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Transcriptome analysis reveals the gene expression changes in postharvest goji berry (Lycium barbarum L.) in response to hydrogen sulfide treatment

Abstract

Hydrogen sulfide (H2S) is recognized for its beneficial role in postharvest fruit and vegetable preservation. Postharvest goji berries are easy to mildew and rot which reduce the nutritional value, flavor, and shelf life. Hydrogen sulfide treatment could improve the quality attributes of postharvest goji berry (Lycium barbarum L.); however, it is not clear that the effects of H2S at the transcriptional level in postharvest goji berries. Our data revealed that the differentially expressed genes (DEGs) of fresh goji fruits after H2S treatment were different with different storage time. There were 523 DEGs in the three comparison groups after H2S treatment on the 2nd, 4th and 6th day of storage. In the pathway of KEGG metabolic function, most of the DEGs were conserved in carbohydrate metabolism, secondary metabolites biosynthesis, amino acid metabolism, lipid metabolism, energy metabolism, the metabolic pathways of terpenoids and polyketones. The genes in the phenylpropanoid biosynthesis, flavonoid biosynthesis, starch, and sucrose metabolism pathway were selected and validated by quantitative real-time PCR (qRT-PCR). Our results provide insights into the effect of H2S on postharvest goji berries at the transcriptional level and provide the basis for application of H2S as gas regulator for preservation of goji berry.

Keywords:
goji berry; hydrogen sulfide; transcriptome; DEGs; expression pattern

1 Introduction

Goji berry (Lycium barbarum L) is a medicinal fruit, rich in many bioactive substances such as polysaccharides, carotenoids, betaine and phenolic compounds (Ma et al., 2022bMa, R. H., Zhang, X. X., Thakur, K., Zhang, J. G., & Wei, Z. J. (2022b). Research progress of Lycium barbarum L. as functional food: phytochemical composition and health benefits. Current Opinion in Food Science, 47, 100871. http://dx.doi.org/10.1016/j.cofs.2022.100871.
http://dx.doi.org/10.1016/j.cofs.2022.10...
), high in antioxidant active substances such as vitamin C and flavonoids (Shang et al., 2022Shang, Y. F., Zhang, T. H., Thakur, K., Zhang, J. G., Cespedes-Acuña, C. L., & Wei, Z. J. (2022). HPLC-MS/MS targeting analysis of phenolics metabolism and antioxidant activity of extractions from Lycium barbarum and its meal using different methods. Food Science and Technology, 42, e71022. http://dx.doi.org/10.1590/fst.71022.
http://dx.doi.org/10.1590/fst.71022...
). The effects of goji berry include promoting blood production, anti-aging, anti-cancer, regulating blood sugar and blood lipids, and protecting the liver, kidneys and eyesight (Jiang et al., 2021Jiang, Y., Fang, Z., Leonard, W., & Zhang, P. (2021). Phenolic compounds in Lycium berry: composition, health benefits and industrial applications. Journal of Functional Foods, 77, 104340. http://dx.doi.org/10.1016/j.jff.2020.104340.
http://dx.doi.org/10.1016/j.jff.2020.104...
; Ma et al., 2022aMa, R. H., Zhang, X. X., Ni, Z. J., Thakur, K., Wang, W., Yan, Y.-M., Cao, Y. L., Zhang, J. G., Rengasamy, K. R. R., & Wei, Z. J. (2022a). Lycium barbarum (Goji) as functional food: a review of its nutrition, phytochemical structure, biological features, and food industry prospects. Critical Reviews in Food Science and Nutrition, 27, 1-15. http://dx.doi.org/10.1080/10408398.2022.2078788. PMid:35593666.
http://dx.doi.org/10.1080/10408398.2022....
; Yang et al., 2022Yang, C., Xia, H., Tang, H., Yang, L., & Sun, G. (2022). Tissue distribution of Lycium barbarum polysaccharides in rat tissue by fluorescein isothiocyanate labeling. Food Science and Human Wellness, 11(4), 837-844. http://dx.doi.org/10.1016/j.fshw.2022.03.004.
http://dx.doi.org/10.1016/j.fshw.2022.03...
). Goji berry is mainly produced in the northwest of China (Fan et al., 2023Fan, Y., Pei, Y., Chen, J., Zha, X., & Wu, Y. (2023). Structural characterization and stability of microencapsulated flavonoids fromLycium barbarumL. leaves. Food Science and Technology, 43, e100922. http://dx.doi.org/10.1590/fst.100922.
http://dx.doi.org/10.1590/fst.100922...
), due to the high temperature in summer, fresh goji fruit thin skin and juicy is not easy to store and limit the promotion of fresh goji fruit consumption (Elam et al., 2022Elam, E., Lv, Y. M., Wang, W., Thakur, K., Ma, W. P., Ni, Z. J., & Wei, Z. J. (2022). Effects of nitric oxide on postharvest storage quality of Lycium barbarum fruit. Food Science and Technology, 42, e84122. http://dx.doi.org/10.1590/fst.84122.
http://dx.doi.org/10.1590/fst.84122...
; Xing et al., 2022Xing, L., Wang, Y., Luo, R., Li, X., & Zou, L. J. (2022). Determination of 31 pesticide residues in wolfberry by LC-MS/MS and dietary risk assessment of wolfberry consumption. Food Science and Technology, 42, e61921. http://dx.doi.org/10.1590/fst.61921.
http://dx.doi.org/10.1590/fst.61921...
).

