, and Motif I are important response elements for growth and development, but the enrichment of these elements in ZmATL promoters is significantly lower than that in hormone response elements.
Here, the results indicate that most ZmATLs contain abundant cis-elements that are responsive to hormones and stress. Notably, ABRE, a key cis-acting element involved in ABA-responsive gene expression, is significantly enriched in the promoters of ZmATL family genes. The CGTCA motif and TGACG motif are methyl jasmonate (MeJA) response elements. There is also a significant enrichment in the promoters of the ZmATL family of genes. The ABA-signaling pathway and MeJA pathway are central to stress responses in plants [7,46,47]. It was also found that most ZmATL genes contain multiple stress-response elements, including ARE (essential for anaerobic induction), LTR (involved in low-temperature stress), and MBS (MYB binding site associated with drought stress) (Figure 6). Numerous studies suggest that plant ATLs play a role in abiotic stress regulation. These elements are present in most ZmATL promoters, indicating that ZmATLs are likely induced by ABA and MeJA and involved in their signaling pathways.

3.7. Abiotic and Biotic Stress Analysis of ZmATL Genes Family Members

In order to study the response of ZmATL family gene expression to different forms of abiotic stress, the effects of high temperature, drought, and exogenous salt stress on the expression of ZmATL family genes were analyzed. One-week-old wild-type maize seedlings were treated with different stresses, including high temperature (42 °C), 250 mM mannitol, and 300 mM NaCl. The results showed that the expression values for ZmATL10, ZmATL20, and ZmATL40 and the expression level were significantly up-regulated under high-temperature treatment. In contrast, ZmATL1, ZmATL2, ZmATL22, ZmATL25, ZmATL27, ZmATL42, ZmATL49, ZmATL51, and ZmATL68 were obviously down-regulated after high-temperature treatment. Most of the genes were significantly up-regulated under drought stress, especially ZmATL17. Only a few genes were induced to be down-regulated, listed as ZmATL43. Under the condition of salt-stress treatment ZmATL8, ZmATL12, ZmATL19, ZmATL21, ZmATL28, ZmATL29, and ZmATL32 were obviously induced to be up-regulated, but ZmATL4, ZmATL24, and ZmATL73 were significantly down-regulated under drought stress. Under abiotic stress, the expression levels of maize ATL family genes varied significantly. Most genes responded to drought stress, while only ZmATL10, ZmATL24, and ZmATL40 were significantly induced by high temperature (Figure 7).
To study the effect of maize ZmATL family genes on biotic stress, the effect of Fusarium verticillioides on the expression of ZmATL family genes was analyzed. Wild-type maize seedlings at the 5-leaf stage were used as research materials. Maize plants were infected with F. verticillioides for 12, 24, and 48 h, and the expression of ZmATL genes was analyzed. The results showed that ZmATL10, ZmATL12, ZmATL13, ZmATL14, ZmATL15, ZmATL17, ZmATL18, ZmATL19, ZmATL21, ZmATL24, ZmATL27, ZmATL30, ZmATL31, ZmATL32, ZmATL34, and ZmATL35 were significantly induced. Among them, ATL12 and ATL21 were rapidly induced, and the other genes were induced at 24 and 48 h, respectively (Figure 8). Consequently, these genes are likely involved in resistance to F. verticillioides. We found that ZmATL10 was induced by heat and drought stress and was also involved in the response to F. verticillioides, indicating that ZmATL10 has a broad spectrum of stress resistance.

3.8. Functional Study of ZmATL10 and AtATL27 Resistance to High-Temperature Stress

To further understand the biological function of ZmATL10 under high-temperature stress, and also determine whether its homologous gene AtATL27 in Arabidopsis also has similar functions, 35S::AtATL27 and 35S::ZmATL10 were used to construct overexpression transgenic lines in the Col-0 ecotype background by Agrobacterium inflorescence infection. Col-0, Atatl27, 35S::ZmATL10, and 35S::AtATL27 overexpressed transgenic seeds were germinated in one-half MS medium for 7 days and then treated at 42 °C for 2 h. Compared with the survival rate of Col-0, the survival rate of p35S::ZmATL10 and p35S::AtATL27 was significantly higher than that of the wild type, while the survival rate of the atl27 mutant was considerably lower than that of WT (Figure 9A–C). After high-temperature treatment, the hydrogen peroxide content of 35S::ZmATL10 and 35S::AtATL27 plants decreased compared with Col-0, while the hydrogen peroxide content of Atatl27 mutant plants increased (Figure 9D). These results indicate that ZmATL10 positively regulates high-temperature stress, which is consistent with the phenotype of its homologous gene AtATL10 in Arabidopsis, indicating that the functions of maize ATL family genes are similar to those in Arabidopsis. Nucleotide diversity analysis showed that ZmATL10 underwent selection and domestication. The above results indicate that the functions of ATL genes in Arabidopsis and maize are relatively conserved, and they play the same function in resisting stress.

