Edited by: Lin Zhang, Central South University of Forestry and Technology, China
Reviewed by: Sachin Kumar, Chaudhary Charan Singh University, India; Rakesh Srivastava, International Crops Research Institute for the Semi-Arid Tropics (ICRISAT), India
†These authors have contributed equally to this work
This article was submitted to Plant Genomics, a section of the journal Frontiers in Genetics
This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
In higher plants, the structure of a flower is precisely controlled by a series of genes. An aberrance flower results in abnormal fruit morphology. Previously, we reported multi-silique rapeseed (
香京julia种子在线播放
Flower development, as well as the subsequent fruit formation, is vital to the crop life cycle. Siliques are important to rapeseed (
We previously reported a multi-silique phenotype in rapeseed line zws-ms (
The environment can influence various aspects of plants. Temperature, a key environmental factor, affects the growth, development, and geographical distribution of plants, as well as the quality and productivity of crops (
Similarly, as described in earlier studies (
Thus, in this study, we identified DEGs based on transcriptome sequencing (RNA-seq) from Ma’erkang and then compared them with those from Xindu. The variations in DEGs, combined with their annotations and information of orthologs in
The rapeseed line zws-ms and its NIL, zws-217, were kept in the Crop Research Institute, Sichuan Academy of Agricultural Sciences, China. The multi-silique plant was originally discovered in progenies of
In each location, buds were sampled at their budding stage. In Xindu, three randomly selected individual plants of the zws-ms were assigned as T01, T02, and T03, and three plants in the zws-217 line were assigned as T04, T05, and T06, whereas in colder area Ma’erkang, plants in zws-ms were defined as T01′, T02′, and T03′, and plants in zws-217 were defined as T04′, T05′, and T06′. Eight to 10 buds were sampled from each plant and then quick-frozen and stored in liquid nitrogen.
The total RNA was isolated as
The transcriptome sequencing (RNA-seq) was performed on the Illumina HiSeq X-ten platform. In-house Perl scripts were used to remove adapter sequences and read containing poly-
DEGs were detected by the DESeq R package (
Gene Ontology (GO) database
Compared with its NIL zws-217 with normal siliques, the zws-ms line displayed stable multi-pistil phenotype in successive years in Xindu, where a zws-ms plant showed approximately 32–53% of flowers with the multi-pistil trait, and that further developed into a multi-silique trait, precisely, two or three siliques on a carpopodium (
Multi-silique phenotype in zws-ms.
As described previously (
Genes in an environment with expression level fold change > 4 (log2FC > 2) between zws-ms and zws-217 and FDR < 0.001 were identified as DEGs. In our earlier report (
Number of differentially expressed genes between zws-ms and zws-217 in two environments.
Number of DEGs | Upregulated genes | Downregulated genes | |
Xindu | 129 | 67 | 62 |
Ma’erkang | 117 | 63 | 54 |
Further analysis found that among these DEGs, there were some expressed only in zws-ms or zws-217, which were assigned “line-specific expressed genes” in this study. Herein, we discovered 21 genes that were line-specific expressed in zws-ms and 25 in zws-217 from Xindu (
Moreover, the comparison of DEGs between two environments identified 33 DEGs that represented the same or similar expression trends (
As mentioned earlier, we divided these DEGs into two classifications (stable and environment-specific DEGs) and then analyzed their GO annotations. GO terms were usually divided into three categories: biological processes, cellular components (CCs), and molecular functions (MFs). In classification (
Gene Ontology (GO) terms associated with two classifications of differentially expressed genes (DEGs).
Two stable DEGs and eight environment-specific DEGs got annotations related to flower development or environment response (
Annotations for important stable and environment-specific DEGs.
