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. 2022 Jan 6;17(1):e0254265. doi: 10.1371/journal.pone.0254265

Regeneration of duckweed (Lemna turonifera) involves genetic molecular regulation and cyclohexane release

Lin Yang 1, Jinge Sun 1, Congyu Yan 1, Junyi Wu 1, Yaya Wang 1, Qiuting Ren 1, Shen Wang 1, Xu Ma 1, Ling Zhao 2, Jinsheng Sun 1,*
Editor: Jen-Tsung Chen3
PMCID: PMC8735602  PMID: 34990448

Abstract

Plant regeneration is important for vegetative propagation, detoxification and the obtain of transgenic plant. We found that duckweed regeneration could be enhanced by regenerating callus. However, very little is known about the molecular mechanism and the release of volatile organic compounds (VOCs). To gain a global view of genes differently expression profiles in callus and regenerating callus, genetic transcript regulation has been studied. Auxin related genes have been significantly down-regulated in regenerating callus. Cytokinin signal pathway genes have been up-regulated in regenerating callus. This result suggests the modify of auxin and cytokinin balance determines the regenerating callus. Volatile organic compounds release has been analysised by gas chromatography/ mass spectrum during the stage of plant regeneration, and 11 kinds of unique volatile organic compounds in the regenerating callus were increased. Cyclohexane treatment enhanced duckweed regeneration by initiating root. Moreover, Auxin signal pathway genes were down-regulated in callus treated by cyclohexane. All together, these results indicated that cyclohexane released by regenerating callus promoted duckweed regeneration. Our results provide novel mechanistic insights into how regenerating callus promotes regeneration.

Introduction

Regeneration of entire plants from callus in vitro depends on pluripotent cell mass, which provides generates a new organ or even an entire plant [1, 2]. Regeneration was widely used for vegetative propagation of excellent variety, detoxification and obtaining transgenic crops [3, 4]. Numerous studies have focused on the molecular framework of de novo organ formation in Arabidopsis thaliana. The molecular factors of cellular pluripotency during the regeneration of plants have been thoroughly investigated. However, the regulatory modules in monocot plants have not been studied in-depth. Duckweed, with the advantages of fast reproduction, high protein content [5], and tolerance for various toxic substances [6, 7], has been applied as a monocotylous model plant for gene-expression systems. In duckweed, stable transformation mediated by Agrobacterium depends on efficient callus regeneration protocols.

Herein, we used transcriptome sequencing technology to explore the molecular mechanism of plant hormones regulating callus regeneration [8]. The transcriptome analysis during the regeneration in duckweed has not been previously studied. The growth and development of callus is mediated by many plant hormones [5]. The balance of auxin and cytokinin is the basis for in vitro tissue culture [9]. Explants can be incubated to callus on auxin-rich callus-inducing medium (CIM). On cytokinin-rich shoot inducing medium (SIM), the vigorous callus can be induced to de novo shoots. Hence, it is important to study the mechanism of duckweed regeneration via dynamic hormonal and transcriptional changes.

The volatile organic compounds (VOCs) could be produced to defend against herbivores, and may also play a secondary role in attracting natural enemies, which is allelopathy [10, 11]. For example, the VOCs of Artemisia frigida Willd play an allelopathic role on the seed germination of pasture grasses [12]. Interestingly, we found the plant regeneration could be promoted by regeneration callus. The signaling mechanisms and VOCs released from regenerating callus need to be investigated.

The main objectives of this study were: (i) identifying the molecular mechanism controlling regeneration by comprehensive transcriptomic comparison between callus and regenerating callus; (ii) identifying the VOCs that are increased during the stage of plant regeneration; (iii) examining the allelopathic effects of VOCs on the inducement of callus regeneration; (iv) conducting a transcriptome analysis on the regenerating callus promoted by VOCs.

Results

Promoting effect of regenerating tissue

Frond regeneration of duckweed was promoted after co-culture with regenerating callus (Co). Frond formed in 14 d with Co treatment, and duckweed regenerated at 21 days with Co treatment (Fig 1A). In the Co group, significant enhancement was found in the percentage of callus regeneration (76.8%), while the callus regeneration percentage without co-culture was 53.6% (Fig 1B, S1 Fig). Thus, the callus regeneration has been significantly increased by Co treatment.

Fig 1.

Fig 1

a, the co-cultured of callus and regenerating callus; Fig 1B, the callus regeneration percentage.

Transcriptome analysis identified genes, genomes and differentially expressed genes (DEGs) in regenerating callus

To compare the enriched pathways between regenerating callus (RG) and callus (CL), the Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway analysis was conducted (Fig 2). The top 20 KEGG pathways with the highest representation of DEGs were analyzed. We selected the 20 pathway items that were most significant in the enrichment process. As shown in Fig 2A, the "Photosynthesis antenna proteins" was the most significantly enhanced pathway among the top 20 up-regulated KEGG pathways with the highest rich factors of RG vs. CL. This indicated that the expression of antenna protein increased after the callus developed into regenerated tissue. Antenna proteins are crucial for plant photochemical reactions and could mediate the core of plant photosynthesis. The most significantly down-regulated pathways were the “Ribosome”, “Pyrimidine metabolism”, “Mismatch repair”, “Homologous recombination”, “DNA replication” and “Base excision repair”, which were among the top list of enriched pathways (Fig 2B), these were all related to the replication of DNA.

Fig 2. Statistics of KEGG pathway enrichment and the number of enriched genes in different gene ontology (GO) categories in RG vs. CL.

Fig 2

Fig 2A, the most significantly enhanced pathway among the top 20 up-regulated KEGG pathways with the highest rich factors of RG vs. CL; 2b, the top list of enriched pathways; 2c, the biological process with the most up-regulated and down-regulated DEGs.