4. Discussion

In plants, the ATL subfamily is primarily characterized by the RING-H2 domain, which plays a crucial role in various metabolic processes related to plant growth and development [48]. Previous studies have shown that AtATLs contain a RING domain and multiple transmembrane domains and are thought to function as E3 ubiquitin ligases in Arabidopsis [49,50]. The number of ATL members varies across different plant species, with several articles reporting that there are 121 family members in rice (O. sativa), 96 in grapevine (Vitis vinifera L.), and 90 in poplar (Populus trichocarpa). There are 80 ATL members in Arabidopsis, 82 in tomato (Solanum lycopersicum L.), and 162 in soybean (Glycine max L.) [40]. However, the number of ATL family members in maize (Z. mays) and their expression patterns under abiotic stress have not yet been investigated. In this study, bioinformatics methods were employed to analyze the physicochemical properties, conserved domains, phylogeny, and expression patterns of maize ATL gene family members. In this study, 77 ZmATL genes were identified from the maize genome sequence, and they were evenly distributed across ten chromosomes. All ZmATL conserved domains contain only RING domains. Of these, 73 ZmATLs have transmembrane domains, while 4 ZmATLs do not (Figure S2). A phylogenetic analysis revealed that proteins from rice, Arabidopsis, and maize can be categorized into nine groups, each containing OsATLs, AtATLs, and ZmATLs. This suggests that ATL proteins from these three plants are closely related. In the evolutionary tree, the distribution of ZmATLs and OsATLs across branches is similar, indicating a closer relationship between maize and rice ATLs.
To create a comprehensive guide to the functions of ATL family ubiquitin ligases, we identified predicted ATL genes in Arabidopsis, O. sativa, and Z. mays. The identification of ATL family genes in Arabidopsis and O. sativa has been reported, and we further improved the functional study of maize ATL family genes [48,51,52]. The ATL family is a significant group of RING-H2 finger genes, comprising approximately 40% of the RING-H2 finger genes in maize. Previous articles reported that 80 ATL family genes were identified in Arabidopsis and 121 ATL genes were identified in O. sativa [48]. We used TBtools to identify 82 ATL genes in Arabidopsis, of which ATL4H and ATL28B were newly identified genes, which is different from previous reports. The results show that using TBtools in family gene mining can make changes more precise and convenient.
The ATL family has been reported to perform important biological functions as ubiquitin ligases in Arabidopsis. Ubiquitin ligase (E3) usually forms the ubiquitin–proteasome system (UPS) together with the ubiquitin-activating enzyme (E1) and ubiquitin-coupled enzyme (E2) [16,53]. The ATL family plays a crucial role in regulating a wide range of cellular processes, including protein degradation, signaling, DNA repair, cell-cycle progression, and immune response in Arabidopsis [39,40,48,51]. About 60% of rice ATLs are clustered with Arabidopsis ATL [48]. Similarly, we found through phylogenetic tree analysis that maize ATLs have high homology with ATLs in Arabidopsis and rice. According to the classification of Arabidopsis AtATL, the ATL family can be divided into nine subfamilies, namely class I–class IX. All nine subfamilies contain family members from Arabidopsis, O. sativa, and Z. mays. Gene structure analysis shows that about 78% of ATL family members in maize have no introns, which is consistent with the result that 90% of ATL genes in Arabidopsis lack introns. These genes have an ancient origin and may have appeared before the separation of monocots and dicots. Research on the ZmATL gene family in maize is currently lacking. However, its unique RING domain is a key marker of E3 ubiquitin ligases. Although the functions of the ZmATL family in maize remain unclear, preliminary evidence suggests that some members function in the same way as Arabidopsis, acting as RING-type E3 ubiquitin ligases involved in abiotic and biotic stress responses, hormone regulation, and plant growth and development, providing valuable references for future research.
As a sessile organism, maize cannot avoid abiotic stress during its growth and must withstand conditions such as soil salinity, drought, and extreme temperatures. These stresses significantly limit plant distribution, affect growth and development, and decrease crop productivity [54,55]. Abiotic stress can directly induce physical or chemical changes in plants at the physiological, biochemical, and cellular levels, triggering cellular stress responses. Disrupting sensor function affects the levels of second messengers, including Ca2⁺, ROS, No, and phospholipids [37,56,57]. To better adapt to environmental changes, maize has evolved an adaptive mechanism. A previous study showed that maize represents, on average, only 57.1% of the nucleotide diversity in teosinte [58]. The selective domestication analysis showed that most of the ATL genes were positively selected during evolution, indicating that ATL family genes were more suitable for the growth and reproduction of maize than other genes, and could improve the adaptability of maize to the environment. These results support the idea that multiple members of the gene family work together to regulate plant-specific traits. Selective domestication suggests that external stimuli, such as abiotic and biotic stresses, favor a wider abundance of this gene family, which helps this family better resist external stimuli. About 60% of the maize ATLs are clustered with O. sativa ATLs. Many of these predicted gene products show sequence similarity, indicating that they may be orthologous and may play the same biological function in plants.
In Arabidopsis, among the ATL family members, AtATL2 was the first to be discovered. Initially, it was reported that overexpression of AtATL2 in A. thaliana and yeast could cause yeast cell death, leading to conditional toxicity. Subsequent studies have shown that AtATL2 plays a role in plant defense against pathogens [32,33]. The ATL protein family plays a crucial role in various aspects of plant growth and development, including developmental processes and stress-response mechanisms [36,49,50]. Several members of the ATL family have been functionally characterized, with some participating in plant defense [40]. For example, overexpression of AtATL1 in A. thaliana results in growth retardation, characterized by stunted growth and cell death. Reducing AtATL1 expression decreases the susceptibility of A. thaliana to powdery mildew [59]. The Arabidopsis AtATL2 gene is also implicated in pathogen defense [30,33]. AtATL5 in A. thaliana affects seed lifespan-related genes by regulating ABT1-mediated transcriptional activation [60]. The absence of ATL6 or ATL31/CNI1 increases the sensitivity to C/N stress; it is involved in regulating the growth process of A. thaliana [49,61,62]. AtATL27, as an E3 ubiquitin ligase, interacts with CSN5A and participates in plant salt-stress response to balance plant stress response and growth and development [39]. Arabidopsis AtATL54 is an E3 ubiquitin ligase that promotes secondary cell-wall biosynthesis and participates in programmed cell death during xylem formation [63]. AtATL62 is an ATL protein that is localized to the leaf epidermal plasma membrane, and it plays an important role in the regulation of flowering and photoperiod in plants [40]. ATL78 plays a dual role in A. thaliana, responding to both cold stress and drought stress. Overexpression of ATL78 can improve drought-stress resistance but is sensitive to cold stress [64].
In O. sativa, ATL family proteins also play important biological functions. For example, the ubiquitin ligase OsATL24 is crucial for promoting the development of meristem cells in roots. Additionally, the OsATL24 mutant exhibited increased sensitivity to nitrogen, which further inhibited lateral root formation. On the other hand, OsATL24 mutants exhibit heightened sensitivity to nitrogen, resulting in the inhibition of root formation [48]. The ZmATL10 gene was overexpressed in A. thaliana, and phenotypic identification showed that the overexpressed plants showed an obvious high-temperature resistance phenotype. Continuing to study the response of ZmATL family genes to abiotic stress will help us continue to understand the functions of ZmATL family genes and cultivate new resistant varieties.