Gene ID | GO annotation | KEGG pathway | |||
Stable DEG | BnaC08g39130D | copper ion binding (GO:0005507); calmodulin binding (GO:0005516); ATP binding (GO:0005524); mitochondrion (GO:0005739); cytosol (GO:0005829); gluconeogenesis (GO:0006094); glycolytic process (GO:0006096); protein folding (GO:0006457); tryptophan catabolic process (GO:0006569); response to heat (GO:0009408); response to cold (GO:0009409); chloroplast thylakoid membrane (GO:0009535); chloroplast stroma (GO:0009570); response to high light intensity (GO:0009644); response to salt stress (GO:0009651); chloroplast organization (GO:0009658); indoleacetic acid biosynthetic process (GO:0009684); chloroplast envelope (GO:0009941); isopentenyl diphosphate biosynthetic process, methylerythritol 4-phosphate pathway (GO:0019288); cysteine biosynthetic process (GO:0019344); response to endoplasmic reticulum stress (GO:0034976); response to hydrogen peroxide (GO:0042542); response to cadmium ion (GO:0046686); apoplast (GO:0048046); ovule development (GO:0048481); chaperone binding (GO:0051087); positive regulation of superoxide dismutase activity (GO:1901671); | – | ||
BnaC08g42280D | telomere maintenance (GO:0000723); double-strand break repair via homologous recombination (GO:0000724); nucleic acid binding (GO:0003676); ATP binding (GO:0005524); nucleus (GO:0005634); DNA replication (GO:0006260); plasmodesma (GO:0009506); vegetative to reproductive phase transition of meristem (GO:0010228); ATP-dependent 3’-5’ DNA helicase activity (GO:0043140); cellular response to cold (GO:0070417); cellular response to abscisic acid stimulus (GO:0071215); | Homologous recombination (ko03440) | |||
Environment-specific DEG | BnaA09g44370D | DNA binding (GO:0003677); chromatin binding (GO:0003682); sequence-specific DNA binding transcription factor activity (GO:0003700); nucleus (GO:0005634); regulation of transcription, DNA-templated (GO:0006355); protein targeting to membrane (GO:0006612); response to salt stress (GO:0009651); response to ethylene (GO:0009723); response to auxin (GO:0009733); response to abscisic acid (GO:0009737); response to gibberellin (GO:0009739); response to salicylic acid (GO:0009751); response to jasmonic acid (GO:0009753); positive regulation of flavonoid biosynthetic process (GO:0009963); regulation of plant-type hypersensitive response (GO:0010363); response to cadmium ion (GO:0046686); | – | ||
BnaA09g45320D | copper ion binding (GO:0005507); calmodulin binding (GO:0005516); ATP binding (GO:0005524); mitochondrion (GO:0005739); cytosol (GO:0005829); gluconeogenesis (GO:0006094); glycolytic process (GO:0006096); protein folding (GO:0006457); tryptophan catabolic process (GO:0006569); response to heat (GO:0009408); response to cold (GO:0009409); chloroplast thylakoid membrane (GO:0009535); chloroplast stroma (GO:0009570); response to high light intensity (GO:0009644); response to salt stress (GO:0009651); chloroplast organization (GO:0009658); indoleacetic acid biosynthetic process (GO:0009684); chloroplast envelope (GO:0009941); isopentenyl diphosphate biosynthetic process, methylerythritol 4-phosphate pathway (GO:0019288); cysteine biosynthetic process (GO:0019344); response to endoplasmic reticulum stress (GO:0034976); response to hydrogen peroxide (GO:0042542); response to cadmium ion (GO:0046686); apoplast (GO:0048046); ovule development (GO:0048481); chaperone binding (GO:0051087); positive regulation of superoxide dismutase activity (GO:1901671); | – | |||
BnaA10g07970D | response to stress (GO:0006950); response to abiotic stimulus (GO:0009628); cellular process (GO:0009987); | Protein processing in endoplasmic reticulum (ko04141) | |||
BnaAnng35580D | nucleotide binding (GO:0000166); alternative mRNA splicing, via spliceosome (GO:0000380); double-stranded DNA binding (GO:0003690); single-stranded DNA binding (GO:0003697); mRNA binding (GO:0003729); protein kinase activity (GO:0004672); nucleus (GO:0005634); mitochondrion (GO:0005739); peroxisome (GO:0005777); cytosol (GO:0005829); gluconeogenesis (GO:0006094); glycolytic process (GO:0006096); mRNA export from nucleus (GO:0006406); water transport (GO:0006833); hyperosmotic response (GO:0006972); Golgi organization (GO:0007030); response to cold (GO:0009409); response to water deprivation (GO:0009414); plasmodesma (GO:0009506); chloroplast (GO:0009507); response to salt stress (GO:0009651); etioplast organization (GO:0009662); lignin biosynthetic process (GO:0009809); response to zinc ion (GO:0010043); regulation of stomatal movement (GO:0010119); response to chitin (GO:0010200); vegetative to reproductive phase transition of meristem (GO:0010228); RNA secondary structure unwinding (GO:0010501); carotenoid biosynthetic process (GO:0016117); brassinosteroid biosynthetic process (GO:0016132); cinnamoyl-CoA reductase activity (GO:0016621); DNA duplex unwinding (GO:0032508); negative regulation of circadian rhythm (GO:0042754); protein homodimerization activity (GO:0042803); innate immune response (GO:0045087); carotenoid isomerase activity (GO:0046608); response to cadmium ion (GO:0046686); apoplast (GO:0048046); defense response to fungus (GO:0050832); | – | |||