In order to understand the difference of DEGs in the regenerating callus, gene ontology (GO) enrichment analysis was conducted in RG vs. CL. As shown in Fig 2C, “cell” “cellpart” and “intracellular” were in biological process with the most up-regulated and down-regulated DEGs. These were followed by “macromolecular complex” and “organelle” in the category of biological process, with the most up-regulated and down-regulated DEGs. “DNA integration”, “pollination”, and “cell recognition” had up-regulated DEGs, but no down-regulated DEGs (Figs 2 and S2).

Expression changes of genes related to auxin and cytokinin signaling pathway in regenerating callus

The mRNA expression was conducted by Novogene in order to study the genes that participated during callus regeneration. The course of auxin signaling pathway and related response factors are described in Fig 3A. Transport inhibitor response 1 (TIR1) and stem cell factor (SCF), which initiate subsequent signal transduction by binding to auxin, were down-regulated in the regenerating callus. As a transcriptional activator, auxin response factor (ARF) could regulate auxin reaction by binding to auxin-responsive protein IAA (AUX/IAA). In this study, AUX/IAA and ARF have been significantly down-regulated, by 13.03 and 3.01 log2 fold change, respectively. Auxin early response factor could be divided into three categories, which were AUX/IAA, Gretchen Hagen 3 (GH3) and small auxin-up RNA (SAUR). GH3 and SAUR were down-regulated during regeneration, as well. Ethylene-responsive factor 3 (ERF3) and Wuschel-related homeobox 11 (WOX11), which play a role in the initiation and regulation of adventitious roots (ARs), were both down-regulated. Also, lateral roots (LRs) and root hairs (RHs) relied on zinc finger protein (ZFP) and cytochrome P450 (CYP2). The expression of ZFP was decreased by 4.04 log2 fold change.

Fig 3.

Fig 3

a The comparison of auxin metabolism between regenerating callus and callus is related to auxin signal transduction pathway. Transport inhibitor response 1 (TIR1), stem cell factor (SCF), auxin response factor (ARF), auxin-responsive protein IAA (AUX/IAA), Gretchen Hagen 3 (GH3), small auxin-up RNA (SAUR), Ethylene-responsive factor 3 (ERF3), Wuschel-related homeobox 11 (WOX11), adventitious roots (ARs), lateral roots (LRs), root hairs (RHs), zinc finger protein (ZFP), cytochrome P450 (CYP2). b Comparing regenerating callus and callus the cytokinin metabolic response and cytokinin signal transduction pathway. Cytokinin receptor 1 (CRE1), cytokinin independent 1 (CKI1), Histidine phosphate transfer protein (AHP), type-A Arabidopsis response regulators (A-ARRs), type-B Arabidopsis response regulators (B-ARR).

To identify the candidates that regulate regeneration, we studied the regulation of cytokinin signaling pathway. As shown in Fig 3B, cytokinin receptor 1 (CRE1) and cytokinin independent 1 (CKI1), as cytokinin receptors [13, 14], were up-regulated in regenerating callus. Histidine phosphate transfer protein (AHP), which interacts with CRE1 and CKI1, was up-regulated by 2.97 log2 fold change. Type-A Arabidopsis response regulators (A-ARRs) act as a negative feedback regulator, which inhibit the activity of type-B Arabidopsis response regulators (B-ARR) and form a negative feedback cycle [15, 16]. A-ARR was down-regulated by 4.53 log2 fold change, which might lead to overall up-regulation in cytokinins during callus regeneration.

Differentially expressed genes (DEGs) between regenerating callus and callus

A total of 5,795 DEGs were found in "RG vs CL", among which 2,797 DEGs were increased, and 2,998 DEGs were decreased (Fig 4A). Through the comparative analysis of RG and CL samples, it was found that there were 20,002 DEGs shared both of them. Shared DEGs accounted for about 75% of total DEGs (Fig 4B). It suggested that the expression of major DEGs could be up-regulated or down-regulated during callus regeneration. Fig 4C, the heat map showed gene expression levels that were up-regulated and down-regulated in the case of “regenerating callus vs callus”. The redder, the higher the gene expression. The bluer, the lower the expression.

Fig 4. Differentially expressed genes of regeneration and callus.

Fig 4

a Regeneration tissue compared with callus significantly up-regulated and down-regulated genes; b Venn diagram of DGEs in regeneration and callus; c Hierarchical cluster analysis showed that the total differentially expressed genes showed an upward or downward trend.

Changes of VOCs during callus regeneration

The VOCs of regenerating callus were investigated. The qualitative and quantitative analyses of the GC/MS data were obtained from NIST/EPA/NIH Mass Spectral Library (Figs 5 and S3).

Fig 5. Three types of VOCs were significantly up-regulated in the callus regeneration stage.

Fig 5

The numbers in blue represented the mass-to-charge ratio (m/z) of a substance in the histogram.

Compared to the callus, 11 types of unique VOCs in the regenerating callus were enhanced (Table 1). The peak area of 1, 3-dimethyl benzene in the regenerating callus was 0.84*107, 3.23 times than that in the callus. The emission of 1, 3-dimethyl benzene showed the highest increase in the regenerating callus. Besides, the content of 4-methyl-2-pentanol and cyclohexane also improved. Compared with the cyclohexane peak area of the callus (0.85*107), the cyclohexane peak area of the regenerating callus was 1.28*107,1.5 times higher than that of callus. The peak area of 4-methyl-2-pentanol was 2.1*107, 2.33 times than that of callus.

Table 1. The main components of VOCs from regenerating callus and callus.