5. Conclusions

Plants experience various biotic and abiotic stresses during growth and development, leading to changes in their physiological, biochemical, cellular, and morphological characteristics. To cope with adverse growth conditions, plants regulate gene expression to respond to, adapt to, and resist stress. This regulation enhances their stress resistance. For instance, the ATL gene family in A. thaliana plays a crucial role in supporting growth and development under environmental stress. Thus, understanding the role of ATL is essential for comprehending nearly all aspects of plant growth and development.
In summary, the maize ATL family consists of 77 members, which are widely distributed in the cell membrane and cytoplasm. These members have highly conserved transmembrane transport domains and RING domains and show significant differences in expression levels across various tissues. They play crucial roles in resisting both biotic and abiotic stresses. We overexpressed the ZmATL10 family genes from Z. mays in Arabidopsis and studied its homologous gene, AtATL27, in Arabidopsis. Overexpression of ZmATL10 and AtATL27 can significantly improve resistance to high-temperature stress.
The genes of the maize E3 ubiquitin ligase ZmATL family were comprehensively identified and systematically analyzed. This analysis revealed their expression patterns across various tissues and under both biotic and abiotic stresses. In summary, the biological function and evolutionary role of the maize ZmATL genes family under adversity have become clear. ZmATL genes are potential candidate genes for improving plant tolerance to biotic stress. In future studies, the role of ZmATL family genes in biotic and abiotic stress needs to be further explored, and the biological role of ZmATL family genes needs to be further clarified. Mining ZmATL family stress-resistant genes in maize and developing stress-resistant planting resources are of great significance to ensuring food quality and increasing food yield.

Supplementary Materials

The following supporting information can be downloaded at https://www.mdpi.com/article/10.3390/genes15081106/s1: Figure S1: Analysis of transmembrane domains of ZmATL family genes. Figure S2: Synteny analysis of ATL family genes. Figure S3: Positive selection genes in the ZmATL family of genes during domestication. Table S1: Primers used in this study.

Author Contributions

F.Q. and Z.Z. guided paper writing and design experiments, H.D., X.L. and S.Z. performed the experiments, J.D., M.W., W.L., Y.L., H.M., P.Z., X.W. and G.L. analyzed the data, X.L. and H.D. made the figures and wrote the article. All authors have read and agreed to the published version of the manuscript.

Funding

This work is supported by the National Key R&D Program (2021YFF1000500, F.Q.), the National Key Research and Development Program of China, Grant/Award Number: 2023YFD1200504, the National Natural Science Foundation of China, Grant/Award Number: 32272142, and the Taishan Scholars Program of Shandong Province, Grant/Award Number: tsqn201909074.

Institutional Review Board Statement

Not applicable.

Informed Consent Statement

Not applicable.

Data Availability Statement

All data are reported in this manuscript.

Conflicts of Interest

The authors declare no conflicts of interest.