BnaC08g29060D | RNA splicing, via endonucleolytic cleavage and ligation (GO:0000394); inositol hexakisphosphate binding (GO:0000822); response to molecule of bacterial origin (GO:0002237); ubiquitin-protein transferase activity (GO:0004842); nucleus (GO:0005634); vacuolar membrane (GO:0005774); methionine biosynthetic process (GO:0009086); auxin-activated signaling pathway (GO:0009734); | auxin binding (GO:0010011); stomatal complex morphogenesis (GO:0010103); pollen maturation (GO:0010152); protein ubiquitination (GO:0016567); stamen development (GO:0048443); lateral root development (GO:0048527); photoperiodism, flowering (GO:0048573); cellular response to nitrate (GO:0071249); primary root development (GO:0080022); | – | ||
BnaC08g40320D | chromatin binding (GO:0003682); sequence-specific DNA binding transcription factor activity (GO:0003700); nucleus (GO:0005634); regulation of transcription, DNA-templated (GO:0006355); membrane fusion (GO:0006944); identical protein binding (GO:0042802); sequence-specific DNA binding (GO:0043565); Golgi vesicle transport (GO:0048193); | – | |||
BnaC08g41780D | sulfur amino acid metabolic process (GO:0000096); serine-tRNA ligase activity (GO:0004828); ATP binding (GO:0005524); mitochondrion (GO:0005739); rRNA processing (GO:0006364); seryl-tRNA aminoacylation (GO:0006434); mitochondrion organization (GO:0007005); cellular amino acid biosynthetic process (GO:0008652); serine family amino acid metabolic process (GO:0009069); chloroplast (GO:0009507); embryo development ending in seed dormancy (GO:0009793); chloroplast relocation (GO:0009902); leaf morphogenesis (GO:0009965); thylakoid membrane organization (GO:0010027); photosystem II assembly (GO:0010207); vegetative to reproductive phase transition of meristem (GO:0010228); iron-sulfur cluster assembly (GO:0016226); cell differentiation (GO:0030154); regulation of protein dephosphorylation (GO:0035304); cell wall modification (GO:0042545); transcription from plastid promoter (GO:0042793); positive regulation of transcription, DNA-templated (GO:0045893); ovule development (GO:0048481); | Aminoacyl-tRNA biosynthesis (ko00970) | |||
BnaC08g42450D | response to molecule of bacterial origin (GO:0002237); protein serine/threonine kinase activity (GO:0004674); ATP binding (GO:0005524); plasma membrane (GO:0005886); N-terminal protein myristoylation (GO:0006499); protein targeting to membrane (GO:0006612); membrane fusion (GO:0006944); response to oxidative stress (GO:0006979); transmembrane receptor protein tyrosine kinase signaling pathway (GO:0007169); systemic acquired resistance (GO:0009627); seed germination (GO:0009845); stomatal complex morphogenesis (GO:0010103); regulation of plant-type hypersensitive response (GO:0010363); integral component of membrane (GO:0016021); negative regulation of programmed cell death (GO:0043069); protein autophosphorylation (GO:0046777); stamen development (GO:0048443); micropyle (GO:0070825); | – | |||
Cole_newGene_2073 | intracellular membrane-bounded organelle (GO:0043231); cytoplasmic part (GO:0044444); | Protein processing in endoplasmic reticulum (ko04141); Plant-pathogen interaction (ko04626) |
Ortholog information for selected stable DEGs and nine environment-specific DEGs.
Gene ID | Ortholog in Arabidopsis | Description | |
Stable DEG | BnaC08g39130D | AT1G14980 | Chaperonin 10 (CPN10) |
BnaC08g42280D | AT1G10930 | RECQ4A | |
Environment-specific DEG | BnaA09g44370D | AT1G19000 | Homeodomain-like superfamily protein |
BnaA09g45320D | AT1G14980 | Chaperonin 10 (CPN10) | |
BnaA10g07970D | AT5G51440 | HSP20-like chaperones superfamily protein | |
BnaAnng35580D | AT2G21660 | GLYCINE RICH PROTEIN 7 (ATGRP7) | |
BnaC08g29060D | AT1G12820 | Auxin signaling F-box 3 (AFB3) | |
BnaC08g40320D | AT1G13450 | Homeodomain-like superfamily protein | |
BnaC08g41780D | AT1G11870 | Seryl-tRNA synthetase (SRS), OVULE ABORTION 7 (OVA7) | |
BnaC08g42450D | AT1G09970 | LRR XI-23, RECEPTOR-LIKE KINASE 7 (RLK7) | |
Cole_newGene_2073 | AT3G07770 | HEAT SHOCK PROTEIN 90.6, ATHSP90-6 |
KEGG pathway enrichment revealed that the stable DEG classification, the two enriched pathways (
Statistics of Kyoto Encyclopedia of Genes and Genomes pathway enrichment for two classifications of differentially expressed genes (DEGs).