Designation Chemical formula RG Peak area (*107) CL Peak area (*107) Acquisition time (min)
Cyclohexane C6H12 1.28 0.85 3.06
9,12, 15-octadecarboxylic acid methyl ester C28H40O4 0.44 0.4 3.32
10,13-octadecadiynoic acid methyl ester C19H30O2 3.49 3.3 3.38
4-methyl-2-pentanol C6H14O 2.1 0.9 3.81
1, 3-dimethyl benzene C8H10 0.84 0.26 5.83
1,1’-oxybis-decane C20H42O 0.95 0.48 15.82
Diisobutyl phthalate C26H44O5 1.88 1.75 17.17
Nonadecane C19H40 0.8 0.64 19.15
3-(2,6,6-trimethyl-1-cyclohexen-1-yl)-2-propenal C12H18O 1.28 0.9 24.13
9,10-dihydro-11,12-diacetyl-9,10-ethanoanthracene C20H18O2 2.75 1.8 31.81
Butyl 8-methylnonyl ester 1,2-benzenedicarboxylic acid C22H34O4 1.21 0.79 34.2

Callus regeneration was promoted by cyclohexane

In order to explore the effect of VOCs in callus regeneration, 1, 3-dimethyl benzene, 4-methyl-2-pentanol and cyclohexane were added to the medium of callus. As shown in Fig 6, cyclohexane significantly promoted the root formation. After 16 days of cyclohexane treatment, roots formed from the callus. The newborn roots could be distinctly observed, as shown by the red arrow. However, 1, 3-dimethyl benzene and 4-methyl-2-pentanol groups showed no obvious regeneration in 16 days.

Fig 6. Effects of treatment of callus with three VOCs (cyclohexane, 4-methyl-2-pentanol and 1, 3-dimethyl benzene) for 16 days.

Fig 6

Transcriptome analysis identified KEGGs and DEGs in callus treated by cyclohexane

Transcriptome analysis was performed to investigate the potential functions of KEGGs and DEGs in the callus treated with hydrolyzing O-glycosyl compounds by cyclohexane. As shown in Fig 7A, “RNA transport” and “glycolysis/gluconeogenesis, and galaclose metabolism” were in the biological process with the most down-regulated KEGGs. “Ribosome” was the top-enriched pathway (Rich factor >0.55). It was followed by “photosynthesis” and “oxidative phosphorylation” (Fig 7B).

Fig 7.

Fig 7

The top 20 up-regulated (Fig 7A) and down-regulated (Fig 7A) DEGs in KEGG pathways of "Cyclohexane vs. CL"; Fig 7C, the enriched GO terms.

In order to understand the difference of DEGs in callus treated with cyclohexane, GO enrichment analysis was conducted in callus treated by cyclohexane vs. callus. As shown in Fig 7C, “DNA integration”, “ribonucleoprotein complex” and “structural molecule activity” were in the biological process with the most up-regulated DEGs. These were followed by “ribosome biogenesis”, “ribonucleoprotein complex” and “ribosome” in the category of biological process with the most up-regulated DEGs. Meanwhile, “ribonucleoprotein complex” and “structural molecule activity” were in the biological process with the most down-regulated DEGs (Figs 7C and S4).

Comparison of the expression of genes related to hormones in callus treated with cyclohexane and in the regenerating callus

In order to identify the molecular factors underlying the participation of hormones in callus regeneration, we first checked gene expression related to auxin signaling pathway (Table 2). AUX/IAA and GH3 were down regulated in both callus treated with cyclohexane and in the regenerating callus. A majority of SAUR were down-regulated during regeneration and treatment with cyclohexane (Fig 8A). ERF3, cysteine-rich receptor and zinc finger were down-regulated as well.

Table 2. Gene expression during plant regeneration in Auxin.

Description Gene-id Regenerating callus vs Callus_Read_count Cyclohexane vs Callus_Read_count Callus_Read_count Regenerating callus vs Callus_log2 Fold Change Cyclohexane vs Callus_log2 Fold Change pval padj
auxin-responsive protein IAA Cluster-6172.2761 25.79 / 291.87 -3.5 / 1.53E-20 7.20E-19
auxin-responsive protein IAA Cluster-6172.9506 1350.90 / 7436.54 -2.46 / 8.50E-33 1.36E-30
auxin-responsive protein IAA Cluster-6172.9484 3097.05 / 8093.56 -1.39 / 9.12E-09 8.99E-08
auxin-responsive protein IAA Cluster-6172.6741 115.19 / 752.97 -2.72 / 4.06E-30 5.09E-28
auxin-responsive protein IAA Cluster-6172.4574 329.74 / 2581.01 -2.97 / 5.94E-28 5.78E-26
auxin-responsive protein IAA Cluster-7966.13997 / 126.90 427.80 / -1.76 1.96E-13 1.49E-12
auxin-responsive protein IAA Cluster-7966.10326 / 2912.32 6803.46 / -1.22 1.54E-20 1.99E-19
auxin-responsive protein IAA Cluster-7966.9984 / 757.43 2282.82 / -1.59 5.19E-39 2.10E-37
auxin-responsive protein IAA Cluster-7966.7990 / 882.15 7136.37 / -3.02 1.35E-109 9.48E-107
auxin-responsive protein IAA Cluster-7966.3823 / 24.87 135.71 / -2.45 3.10E-16 2.89E-15
auxin-responsive protein IAA Cluster-7966.9412 / 68.99 688.29 / -3.32 1.37E-77 3.22E-75
auxin-responsive protein IAA Cluster-7966.8499 / 2134.92 8945.72 / -2.07 4.70E-93 1.83E-90
auxin response factor Cluster-6172.11643 642.33 / 5159.89 -3.01 / 1.02E-27 9.71E-26
auxin response factor Cluster-7966.6357 / 821.41 2005.68 / -1.29 1.79E-22 2.67E-21
auxin response factor Cluster-7966.4925 / 2164.10 4677.23 / -1.11 8.03E-30 1.93E-28
auxin-responsive GH3 gene family Cluster-6172.10088 766.11 / 5210.20 -2.77 / 7.72E-22 4.27E-20
auxin-responsive GH3 gene family Cluster-7966.4925 / 2164.10 4677.23 / -1.11 8.03E-30 1.93E-28
SAUR family protein Cluster-6172.1833 1482.63 / 191.08 2.96 / 1.56E-18 5.86E-17
SAUR family protein Cluster-6172.15713 151.85 / 76.04 1 / 0.0052791 0.017525
SAUR family protein Cluster-2913.0 88.15 / 25.02 1.82 / 1.24E-05 7.06E-05
SAUR family protein Cluster-3967.0 0.34 / 9.71 -4.74 / 0.0020559 0.007526
SAUR family protein Cluster-6172.19466 95.93 / 263.01 -1.45 / 0.00046131 0.0019407
SAUR family protein Cluster-6172.1791 33.88 / 139.87 -2.06 / 1.44E-09 1.61E-08
SAUR family protein Cluster-6172.18366 200.57 / 541.46 -1.43 / 3.18E-08 2.84E-07
SAUR family protein Cluster-6172.17182 61.02 / 123.87 -1.03 / 0.0078308 0.024821
SAUR family protein Cluster-6172.17013 11.05 / 235.41 -4.44 / 6.48E-30 7.95E-28
SAUR family protein Cluster-5374.0 11.48 / 33.53 -1.52 / 0.016176 0.046631
SAUR family protein Cluster-6172.13654 51.66 / 993.51 -4.26 / 8.32E-34 1.46E-31
SAUR family protein Cluster-1875.0 / 191.22 56.28 / 1.77 1.48E-12 1.04E-11
SAUR family protein Cluster-7966.1555 / 9.76 60.96 / -2.64 4.36E-07 1.89E-06
SAUR family protein Cluster-3489.0 / 26.37 109.08 / -2.05 1.81E-11 1.17E-10
SAUR family protein Cluster-7372.0 / 50.62 235.25 / -2.21 5.44E-15 4.64E-14
SAUR family protein Cluster-7966.7594 / 163.41 768.46 / -2.24 2.29E-31 6.09E-30
SAUR family protein Cluster-7966.11015 / 217.56 523.54 / -1.27 5.94E-18 6.34E-17
SAUR family protein Cluster-7966.4605 / 222.98 490.60 / -1.14 7.22E-07 3.04E-06
SAUR family protein Cluster-7966.15997 / 23.92 206.53 / -3.12 4.05E-27 8.18E-26
SAUR family protein Cluster-7966.11607 / 88.77 876.28 / -3.31 1.04E-55 9.68E-54
Ethylene-responsive transcription factor 3 Cluster-6172.9509 96.48 / 1004.22 -3.38 / 1.88E-29 2.15E-27
Ethylene-responsive transcription factor 3 Cluster-6172.14530 97.26 / 1695.50 -4.12 / 1.27E-35 2.68E-33
cysteine-rich receptor Cluster-6172.505 11.82 / 80.91 -2.77 / 1.41E-06 9.59E-06
Zinc finger Cluster-6172.2152 66.61 / 133.41 -1 / 0.011746 0.035246
Zinc finger Cluster-6172.19271 48.99 / 12.35 2 / 0.00093637 0.0036929
Zinc finger Cluster-2307.0 24.64 / 90.13 -1.86 / 0.00013142 0.0006126
Zinc finger Cluster-2857.0 1.30 / 11.91 -3.17 / 0.0031694 0.011129