References

  1. Zhang, Y.; Gu, J.-Y.; Wang, C.; Wang, W.-L.; Zhang, W.-Y.; Gu, J.-F.; Liu, L.-J.; Yang, J.-C.; Zhang, H. Carbon footprint of major grain crops in the middle and lower reaches of the Yangtze River during 2011–2020. Ying Yong Sheng Tai Xue Bao 2023, 34, 3364–3372. [Google Scholar] [CrossRef] [PubMed]
  2. Wang, Z.; Hartmann, T.E.; Wang, X.; Cui, Z.; Hou, Y.; Meng, F.; Yu, X.; Wu, J.; Zhang, F. Phosphorus Flow Analysis in the Maize Based Food-Feed-Energy Systems in China. Environ. Res. 2020, 184, 109319. [Google Scholar] [CrossRef]
  3. Gao, C.; Tang, D.; Wang, W. The Role of Ubiquitination in Plant Immunity: Fine-Tuning Immune Signaling and Beyond. Plant Cell Physiol. 2022, 63, 1405–1413. [Google Scholar] [CrossRef]
  4. Li, Z.; Howell, S.H. Heat Stress Responses and Thermotolerance in Maize. Int. J. Mol. Sci. 2021, 22, 948. [Google Scholar] [CrossRef] [PubMed]
  5. Wen, J.; Shen, Y.; Xing, Y.; Wang, Z.; Han, S.; Li, S.; Yang, C.; Hao, D.; Zhang, Y. QTL Mapping of Fusarium Ear Rot Resistance in Maize. Plant Dis. 2021, 105, 558–565. [Google Scholar] [CrossRef] [PubMed]
  6. Colombini, F.d.S.; Ceccato-Antonini, S.R.; Rosa-Magri, M.M. Maize Treatment with Yeast Cells Induces Resistance against Fusarium Rot. Lett. Appl. Microbiol. 2023, 76, ovac072. [Google Scholar] [CrossRef] [PubMed]
  7. Zhu, J.-K. Abiotic Stress Signaling and Responses in Plants. Cell 2016, 167, 313–324. [Google Scholar] [CrossRef]
  8. Nykiel, M.; Gietler, M.; Fidler, J.; Prabucka, B.; Labudda, M. Abiotic Stress Signaling and Responses in Plants. Plants 2023, 12, 3405. [Google Scholar] [CrossRef]
  9. Mei, F.; Chen, B.; Du, L.; Li, S.; Zhu, D.; Chen, N.; Zhang, Y.; Li, F.; Wang, Z.; Cheng, X.; et al. A Gain-of-Function Allele of a DREB Transcription Factor Gene Ameliorates Drought Tolerance in Wheat. Plant Cell 2022, 34, 4472–4494. [Google Scholar] [CrossRef]
  10. Hu, W.; Yan, Y.; Shi, H.; Liu, J.; Miao, H.; Tie, W.; Ding, Z.; Ding, X.; Wu, C.; Liu, Y.; et al. The Core Regulatory Network of the Abscisic Acid Pathway in Banana: Genome-Wide Identification and Expression Analyses during Development, Ripening, and Abiotic Stress. BMC Plant Biol. 2017, 17, 145. [Google Scholar] [CrossRef]
  11. Agarwal, P.K.; Agarwal, P.; Reddy, M.K.; Sopory, S.K. Role of DREB Transcription Factors in Abiotic and Biotic Stress Tolerance in Plants. Plant Cell Rep. 2006, 25, 1263–1274. [Google Scholar] [CrossRef]
  12. Kong, L.; Cheng, J.; Zhu, Y.; Ding, Y.; Meng, J.; Chen, Z.; Xie, Q.; Guo, Y.; Li, J.; Yang, S.; et al. Degradation of the ABA Co-Receptor ABI1 by PUB12/13 U-Box E3 Ligases. Nat. Commun. 2015, 6, 8630. [Google Scholar] [CrossRef] [PubMed]
  13. Waadt, R.; Seller, C.A.; Hsu, P.-K.; Takahashi, Y.; Munemasa, S.; Schroeder, J.I. Plant Hormone Regulation of Abiotic Stress Responses. Nat. Rev. Mol. Cell Biol. 2022, 23, 680–694. [Google Scholar] [CrossRef] [PubMed]
  14. Han, G.; Qiao, Z.; Li, Y.; Yang, Z.; Wang, C.; Zhang, Y.; Liu, L.; Wang, B. RING Zinc Finger Proteins in Plant Abiotic Stress Tolerance. Front. Plant Sci. 2022, 13, 877011. [Google Scholar] [CrossRef]
  15. Haakonsen, D.L.; Heider, M.; Ingersoll, A.J.; Vodehnal, K.; Witus, S.R.; Uenaka, T.; Wernig, M.; Rapé, M. Stress Response Silencing by an E3 Ligase Mutated in Neurodegeneration. Nature 2024, 626, 874–880. [Google Scholar] [CrossRef] [PubMed]
  16. Saxena, H.; Negi, H.; Sharma, B. Role of F-Box E3-Ubiquitin Ligases in Plant Development and Stress Responses. Plant Cell Rep. 2023, 42, 1133–1146. [Google Scholar] [CrossRef]
  17. Lau, O.S.; Deng, X.W. Effect of Arabidopsis COP10 Ubiquitin E2 Enhancement Activity across E2 Families and Functional Conservation among Its Canonical Homologues. Biochem. J. 2009, 418, 683–690. [Google Scholar] [CrossRef]
  18. Ban, Z.; Estelle, M. CUL3 E3 Ligases in Plant Development and Environmental Response. Nat. Plants 2021, 7, 6–16. [Google Scholar] [CrossRef]
  19. Cho, S.K.; Ryu, M.Y.; Kim, J.H.; Hong, J.S.; Oh, T.R.; Kim, W.T.; Yang, S.W. RING E3 Ligases: Key Regulatory Elements Are Involved in Abiotic Stress Responses in Plants. BMB Rep. 2017, 50, 393–400. [Google Scholar] [CrossRef]
  20. Al-Saharin, R.; Hellmann, H.; Mooney, S. Plant E3 Ligases and Their Role in Abiotic Stress Response. Cells 2022, 11, 890. [Google Scholar] [CrossRef]
  21. Sun, J.; Sun, Y.; Ahmed, R.I.; Ren, A.; Xie, M. Research Progress on Plant RING-Finger Proteins. Genes 2019, 10, 973. [Google Scholar] [CrossRef] [PubMed]
  22. Jiménez-López, D.; Muñóz-Belman, F.; González-Prieto, J.M.; Aguilar-Hernández, V.; Guzmán, P. Repertoire of Plant RING E3 Ubiquitin Ligases Revisited: New Groups Counting Gene Families and Single Genes. PLoS ONE 2018, 13, e0203442. [Google Scholar] [CrossRef] [PubMed]
  23. Sadanandom, A.; Bailey, M.; Ewan, R.; Lee, J.; Nelis, S. The Ubiquitin-Proteasome System: Central Modifier of Plant Signalling. New Phytol. 2012, 196, 13–28. [Google Scholar] [CrossRef] [PubMed]
  24. Lee, H.; Xiong, L.; Gong, Z.; Ishitani, M.; Stevenson, B.; Zhu, J.-K. The Arabidopsis HOS1 Gene Negatively Regulates Cold Signal Transduction and Encodes a RING Finger Protein That Displays Cold-Regulated Nucleo–Cytoplasmic Partitioning. Genes Dev. 2001, 15, 912–924. [Google Scholar] [CrossRef]
  25. Lan, W.; Miao, Y. New Aspects of HECT-E3 Ligases in Cell Senescence and Cell Death of Plants. Plants 2019, 8, 483. [Google Scholar] [CrossRef]
  26. Yang, L.; Wu, L.; Chang, W.; Li, Z.; Miao, M.; Li, Y.; Yang, J.; Liu, Z.; Tan, J. Overexpression of the Maize E3 Ubiquitin Ligase Gene ZmAIRP4 Enhances Drought Stress Tolerance in Arabidopsis. Plant Physiol. Biochem. 2018, 123, 34–42. [Google Scholar] [CrossRef]
  27. Xia, Z.; Liu, Q.; Wu, J.; Ding, J. ZmRFP1, the Putative Ortholog of SDIR1, Encodes a RING-H2 E3 Ubiquitin Ligase and Responds to Drought Stress in an ABA-Dependent Manner in Maize. Gene 2012, 495, 146–153. [Google Scholar] [CrossRef]
  28. Brugière, N.; Zhang, W.; Xu, Q.; Scolaro, E.J.; Lu, C.; Kahsay, R.Y.; Kise, R.; Trecker, L.; Williams, R.W.; Hakimi, S.; et al. Overexpression of RING Domain E3 Ligase ZmXerico1 Confers Drought Tolerance through Regulation of ABA Homeostasis. Plant Physiol. 2017, 175, 1350–1369. [Google Scholar] [CrossRef]