Morphology of higher plants results from the interaction of genotype and environment. The multi-silique trait in rapeseed line zws-ms was found stable in Xindu for generations but absent in Ma’erkang where the climate is colder (
In our earlier report (
Thus, among the 129 DEGs from Xindu, we found 33 were stable DEGs. It is worth noting that genes such as BnaA01g10540D, which was downregulated in both Xindu (log2FC = −4.53) and Ma’erkang (log2FC = −2.33), were defined as “having the same expression tendency,” whereas genes such as BnaA09g06740D, which was line-specifically expressed in zws-ms (log2FC = +∞) from Xindu and strongly upregulated in it (log2FC = 7.57) from Ma’erkang, were defined as “having similar expression tendency.” Two genes of them, BnaC08g39130D and BnaC08g42280D, got important annotations. BnaC08g39130D was line-specifically expressed in zws-ms and associated with “ovule development (GO:0048481).” Its ortholog in
Aiming to investigate the thermomorphogenesis-relative genes, we then turned to those environment-specific DEGs, which were defined as those genes such as BnaA05g21710D, which showed significant upregulation in Xindu (log2FC = 3.12) but no obvious change in Ma’erkang (log2FC = 0.93), that were considered as “environment-specific DEGs” herein. Among the 96 environment-specific DEGs, nine were noteworthy. BnaA09g45320D shared the same ortholog (AT1G14980) with BnaC08g39130D, but unlike the latter, it was only expressed in zws-217 in Xindu and showed no significant difference in Ma’erkang. Its annotation may explain this in response to heat (GO:0009408) and response to cold (GO:0009409). Moreover, it was also annotated to “ovule development (GO:0048481).” Take chaperonin 21 as an example: it was found differentially expressed in seedless and seeded grapes; its silencing resulted in seed abortion in transgenic tobacco (
Although the other environmental-specific DEGs also implicated some indirect clues: BnaA09g44370D and BnaC08g40320D were annotated to MYB-like or MYB/SANT-like DNA-binding domain; and their orthologs, AT1G19000 and AT1G13450, were both homeodomain-like superfamily proteins. Some MYB proteins were found regulated by phytochrome-interacting factor 4, an important thermomorphogenesis factor in
There is another sort of gene, which was not discussed. Although these genes got annotations regarding environment-response, they showed no difference resulting from environmental changes. Take BnaC08g39990D for example; it was annotated to “response to cold (GO:0009409),” which seemed potentially related to what we were seeking. However, further analysis indicated that it was always upregulated in zws-ms in both Xindu and Ma’erkang, showing no variety as the environment changed. Thus, its expression level had a low correlation with environmental factors acting on the switching on/off of the multi-silique formation. So, this kind of gene was not emphasized herein.
Rapeseed is not the first crop conferring the multi-pistil trait reported. In fact, wheat contributes relatively sufficient studies about it. Researchers reported their multi-pistil wheat materials, in which the trait can be controlled by a recessive gene, two recessive non-complementary genes, or a single dominant gene, and the loci were located in different chromosomes (
Notably, the multi-pistil trait was also reported in sweet cherry (
The multi-silique phenotype means different things to different plants. For some crops, the multi-silique phenotype was considered as an advantage: in wheat, for example, it is supposed to have the potential to increase yields (
By comparing DEGs between zws-ms and zws-217 in Xindu with those in Ma’erkang and referring to the gene annotations, we selected BnaA09g45320D (
The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found below: NCBI and accession number
LC and LJ conceived the experiment. LC and JZ performed the research. HL, CC, JJ, and BZ contributed to data analysis. LC wrote the manuscript. LJ and LW reviewed and revised the manuscript. All authors reviewed and approved this submission.
The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.
All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.
The Supplementary Material for this article can be found online at:
The 117 DEGs between zws-ms and zws-217 from colder area Ma’erkang.
Line-specific expressed genes from Xindu.
Line-specific expressed genes from Ma’erkang.
The 33 stable DEGs with the same or similar expression tendency in two environments.
The 96 environment-specific DEGs with different expression tendency in two environments.