Fig 8. The expression of genes related to hormones in callus treated with cyclohexane and in the regenerating callus.

Fig 8

Red indicated high expression, and blue indicated low expression.

Second, we studied the expression of genes related to CTK signaling (Fig 8B). The gene regulation in regeneration and treatment with cyclohexane is different. The CRE1 was up-regulated in the regenerating callus, and down-regulated in callus treated with cyclohexane (Table 3).

Table 3. Gene expression during plant regeneration in Cytokinin.

Description Gene-id Regenerating callus vs Callus_Read_count Cyclohexane vs Callus_Read_count Callus_Read_count Regenerating callus vs Callus_log2Fold Change Cyclohexane vs Callus_log2Fold Change pval padj
cytokinin receptor (arabidopsis histidine kinase 2/3/4) Cluster-6172.61 7743.07 / 2946.79 1.39 / 4.11E-13 7.79E-12
histidine-containing phosphotransfer peotein Cluster-6172.20 165.19 / 21.04 2.97 / 3.08E-13 5.97E-12
histidine-containing phosphotransfer protein Cluster-7966.45 / 264.88 801.41 / -1.60 3.14E-23 4.90E-22
histidine-containing phosphotransfer protein Cluster-2808.0 / 3.44 19.25 / -2.46 0.0049514 0.012128
two-component response regulator ARR-A family Cluster-6172.13 118.81 / 737.90 -2.63 / 4.93E-15 1.22E-13
two-component response regulator ARR-A family Cluster-4229.0 14.43 / 54.48 -1.90 / 0.0091425 0.028407
Histidine kinase CKI1 Cluster-6172.41 765.06 / 305.76 1.32 / 5.13E-10 6.17E-09

Third, the expression of genes related to brassionosteroid signal were investigated. In the brassionosteroid signaling pathway, the expression of brassinazole-resistant 1/2 (BZR1/2) was down-regulated in callus treated with cyclohexane and the regenerating callus (Table 4). In the brassionosteroid signaling pathway, the expression of BZR1/2 was down-regulated in callus treated with cyclohexane and the regenerating callus.

Table 4. Gene expression during plant regeneration in Brassinosteroid.

Description Gene-id Regenerating callus vs Callus_Read_count Cyclohexane vs Callus_Read_count Callus_Read _count Regenerating callus vs Callus_log2 Fold Change Cyclohexane vs Callus_log2 Fold Change pval padj
BRI1 kinase inhibitor 1 Cluster-6172.8113 291.51 / 769.98 -1.40 / 3.62E-07 2.73E-06
brassinosteroid resistant 1/2 Cluster-6172.9208 243.31 / 545.79 -1.17 / 3.52E-07 2.66E-06
brassinosteroid resistant 1/2 Cluster-6401.0 / 43.04 146.14 / -1.77 9.00E-11 5.52E-10
brassinosteroid resistant 1/2 Cluster-6172.20298 33.13 / 156.76 -2.24 / 5.50E-07 4.01E-06
cyclin D3 Cluster-6172.6746 932.34 / 2811.63 -1.59 / 3.80E-21 1.91E-19

Moreover, the expression of genes related to ethylene signaling were investigated (Fig 8C). The expression of ETR and EBF1/2 were up-regulated in callus treated with cyclohexane and the regenerating callus. Transcription factor MYC2, which plays a role in jasmonic acid signaling pathway, was up-regulated after cyclohexane treatment and in regenerating callus (Fig 8D). There was no significant difference in gibberellin signaling pathway during cyclohexane treatment (Fig 8E). The expression of genes related to plant hormones was showen as S5 Fig.