  29. Davis, J.G.; Hamuro, J.; Shim, C.Y.; Samanta, A.; Greene, M.I.; Dobashi, K. Isolation and Characterization of a Neu Protein-Specific Activating Factor from Human ATL-2 Cell Conditioned Medium. Biochem. Biophys. Res. Commun. 1991, 179, 1536–1542. [Google Scholar] [CrossRef]
  30. Serrano, M.; Guzmán, P. Isolation and Gene Expression Analysis of Arabidopsis Thaliana Mutants with Constitutive Expression of ATL2, an Early Elicitor-Response RING-H2 Zinc-Finger Gene. Genetics 2004, 167, 919–929. [Google Scholar] [CrossRef]
  31. Liu, S.; Wang, K.; Li, J.; Liu, Y.; Zhang, Z.; Meng, D. MiR-30e-5p Deficiency Exerts an Inhibitory Effect on Inflammation in Rheumatoid Arthritis via Regulating Atl2 Expression. Arch. Rheumatol. 2023, 38, 119–128. [Google Scholar] [CrossRef]
  32. Reynisdottir, I.; Arason, A.; Freysteinsdottir, E.S.; Kristjansdottir, S.B.; Hilmarsdottir, B.; Traustadottir, G.A.; Johannsson, O.T.; Agnarsson, B.A.; Barkardottir, R.B. High Atlastin 2-2 (ATL2-2) Expression Associates with Worse Prognosis in Estrogen-Receptor-Positive Breast Cancer. Genes 2023, 14, 1559. [Google Scholar] [CrossRef] [PubMed]
  33. Kim, D.; Jeon, S.J.; Hong, J.K.; Kim, M.G.; Kim, S.H.; Kadam, U.S.; Kim, W.-Y.; Chung, W.S.; Stacey, G.; Hong, J.C. The Auto-Regulation of ATL2 E3 Ubiquitin Ligase Plays an Important Role in the Immune Response against Alternaria Brassicicola in Arabidopsis Thaliana. Int. J. Mol. Sci. 2024, 25, 2388. [Google Scholar] [CrossRef] [PubMed]
  34. Ariani, P.; Regaiolo, A.; Lovato, A.; Giorgetti, A.; Porceddu, A.; Camiolo, S.; Wong, D.; Castellarin, S.; Vandelle, E.; Polverari, A. Genome-Wide Characterisation and Expression Profile of the Grapevine ATL Ubiquitin Ligase Family Reveal Biotic and Abiotic Stress-Responsive and Development-Related Members. Sci. Rep. 2016, 6, 38260. [Google Scholar] [CrossRef]
  35. Qanmber, G.; Yu, D.; Li, J.; Wang, L.; Ma, S.; Lu, L.; Yang, Z.; Li, F. Genome-Wide Identification and Expression Analysis of Gossypium RING-H2 Finger E3 Ligase Genes Revealed Their Roles in Fiber Development, and Phytohormone and Abiotic Stress Responses. J. Cotton Res. 2018, 1, 1. [Google Scholar] [CrossRef]
  36. Cui, L.H.; Min, H.J.; Yu, S.G.; Byun, M.Y.; Oh, T.R.; Lee, A.; Yang, H.W.; Kim, W.T. OsATL38 Mediates Mono-Ubiquitination of the 14-3-3 Protein OsGF14d and Negatively Regulates the Cold Stress Response in Rice. J. Exp. Bot. 2022, 73, 307–323. [Google Scholar] [CrossRef]
  37. Kim, S.J.; Kim, W.T. Suppression of Arabidopsis RING E3 Ubiquitin Ligase AtATL78 Increases Tolerance to Cold Stress and Decreases Tolerance to Drought Stress. FEBS Lett. 2013, 587, 2584–2590. [Google Scholar] [CrossRef]
  38. Suh, J.Y.; Kim, S.J.; Oh, T.R.; Cho, S.K.; Yang, S.W.; Kim, W.T. Arabidopsis Tóxicos En Levadura 78 (AtATL78) Mediates ABA-Dependent ROS Signaling in Response to Drought Stress. Biochem. Biophys. Res. Commun. 2016, 469, 8–14. [Google Scholar] [CrossRef]
  39. Zhou, Y.; Li, X.-H.; Guo, Q.-H.; Liu, P.; Li, Y.; Wu, C.-A.; Yang, G.-D.; Huang, J.-G.; Zhang, S.-Z.; Zheng, C.-C.; et al. Salt Responsive Alternative Splicing of a RING Finger E3 Ligase Modulates the Salt Stress Tolerance by Fine-Tuning the Balance of COP9 Signalosome Subunit 5A. PLoS Genet. 2021, 17, e1009898. [Google Scholar] [CrossRef]
  40. Wu, M.; Musazade, E.; Yang, X.; Yin, L.; Zhao, Z.; Zhang, Y.; Lu, J.; Guo, L. ATL Protein Family: Novel Regulators in Plant Response to Environmental Stresses. J. Agric. Food Chem. 2023, 71, 20419–20440. [Google Scholar] [CrossRef]
  41. Chen, C.; Wu, Y.; Xia, R. A Painless Way to Customize Circos Plot: From Data Preparation to Visualization Using TBtools. Imeta 2022, 1, e35. [Google Scholar] [CrossRef]
  42. Letunic, I.; Bork, P. Interactive Tree of Life (iTOL) v5: An Online Tool for Phylogenetic Tree Display and Annotation. Nucleic Acids Res. 2021, 49, W293–W296. [Google Scholar] [CrossRef]
  43. Chen, C.; Chen, H.; Zhang, Y.; Thomas, H.R.; Frank, M.H.; He, Y.; Xia, R. TBtools: An Integrative Toolkit Developed for Interactive Analyses of Big Biological Data. Mol. Plant 2020, 13, 1194–1202. [Google Scholar] [CrossRef]
  44. Chen, C.; Wu, Y.; Li, J.; Wang, X.; Zeng, Z.; Xu, J.; Liu, Y.; Feng, J.; Chen, H.; He, Y.; et al. TBtools-II: A “One for All, All for One” Bioinformatics Platform for Biological Big-Data Mining. Mol. Plant 2023, 16, 1733–1742. [Google Scholar] [CrossRef]
  45. Tamura, K.; Stecher, G.; Kumar, S. MEGA11: Molecular Evolutionary Genetics Analysis Version 11. Mol. Biol. Evol. 2021, 38, 3022–3027. [Google Scholar] [CrossRef]
  46. Dong, T.; Park, Y.; Hwang, I. Abscisic Acid: Biosynthesis, Inactivation, Homoeostasis and Signalling. Essays Biochem. 2015, 58, 29–48. [Google Scholar] [CrossRef]
  47. Zhu, M.; Yan, B.; Hu, Y.; Cui, Z.; Wang, X. Genome-Wide Identification and Phylogenetic Analysis of Rice FTIP Gene Family. Genomics 2020, 112, 3803–3814. [Google Scholar] [CrossRef]
  48. Serrano, M.; Parra, S.; Alcaraz, L.D.; Guzmán, P. The ATL Gene Family from Arabidopsis Thaliana and Oryza Sativa Comprises a Large Number of Putative Ubiquitin Ligases of the RING-H2 Type. J. Mol. Evol. 2006, 62, 434–445. [Google Scholar] [CrossRef]
  49. Du, M.; Lu, D.; Liu, X. The Arabidopsis Ubiquitin Ligases ATL31 and ATL6 Regulate Plant Response to Salt Stress in an ABA-Independent Manner. Biochem. Biophys. Res. Commun. 2023, 685, 149156. [Google Scholar] [CrossRef]
  50. Guzmán, P. The Prolific ATL Family of RING-H2 Ubiquitin Ligases. Plant Signal. Behav. 2012, 7, 1014–1021. [Google Scholar] [CrossRef]
  51. Aguilar-Hernández, V.; Guzmán, P. The Fate of Tandemly Duplicated Genes Assessed by the Expression Analysis of a Group of Arabidopsis Thaliana RING-H2 Ubiquitin Ligase Genes of the ATL Family. Plant Mol. Biol. 2014, 84, 429–441. [Google Scholar] [CrossRef] [PubMed]
  52. Dyaa, A.; Soliman, H.; Abdelrazak, A.; Samra, B.N.; Khojah, E.; Ahmed, A.F.; El-Esawi, M.A.; Elsayed, A. Optimization of Carotenoids Production from Rhodotorula Sp. Strain ATL72 for Enhancing Its Biotechnological Applications. J. Fungi 2022, 8, 160. [Google Scholar] [CrossRef]
  53. Shu, K.; Yang, W. E3 Ubiquitin Ligases: Ubiquitous Actors in Plant Development and Abiotic Stress Responses. Plant Cell Physiol. 2017, 58, 1461–1476. [Google Scholar] [CrossRef]
  54. Verma, V.; Ravindran, P.; Kumar, P.P. Plant Hormone-Mediated Regulation of Stress Responses. BMC Plant Biol. 2016, 16, 86. [Google Scholar] [CrossRef] [PubMed]
  55. Zeng, R.; Li, Z.; Shi, Y.; Fu, D.; Yin, P.; Cheng, J.; Jiang, C.; Yang, S. Natural Variation in a Type-A Response Regulator Confers Maize Chilling Tolerance. Nat. Commun. 2021, 12, 4713. [Google Scholar] [CrossRef]
  56. Kim, J.H.; Kim, W.T. The Arabidopsis RING E3 Ubiquitin Ligase AtAIRP3/LOG2 Participates in Positive Regulation of High-Salt and Drought Stress Responses. Plant Physiol. 2013, 162, 1733–1749. [Google Scholar] [CrossRef] [PubMed]
  57. van Zelm, E.; Zhang, Y.; Testerink, C. Salt Tolerance Mechanisms of Plants. Annu. Rev. Plant. Biol. 2020, 71, 403–433. [Google Scholar] [CrossRef] [PubMed]
  58. Wright, S.I.; Bi, I.V.; Schroeder, S.G.; Yamasaki, M.; Doebley, J.F.; McMullen, M.D.; Gaut, B.S. The Effects of Artificial Selection on the Maize Genome. Science 2005, 308, 1310–1314. [Google Scholar] [CrossRef]
  59. Serrano, I.; Gu, Y.; Qi, D.; Dubiella, U.; Innes, R.W. The Arabidopsis EDR1 Protein Kinase Negatively Regulates the ATL1 E3 Ubiquitin Ligase to Suppress Cell Death. Plant Cell 2014, 26, 4532–4546. [Google Scholar] [CrossRef]
  60. He, W.; Wang, R.; Zhang, Q.; Fan, M.; Lyu, Y.; Chen, S.; Chen, D.; Chen, X. E3 Ligase ATL5 Positively Regulates Seed Longevity by Mediating the Degradation of ABT1 in Arabidopsis. New Phytol. 2023, 239, 1754–1770. [Google Scholar] [CrossRef]
  61. Maekawa, S.; Sato, T.; Asada, Y.; Yasuda, S.; Yoshida, M.; Chiba, Y.; Yamaguchi, J. The Arabidopsis Ubiquitin Ligases ATL31 and ATL6 Control the Defense Response as Well as the Carbon/Nitrogen Response. Plant Mol. Biol. 2012, 79, 217–227. [Google Scholar] [CrossRef]
  62. Liu, X.; Zhou, Y.; Du, M.; Liang, X.; Fan, F.; Huang, G.; Zou, Y.; Bai, J.; Lu, D. The Calcium-Dependent Protein Kinase CPK28 Is Targeted by the Ubiquitin Ligases ATL31 and ATL6 for Proteasome-Mediated Degradation to Fine-Tune Immune Signaling in Arabidopsis. Plant Cell 2022, 34, 679–697. [Google Scholar] [CrossRef]
  63. Noda, S.; Takahashi, Y.; Tsurumaki, Y.; Yamamura, M.; Nishikubo, N.; Yamaguchi, M.; Sakurai, N.; Hattori, T.; Suzuki, H.; Demura, T.; et al. ATL54, a RING-H2 Domain Protein Selected by a Gene Co-Expression Network Analysis, Is Associated with Secondary Cell Wall Formation in Arabidopsis. Plant Biotechnol. 2013, 30, 169–177. [Google Scholar] [CrossRef]
  64. Jiménez-Morales, E.; Aguilar-Hernández, V.; Aguilar-Henonin, L.; Guzmán, P. Molecular Basis for Neofunctionalization of Duplicated E3 Ubiquitin Ligases Underlying Adaptation to Drought Tolerance in Arabidopsis Thaliana. Plant J. 2020, 104, 474–492. [Google Scholar] [CrossRef]
Figure 1. The chromosomal distribution of ZmATL family genes is illustrated in the figure. The red gene symbols denote various members of the ZmATL family. Maize chromosomes are indicated by yellow numbers. The density of genes is represented by the number of blue lines, with an increase indicating higher gene density and a decrease indicating lower gene density.
Figure 1. The chromosomal distribution of ZmATL family genes is illustrated in the figure. The red gene symbols denote various members of the ZmATL family. Maize chromosomes are indicated by yellow numbers. The density of genes is represented by the number of blue lines, with an increase indicating higher gene density and a decrease indicating lower gene density.
Genes 15 01106 g001
Figure 2. Phylogenetic analysis of ATL families of A. thaliana, O. sativa, and Z. mays. Roman numerals (I–IX) represent different family members, distinguished by different colors.
Figure 2. Phylogenetic analysis of ATL families of A. thaliana, O. sativa, and Z. mays. Roman numerals (I–IX) represent different family members, distinguished by different colors.
Genes 15 01106 g002
Figure 3. Phylogenetic tree, conserved motifs, and gene structure of maize ZmATL family. (A) Phylogenetic tree of ZmATL family members. (B) Distribution of conserved motifs in ZmATL proteins; colored boxes represent motifs 1–8. (C) Gene structure of ZmATL family genes, including introns (black lines), exons (yellow rectangles), and untranslated regions (UTRs, green rectangles).
Figure 3. Phylogenetic tree, conserved motifs, and gene structure of maize ZmATL family. (A) Phylogenetic tree of ZmATL family members. (B) Distribution of conserved motifs in ZmATL proteins; colored boxes represent motifs 1–8. (C) Gene structure of ZmATL family genes, including introns (black lines), exons (yellow rectangles), and untranslated regions (UTRs, green rectangles).
Genes 15 01106 g003
Figure 4. Evidence of selection pressure on ZmATLs is illustrated using maize HapMap v3 SNP data. The red, green, and blue lines indicate the nucleotide diversity of improved maize lines, landraces, and teosinte, respectively.
Figure 4. Evidence of selection pressure on ZmATLs is illustrated using maize HapMap v3 SNP data. The red, green, and blue lines indicate the nucleotide diversity of improved maize lines, landraces, and teosinte, respectively.
Genes 15 01106 g004
Figure 5. Heat map of tissue expression of maize ATL family genes.
Figure 5. Heat map of tissue expression of maize ATL family genes.
Genes 15 01106 g005
Figure 6. The promoter cis-regulatory elements of the ZmATL gene family are shown, with numbers representing the quantity of each element present in the promoter, where the numbers represent the number of contained elements, red represents more than 10 of these elements, orange represents 5–10 of these elements, and the rest represent less than 5 of these elements.
Figure 6. The promoter cis-regulatory elements of the ZmATL gene family are shown, with numbers representing the quantity of each element present in the promoter, where the numbers represent the number of contained elements, red represents more than 10 of these elements, orange represents 5–10 of these elements, and the rest represent less than 5 of these elements.
Genes 15 01106 g006
Figure 7. Abiotic stress heat map of maize ATL family genes. The expression at 0 h was set to 1. Color markers indicate changes in gene expression, red, orange, and pink for high expression and blue for low expression.
Figure 7. Abiotic stress heat map of maize ATL family genes. The expression at 0 h was set to 1. Color markers indicate changes in gene expression, red, orange, and pink for high expression and blue for low expression.
Genes 15 01106 g007