Discussion

In accordance with previous studies, we established an effective way for in vitro callus regeneration in duckweed. Interestingly, we found that a regenerating callus promoted another callus to regenerate. Transcriptome sequencing (especially plant hormones) and volatile substances were studied to reveal the molecule framework of plant regeneration in duckweed.

Plant hormones play a crucial role during callus regeneration [1]. The aim of the present study was to have a deeper understanding of the regulatory mechanism of callus regeneration. Callus was induced by auxin, similar to lateral root primordium [1719]. In Arabidopsis, the callus tissue formed root stem cell niche, by regulation the expression of root stem cell regulators, including WOX [2023]. The gene of ARF, AUX/IAA, GH3, ARF1, SAUG and other response factors were significantly down expressed during callus redifferentiation (Fig 3). In the auxin signaling pathway, the interaction between ARF and AUX /IAA could regulate the gene expression of auxin early response. Moreover, ERF3, WOX11 and ZFP were found to be related to the ARs, LRs and RHs of initiation in Spirodela [8], which might be associated with the regeneration in duckweed.

Cytokinins and auxin have synergistic or antagonistic interactions with each other [24]. As a phytohormone, cytokinin controls key aspects of environmental responses, such as biotic and abiotic stress responses, as well as regulates various developmental processes including cell proliferation, leaf formation, and root formation and growth [25, 26]. Cytokinins promote plant regeneration by regulating the generation of somatic embryogenesis in Fumariaceae and rice [27, 28]. In our study, cytokinin receptor CRE1, CKI1 and transfer protein of histidine phosphate AHP were enhanced. The expression of cytokinins was up-regulated, thereby promoting the differentiation of shoots. The transcriptome analysis showed similar result with Arabidopsis, providing evidence that the regulation of auxin and cytokinins leads to regeneration. Besides, plant regeneration is regulated by other hormones [29]. We found that gibberellin and jasmonic acid increased significantly, while genes related to brassinolide was down-regulated during callus regeneration.

Plants release VOCs into the environment to affect their own or other biological life processes in the process of growth and development. This phenomenon is called allelopathy [30]. Plants growing under biological stress or abiotic stress might release different VOCs to improve their resistance to external interference [3133]. VOCs have been shown to mediate cell to cell communication, thereby leading to stress responses in plants [34]. Here, we found that cyclohexane could significantly promote the regeneration of callus in 16 days, discover the role of VOC during callus regeneration.

The regulation of gene expression related to hormones in callus treated with cyclohexane, which promoted regeneration, suggested the role of auxin during regeneration. AUX/IAA and GH3 have been down regulated in callus treated with cyclohexane, which was similar to that in the regenerating callus (Fig 8). Adventitious root initiation and elongation were promoted by AUX/IAA [8]. Interestingly, the root formation was significantly enhanced by cyclohexane treatment in our results.

Taken together, we propose a hypothesis how callus regenerates in duckweed. Allelopathy affects duckweed callus regeneration. Cyclohexane released from regenerating callus triggers root formation via hormonal transcriptional regulation, especially with a down-regulation of auxin relation genes. Cyclohexane treatment enhanced duckweed regeneration by initiating root. The results indicated that VOCs might play a crucial role in the process of plant regeneration.

Materials and methods

Plant material, in vitro establishment and cyclohexane treatment

Duckweed (Lemna turionifera) were collected from Fengchan River, Xiqing District, Tianjin (117.1°E longitude, 39.1°N latitude), China. Duckweed was aseptically cultured in liquid medium as previously described [35, 36]. Fully expanded fronds were selected as explant for callus induction. The rhizoid was removed, and the frond was scratched for callus induction. The induction medium was B5 solid medium, which was designed by Gamborg for soybean tissue culture in 1968 [37]. The induction medium contained plant hormones 15 mg L-1 dicamba, 3.5 mg L-1 2,4dichlorophenoxy acetic acid (2, 4-D), 2 mg L-1 6-benzylaminopurine (6-BA) and 1.5% sucrose. The pH of the medium was adjusted to 6.2–6.4 prior to addition of 0.6% agargel, followed by sterilization at 121°C for 20 minutes. The tissue was maintained in an incubator at 23 ± 2°C, with a light cycle of 16 hours light and 8 hours darkness. After 4–5 weeks of induction, the duckweed explants developed into callus through dedifferentiation.

After 2–3 weeks of induction, calli were formed (diameter about 4 mm). The calli were transferred to the subculture medium containing B5 medium, 10 mg L-1 4-chlorophenoxyacetic acid (CPA) and 2 mg L-1 6-c-c-(dimethylallylamino)-purine (2Ip). In order to maintain the morphology and activity of the callus, the subculture medium was replaced every two weeks. Callus was transferred to the regeneration medium for duckweed regeneration. The regeneration medium contained B5 medium, 1 mM serine, and 1.5% sucrose. After 2 or 3 weeks, the callus re-differentiated fronds with rootlets.

Cyclohexane treatment: After 3 days culture in B5 subculture medium, the calli were cultured in B5 medium with 20 ml cyclohexane in a large airtight beaker. The sealing device was regularly opened every day to change the air in the beaker. Cyclohexane was replaced every two days.

The co-culture of regenerating callus and callus

The callus was cultured on subculture medium for more than two weeks for subsequent experiments. Callus and regenerating callus in the same growth condition were placed in B5 medium (containing 1.5% sucrose), respectively. For fumigate, the regenerating callus and callus were placed together in a closed environment for co-culture (Fig 9A).

Fig 9.