Figure 8. Expression levels of the ZmATL family genes following infection with Fusarium stalk rot. qRT-PCR was performed using gene-specific primers. These results show only genes that were induced and up-regulated(* p < 0.05, ** p < 0.01, *** p < 0.001).
Figure 8. Expression levels of the ZmATL family genes following infection with Fusarium stalk rot. qRT-PCR was performed using gene-specific primers. These results show only genes that were induced and up-regulated(* p < 0.05, ** p < 0.01, *** p < 0.001).
Genes 15 01106 g008
Figure 9. Phenotypes of Col-0, ZmATL10, AtATL27, and Atatl27 seedlings after heat stress treatments. (A,B) Phenotypes of Col-0, ZmATL10, AtATL27, and Atatl27 seedlings after 42 °C treatment. (C) Survival rate and hydrogen peroxide content in wild-type mutants treated with high temperature for 0 and 2 h. (D) Determination of hydrogen peroxide content in Col-0, ZmATL10, AtATL27, and Atatl27 under high-temperature stress. Values are shown as the mean ± SE from three biological repeats. Statistically significant differences were identified between pairs of measurements using Student’s t-test (* p < 0.05, ** p < 0.01).
Figure 9. Phenotypes of Col-0, ZmATL10, AtATL27, and Atatl27 seedlings after heat stress treatments. (A,B) Phenotypes of Col-0, ZmATL10, AtATL27, and Atatl27 seedlings after 42 °C treatment. (C) Survival rate and hydrogen peroxide content in wild-type mutants treated with high temperature for 0 and 2 h. (D) Determination of hydrogen peroxide content in Col-0, ZmATL10, AtATL27, and Atatl27 under high-temperature stress. Values are shown as the mean ± SE from three biological repeats. Statistically significant differences were identified between pairs of measurements using Student’s t-test (* p < 0.05, ** p < 0.01).
Genes 15 01106 g009
Table 1. Physico-chemical properties of the ZmATL genes family in maize.
Table 1. Physico-chemical properties of the ZmATL genes family in maize.
Gene
Name
Gene IDCDS (bp)AAMV (Da)PIGRAVYSubcellular Localization
ZmATL1Zm00001eb004000170130231,455.858.030.092endosome
ZmATL2Zm00001eb006670169436238,658.426.76−0.349membrane
ZmATL3Zm00001eb022630127923023,747.316.760.425membrane
ZmATL4Zm00001eb024440109323224,741.127.19−0.024membrane
ZmATL5Zm00001eb030780220239842,205.3510.74−0.125membrane
ZmATL6Zm00001eb033500138337740,128.529.04−0.154endosome
ZmATL7Zm00001eb03881096031933,829.167.19−0.118membrane
ZmATL8Zm00001eb039970122623924,284.784.810.458membrane
ZmATL9Zm00001eb072750122217318,512.327.99−0.07membrane
ZmATL10Zm00001eb081320302241943,467.626.73−0.388membrane
ZmATL11Zm00001eb081330203838840,688.788.9−0.301membrane
ZmATL12Zm00001eb081980144228929,534.548.71−0.025membrane
ZmATL13Zm00001eb101180157039341,084.329.52−0.197membrane
ZmATL14Zm00001eb101200173935738,217.325.9−0.154membrane
ZmATL15Zm00001eb104970128024626,290.327.980.283endosome
ZmATL16Zm00001eb109400118225225,968.36.06−0.129endosome
ZmATL17Zm00001eb115110179139040,387.19.26−0.303membrane
ZmATL18Zm00001eb120050139534836,805.0910.36−0.052membrane
ZmATL19Zm00001eb120060121221422,058.238.320.176membrane
ZmATL20Zm00001eb12008089217618,341.228.990.242endosome
ZmATL21Zm00001eb130410116925426,296.796.31−0.07endosome
ZmATL22Zm00001eb13043096315115,987.746.49−0.187endosome
ZmATL23Zm00001eb135320292341443,420.3211−0.19membrane
ZmATL24Zm00001eb140640140528330,593.245.69−0.417membrane
ZmATL25Zm00001eb14680067522423,323.68.720.013membrane
ZmATL26Zm00001eb149500112619119,386.28.480.232endosome
ZmATL27Zm00001eb152830114924124,828.178.140.005membrane
ZmATL28Zm00001eb162790163637442,2366.630.133membrane
ZmATL29Zm00001eb180470120727929,126.64.990.466membrane
ZmATL30Zm00001eb182770159533135,780.185.3−0.343membrane
ZmATL31Zm00001eb187290132622023,625.185.390.092endosome
ZmATL32Zm00001eb18762094518619,311.488.610.206membrane
ZmATL33Zm00001eb191210158831032,599.925.26−0.123endosome
ZmATL34Zm00001eb193860161041545,209.229.49−0.324endosome
ZmATL35Zm00001eb194620122623024,275.475.280.123membrane
ZmATL36Zm00001eb202890193826727,958.045.580.316membrane
ZmATL37Zm00001eb20443044114615,227.88.780.589membrane
ZmATL38Zm00001eb20445066622123,063.76.860.295membrane
ZmATL39Zm00001eb228180155426228,113.49.320.091endosome
ZmATL40Zm00001eb238220105821021,367.656.50.276membrane
ZmATL41Zm00001eb23840077615215,6038.030.363membrane
ZmATL42Zm00001eb23842064518219,124.978.290.151membrane
ZmATL43Zm00001eb23843057919219,995.746.870.114membrane
ZmATL44Zm00001eb23844065220120,704.26.630.532membrane
ZmATL45Zm00001eb243170101922623,412.038.970.13membrane
ZmATL46Zm00001eb243960108329730,661.646.21−0.041membrane
ZmATL47Zm00001eb244640163034736,916.785.85−0.103membrane
ZmATL48Zm00001eb25096089418519,146.148.450.189membrane
ZmATL49Zm00001eb254430158635338,628.3210.24−0.197membrane
ZmATL50Zm00001eb255510279141944,824.499.33−0.289endosome
ZmATL51Zm00001eb279270201842145,215.675.73−0.438endosome
ZmATL52Zm00001eb279770112721823,139.155.030.04endosome
ZmATL53Zm00001eb28226086918219,018.835.070.324endosome
ZmATL54Zm00001eb285770132219820,760.376.29−0.045membrane
ZmATL55Zm00001eb285790140219820,760.376.29−0.073membrane
ZmATL56Zm00001eb290630170120620,530.36.120.211membrane
ZmATL57Zm00001eb315600156540442,765.139.01−0.298endosome
ZmATL58Zm00001eb315620166536138,460.515.91−0.174membrane
ZmATL59Zm00001eb319810120619119,657.095.09−0.122membrane
ZmATL60Zm00001eb321320127424626,371.418.260.274endosome
ZmATL61Zm00001eb32757085827128,116.634.98−0.176membrane
ZmATL62Zm00001eb34016097025125,820.136.07−0.123membrane
ZmATL63Zm00001eb346450109120221,313.866.74−0.199membrane
ZmATL64Zm00001eb34646060320021,186.754.88−0.009endosome
ZmATL65Zm00001eb36674099321922,852.137.590.113endosome
ZmATL66Zm00001eb370730115423724,601.948.160.004endosome
ZmATL67Zm00001eb374170152533134,576.538.95−0.045membrane
ZmATL68Zm00001eb379190115215416,678.468.46−0.001endosome
ZmATL69Zm00001eb38345079722423,890.188.510.391endosome
ZmATL70Zm00001eb383460122721622,714.366.350.317membrane
ZmATL71Zm00001eb38347072517418,105.238.140.591endosome
ZmATL72Zm00001eb39502092416617,299.077.540.446membrane
ZmATL73Zm00001eb401490169638040,216.016.16−0.318membrane
ZmATL74Zm00001eb406080108420721,246.064.850.173membrane
ZmATL75Zm00001eb406570340727929,411.127−0.314endosome
ZmATL76Zm00001eb428110107020020,678.668.49−0.003membrane
ZmATL77Zm00001eb428450103418720,404.675.570.119endosome
Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content.

Share and Cite

MDPI and ACS Style

Ding, H.; Li, X.; Zhuge, S.; Du, J.; Wu, M.; Li, W.; Li, Y.; Ma, H.; Zhang, P.; Wang, X.; et al. Genome-Wide Identification and Functional Analysis of the Genes of the ATL Family in Maize during High-Temperature Stress in Maize. Genes 2024, 15, 1106. https://doi.org/10.3390/genes15081106

AMA Style

Ding H, Li X, Zhuge S, Du J, Wu M, Li W, Li Y, Ma H, Zhang P, Wang X, et al. Genome-Wide Identification and Functional Analysis of the Genes of the ATL Family in Maize during High-Temperature Stress in Maize. Genes. 2024; 15(8):1106. https://doi.org/10.3390/genes15081106

Chicago/Turabian Style

Ding, Haiping, Xiaohu Li, Shilin Zhuge, Jiyuan Du, Min Wu, Wenlong Li, Yujing Li, Haoran Ma, Peng Zhang, Xingyu Wang, and et al. 2024. "Genome-Wide Identification and Functional Analysis of the Genes of the ATL Family in Maize during High-Temperature Stress in Maize" Genes 15, no. 8: 1106. https://doi.org/10.3390/genes15081106

Note that from the first issue of 2016, this journal uses article numbers instead of page numbers. See further details here.

Article Metrics

Back to TopTop