Fig 9

VOC collection and analysis

As shown in Fig 9B, the VOCs released from callus and regenerating duckweed were collected using the dynamic headspace air-circulation method described by Zuo et al. (2018) [38]. There were three conical flasks of callus or regenerating callus for each group, each bottle of tissue weighs 1.3–1.5g. The chemical composition analysis of VOCs was performed by thermal-desorption system/gas chromatography/mass spectrum (TDS/GC/MS). The GC/MS data was studied in NIST/EPA/NIH Mass Spectral Library (NIST 08) (National Institute of Standards and Technology, MD, USA).

RNA isolation, quantification, and sequencing

RNA samples from duckweed callus were extrated by Tiangen kit (Tiangen RNAsimple total rna kit). mRNA was purified from total RNA using poly-T oligo-attached magnetic beads. RNA concentration was measured using Qubit® RNA assay kit in Qubit® 2.0 Flurometer (Life Technologies, CA, USA). RNA integrity was assessed using the RNA Nano 6000 assay kit and the Agilent Bioanalyzer 2100 system (Agilent Technologies, CA, USA). After that, clustering and sequencing index-coded samples clustering has been performed. After passing the library inspection, according to the requirements of effective concentration and target offline data volume, the Illumina sequencing was performed after pooling.

Sequencing, data filtering, transcript assembly and analyse

Image data from sequencing fragments measured by high-throughput sequencers were transformed into sequence data (reads) by CASAVA base recognition. The raw data obtained from sequencing included a small number of reads with sequencing adaptors or low sequencing quality. The filtering contents were as per our previous study: Removed adapters; removed reads whose proportion of N was >10%; removed low-quality reads [6]. The clean reads were assembled by the trinity de novo assembly program with min_kmer_cov set to 2 by default, otherwise it was set to default [39]. Overall, a reference sequence, with an average length of 1928 bp and a total length of 282527137 bp, was obtained for subsequent analysis.

Gene Ontology (GO) enrichment analysis of differentially expressed genes was implemented by the clusterProfiler R package, in which gene length bias wascorrected. GO terms with corrected Pvalue less than 0.05 were considered significantly enriched by differential expressed genes. KEGG is a database resource for understanding high-level functions and utilities of the biological system, from molecular-level information, especially large-scale molecular datasets generated by genome sequencing and other high-through put experimental technologies. We used clusterProfiler R package to test the statistical enrichment of differential expression genes in KEGG pathways.

Differential expression analysis of two conditions/groups (two biological replicates per condition) was performed using the DESeq2 R package (1.20.0). DESeq2 provide statistical routines for determining differential expression in digital gene expression data using a model based on the negative binomial distribution. The resulting P-values were adjusted using the Benjamini and Hochberg’ s approach for controlling the false discovery rate. Genes with an adjusted P-value <0.05 found by DESeq2 were assigned as differentially expressed.

Data analysis

The experiment were repeated at least three independent times. Analysis of variance (ANOVA) method and SPSS software (IBM SPSS Statistics, Version 20) were applied to compare the statistical significance. Significant difference was indicated by asterisks (*p < 0.05, **p < 0.01). Standard deviations were shown by error bars. The graphs were made using Origin 9.0 (Origin Lab, USA).

Supporting information

S1 Fig. The record for callus regeneration percentage.

CK, control treatment; Co, the callus co-cultured with regenerating callus.

(TIFF)

S2 Fig. KEGG enrichment scatter plot.

The 20 pathways with the most signifcant enrichment of ‘RG vs CL’.

(TIFF)

S3 Fig. The GC-MS chromatogram of VOCs.

a Data analyze of 1, 3-dimethyl benzene. b Data analyze of 4-methyl-2-pentanol. c Data analyze of cyclohexane.

(TIFF)

S4 Fig. Diference genes GO and KEGG enrichment histogram.

a The 20 pathways with the most signifcant enrichment of ‘CRvs CL’. b Histogram of GO enrichment of diferential genes in ‘CR vs CL’ with the most down-regulated DEGs. c Histogram of GO enrichment of diferential genes in ‘CR vs CL’ with the most up-regulated DEGs.

(TIFF)

S5 Fig. The expression of genes related to plant hormones signal transduction.

a The expression of genes related to hormones in regenerating callus vs callus. b The expression of genes related to hormones in callus treated with cyclohexane vs callus.

(TIFF)

Data Availability

All relevant data are within the manuscript and its Supporting Information files.

Funding Statement

Funded studies Initials of the authors who received each award: L.Yang., JG. Sun Grant numbers awarded to each author: 86185 dollars, 9276 dollars and 785 dollars The full name of each funder: Present research has been supported by National Natural Science Foundation of China (No. 32071620), Tianjin Natural Science Foundation of Tianjin (S20QNK618), The Postgraduate Innovative Research Projects of Tianjin (2020YJSS133) URL of each funder website: N/A Did the sponsors or funders play any role in the study design, data collection and analysis, decision to publish, or preparation of the manuscript? Yes.

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Decision Letter 0

Jen-Tsung Chen

21 Jun 2021

PONE-D-21-17629

The framework of plant regeneration in duckweed (Lemna turonifera) comprises genetic transcript regulation and cyclohexane release

PLOS ONE

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Reviewer #1: This study provides the new insights related to duckweed regeneration. Unfortunately, the results have not been well presented and have not been interpreted correctly. Also, manuscript needs to be edited by a native English editor.

Other my comments:

- Please revise abstract to highlight hypothesis/objective of work

- I recommend revising Abstract. Content is not connected.

- Lines 77-78: please revise it (e.g. double "with")

- Line 83: Transcriptome analysis identifies Genes and Genomes (KEGG): KEGG is database for pathway analysis, not abbreviation of " Transcriptome analysis identifies Genes and Genomes".

- Lines 89-91: this sentence should be rewritten. It is unclear.

- Line 94: "Pathways were" instead of "pathway was".

- Line 190: "AUX/IAA and GH3 has " it should be "have"

- Authors used a lot of "have/has been up/down-regulated" I do not recommend expressing results in this way.

- Line 202: double "in"

- In discussion, the results repeated. Please interpret the key results.

- Line 260: "has" should be changed to "have".

- Line 274: it needs to edit. Why "were"

- Lines 292-295: Unclear, please re-write them.

- Materials and methods are not perfect and more details have to add.

- How to analyze pathways, and selecting DEGs.

- Line 312: How were RNA samples extracted? Which method or kit?

Reviewer #2: In this study, the authors duckweed regeneration molecular mechanism by regenerating callus. The authors identified that mainly auxin, cytokinin and VOCs related genes and compounds play a key role in callus regeneration. Overall, there is no major issue. However, the current version is not acceptable in its present form and demands improvement. Some of the suggestions are as follows:

� The unit is not consistent throughout the text. Please follow the standard unit style, i.e., mg L-1.

� Have you submitted the raw RNA-seq data to any repository?

� Line 85-105, this section is all about KEGG and GO results. The authors did not explain the results of the number of DEGs and related information. Please carefully check and add DEG-related information.

� In fig 3 and 4, please define the gene name abbreviations in the captions.

� Line 142-153, please properly cite Fig 5a/b/c in the text at the suitable place.

� There are several spacing errors in the text.

� Table 2 and 3 are not cited anywhere in the text.

� The English language needs improvement.

� It would have been a nice addition if the authors can add a mechanistic flow diagram showing the molecular mechanism controlling regeneration.

� The revised can be considered for possible publication after minor revision.

Reviewer #3: 1. The motivation of the study is interesting, however, the hypothesis is not clearly described. In Line 263, the hypothesis is not an accurate hypothesis.

2. In the manuscript, ‘genetic transcript regulation’ of the title is not proper, because there is no temporal comparison of the transcript level or upstream/downstream relationship of gene expression to explain the transcriptional regulation.

3. There is no clear description in the Materials & Methods.

� Please define the plant materials of regenerating callus and callus.

� In “VOCs Collection and analysis”, the material quantity used for VOC collection and analysis and the analysis methods for quantitative data.

� There is no description about RNA isolation.

� Before “Sequencing data filtering and transcript assembly”, there is no description about RNA sequencing. Please describe the method clearly, including the plant materials and the gene expression comparison between RG and CL or Cyclohexane and CL.

� There is no description about the application of VOC on callus, including cyclohexane, 4-methyl-2-pentanol and 1, 3-dimethyl benzene. The dosage? The quantity of callus in the treatment?...

4. The callus induction medium (2 mg/L BA) is different from the formula (1 mg/L BA) in the cited reference 35 and 36, please explain.

5. Title of Table 2, 3, 4 and Fig. 3, 4, 6 needs to be revised. For example, Table 2. Gene expression in plant regeneration of Auxin. What is “plant regeneration of auxin”? Please revised them.

6. Line 150-152, please check the exact fold change of cyclohexane.

7. Line 218, Genome?. There is no study of genome sequencing in this study.

8. There is no scale bar shown in Fig. 1a and Fig. 6.

9. Line 255 and Line 261, “the regeneration of callus” and “the root formation”. Exact morphological change of callus treated with cyclohexane is the root differentiation or induction from callus in this study. The term “the regeneration of callus” may be ambiguous with “the plant regeneration from callus”. Please define and specify the different terms in the study.

10. I sincerely suggested that the authors use a professional editing service to avoid mistakes in English scientific writing and typing error.

� Line 27, lower case of G in Genetic

� Line 56-58, the sentences are not complete. vitro-> in vitro; novo-> de novo; incubate->incubated; callus-> callus induction….

� Line 95, wrong spelling of repaire

� Line 285, formated?

� Line 245, and?

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Reviewer #1: No

Reviewer #2: No

Reviewer #3: No

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Attachment

Submitted filename: Comments to PONE-D-21-17629.pdf

Decision Letter 1

Jen-Tsung Chen

7 Oct 2021

PONE-D-21-17629R1Regeneration of duckweed (Lemna turonifera) involves genetic molecular regulation and cyclohexane releasePLOS ONE

Dear Dr. Sun,

Thank you for submitting your manuscript to PLOS ONE. After careful consideration, we feel that it has merit but does not fully meet PLOS ONE’s publication criteria as it currently stands. Therefore, we invite you to submit a revised version of the manuscript that addresses the points raised during the review process.

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We look forward to receiving your revised manuscript.

Kind regards,

Jen-Tsung Chen, Ph.D.

Academic Editor

PLOS ONE

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Reviewers' comments:

Reviewer's Responses to Questions

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Reviewer #1: (No Response)

Reviewer #2: All comments have been addressed

Reviewer #3: All comments have been addressed

**********

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Reviewer #1: No

Reviewer #2: Yes

Reviewer #3: Yes

**********

3. Has the statistical analysis been performed appropriately and rigorously?

Reviewer #1: No

Reviewer #2: Yes

Reviewer #3: No

**********

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Reviewer #2: Yes

Reviewer #3: Yes

**********

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Reviewer #2: Yes

Reviewer #3: Yes

**********

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Reviewer #3: No

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Reviewer #2: The authors have satisfactorily addressed all the comments, and I have no more comments. Thus, I endorsed the submission for acceptance in its current form.

Congratulations!

Reviewer #3: The fulltext has been carefully revised according to the suggestions and comments of the reviewers and improved the quality of the manuscript. In my opinion, the manuscript can be acceptable for publication but after the minor revision as suggested.

1. For the description of fold change in RNA sequencing data, the 4nd decimal place seems redundant. Please consider to round off to second or third decimal place seems redundant.

2. Line 142, please substitute symbol “x” to * in the fulltext.

3. Please improve the format of Table 2, 3 and 4.

[NOTE: If reviewer comments were submitted as an attachment file, they will be attached to this email and accessible via the submission site. Please log into your account, locate the manuscript record, and check for the action link "View Attachments". If this link does not appear, there are no attachment files.]

While revising your submission, please upload your figure files to the Preflight Analysis and Conversion Engine (PACE) digital diagnostic tool, https://pacev2.apexcovantage.com/. PACE helps ensure that figures meet PLOS requirements. To use PACE, you must first register as a user. Registration is free. Then, login and navigate to the UPLOAD tab, where you will find detailed instructions on how to use the tool. If you encounter any issues or have any questions when using PACE, please email PLOS at figures@plos.org. Please note that Supporting Information files do not need this step.

PLoS One. 2022 Jan 6;17(1):e0254265. doi: 10.1371/journal.pone.0254265.r004

Author response to Decision Letter 1


7 Oct 2021

Dear editor:

Thank you very much for your kindly help in processing the review of our manuscript. We have carefully read these thoughtful comments from you and reviews, and the minor revision has been done. We appreciate that our research and revision has been affirmed by reviewers. Reviewer 2 said that the authors have satisfactorily addressed all the comments, and I have no more comments. Thus, I endorsed the submission for acceptance in its current form. Reviewer 3 said the manuscript can be acceptable for publication after the minor revision as suggested. Thanks so much for the valuable advice and help from reviewers. We consider all issues mentioned in the reviewers' comments carefully, and made a minor revision as following.

1.For the description of fold change in RNA sequencing data, the 4nd decimal place seems redundant. Please consider to round off to second or third decimal place seems redundant.

Reply: For the description of fold change, the 4nd decimal place has been round off to second decimal place:

Line 107: In this study, AUX/IAA and ARF have been significantly down-regulated, by 13.03 and 3.01 log2 fold change, respectively.

Line 115: The expression of ZFP was decreased by 4.04 log2 fold change.

Line 120: Histidine phosphate transfer protein (AHP), which interacts with CRE1 and CKI1, was up-regulated by 2.97 log2 fold change.

Line 124: A-ARR was down-regulated by 4.53 log2 fold change, which might lead to overall up-regulation in cytokinins during callus regeneration.

2.Line 142, please substitute symbol “x” to * in the fulltext.

Reply: we have substituted symbol “x” to *: The peak area of 1, 3-dimethyl benzene in the regenerating callus was 0.84*107

3.Please improve the format of Table 2, 3 and 4.

Reply: The format of Table 2, 3 and 4 have been improved.

Attachment

Submitted filename: revise.doc

Decision Letter 2

Jen-Tsung Chen

12 Oct 2021

Regeneration of duckweed (Lemna turonifera) involves genetic molecular regulation and cyclohexane release

PONE-D-21-17629R2

Dear Dr. Sun,

We’re pleased to inform you that your manuscript has been judged scientifically suitable for publication and will be formally accepted for publication once it meets all outstanding technical requirements.

Within one week, you’ll receive an e-mail detailing the required amendments. When these have been addressed, you’ll receive a formal acceptance letter and your manuscript will be scheduled for publication.

An invoice for payment will follow shortly after the formal acceptance. To ensure an efficient process, please log into Editorial Manager at http://www.editorialmanager.com/pone/, click the 'Update My Information' link at the top of the page, and double check that your user information is up-to-date. If you have any billing related questions, please contact our Author Billing department directly at authorbilling@plos.org.

If your institution or institutions have a press office, please notify them about your upcoming paper to help maximize its impact. If they’ll be preparing press materials, please inform our press team as soon as possible -- no later than 48 hours after receiving the formal acceptance. Your manuscript will remain under strict press embargo until 2 pm Eastern Time on the date of publication. For more information, please contact onepress@plos.org.

Kind regards,

Jen-Tsung Chen, Ph.D.

Academic Editor

PLOS ONE

Additional Editor Comments (optional):

Reviewers' comments:

Acceptance letter

Jen-Tsung Chen

27 Dec 2021

PONE-D-21-17629R2

Regeneration of duckweed (Lemna turonifera) involves genetic molecular regulation  and cyclohexane release

Dear Dr. Sun:

I'm pleased to inform you that your manuscript has been deemed suitable for publication in PLOS ONE. Congratulations! Your manuscript is now with our production department.

If your institution or institutions have a press office, please let them know about your upcoming paper now to help maximize its impact. If they'll be preparing press materials, please inform our press team within the next 48 hours. Your manuscript will remain under strict press embargo until 2 pm Eastern Time on the date of publication. For more information please contact onepress@plos.org.

If we can help with anything else, please email us at plosone@plos.org.

Thank you for submitting your work to PLOS ONE and supporting open access.

Kind regards,

PLOS ONE Editorial Office Staff

on behalf of

Dr. Jen-Tsung Chen

Academic Editor

PLOS ONE

Associated Data

    This section collects any data citations, data availability statements, or supplementary materials included in this article.

    Supplementary Materials

    S1 Fig. The record for callus regeneration percentage.

    CK, control treatment; Co, the callus co-cultured with regenerating callus.

    (TIFF)

    S2 Fig. KEGG enrichment scatter plot.

    The 20 pathways with the most signifcant enrichment of ‘RG vs CL’.

    (TIFF)

    S3 Fig. The GC-MS chromatogram of VOCs.

    a Data analyze of 1, 3-dimethyl benzene. b Data analyze of 4-methyl-2-pentanol. c Data analyze of cyclohexane.

    (TIFF)

    S4 Fig. Diference genes GO and KEGG enrichment histogram.

    a The 20 pathways with the most signifcant enrichment of ‘CRvs CL’. b Histogram of GO enrichment of diferential genes in ‘CR vs CL’ with the most down-regulated DEGs. c Histogram of GO enrichment of diferential genes in ‘CR vs CL’ with the most up-regulated DEGs.

    (TIFF)

    S5 Fig. The expression of genes related to plant hormones signal transduction.

    a The expression of genes related to hormones in regenerating callus vs callus. b The expression of genes related to hormones in callus treated with cyclohexane vs callus.

    (TIFF)

    Attachment

    Submitted filename: Comments to PONE-D-21-17629.pdf

    Attachment

    Submitted filename: respond.doc

    Attachment

    Submitted filename: revise.doc

    Data Availability Statement

    All relevant data are within the manuscript and its Supporting Information files.


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