H2S is a novel gas transmitter involved in signal transduction (Wang et al., 2021Wang, C., Deng, Y., Liu, Z., & Liao, W. (2021). Hydrogen sulfide in plants: crosstalk with other signal molecules in response to abiotic stresses. International Journal of Molecular Sciences, 22(21), 12068. http://dx.doi.org/10.3390/ijms222112068. PMid:34769505.
http://dx.doi.org/10.3390/ijms222112068...
). In recent years, H2S has received increasing scholarly attention in the postharvest physiology of fruits and vegetables. H2S has been applied to more than 20 kinds of fruits and vegetables such as peaches (Wang et al., 2022aWang, L., Chen, S., Shao, J., Zhang, C., Mei, L., Wang, K., Jin, P., & Zheng, Y. (2022a). Hydrogen sulfide alleviates chilling injury in peach fruit by maintaining cell structure integrity via regulating endogenous H2S, antioxidant and cell wall metabolisms. Food Chemistry, 391, 133283. http://dx.doi.org/10.1016/j.foodchem.2022.133283. PMid:35623280.
http://dx.doi.org/10.1016/j.foodchem.202...
), persimmon fruit (Niazi et al., 2021Niazi, Z., Razavi, F., Khademi, O., & Aghdam, M. S. (2021). Exogenous application of hydrogen sulfide and γ-aminobutyric acid alleviates chilling injury and preserves quality of persimmon fruit (Diospyros kaki, cv. Karaj) during cold storage. Scientia Horticulturae, 285, 110198. http://dx.doi.org/10.1016/j.scienta.2021.110198.
http://dx.doi.org/10.1016/j.scienta.2021...
), sweet peppers (Muñoz-Vargas et al., 2020Muñoz-Vargas, M. A., González-Gordo, S., Palma, J. M., & Corpas, F. J. (2020). Inhibition of NADP-malic enzyme activity by H2S and NO in sweet pepper (Capsicum annuum L.) fruits. Physiologia Plantarum, 168(2), 278-288. http://dx.doi.org/10.1111/ppl.13000. PMid:31152557.
http://dx.doi.org/10.1111/ppl.13000...
), tomatoes (Liu et al., 2020Liu, D., Li, J., Li, Z., & Pei, Y. (2020). Hydrogen sulfide inhibits ethylene-induced petiole abscission in tomato (Solanum lycopersicum L.). Horticulture Research, 7(1), 14-25. http://dx.doi.org/10.1038/s41438-019-0237-0. PMid:32025317.
http://dx.doi.org/10.1038/s41438-019-023...
), and avocados (Joshi et al., 2020Joshi, N. C., Yadav, D., Ratner, K., Kamara, I., Aviv-Sharon, E., Irihimovitch, V., & Charuvi, D. (2020). Sodium hydrosulfide priming improves the response of photosynthesis to overnight frost and day high light in avocado (Persea americana Mill, cv. ‘Hass’). Physiologia Plantarum, 168(2), 394-405. http://dx.doi.org/10.1111/ppl.13023. PMid:31490553.
http://dx.doi.org/10.1111/ppl.13023...
) for postharvest storage and preservation to extend shelf life (Lata et al., 2022Lata, D., Homa, F., Nayyer, M. A., Kumar, A., Aftab, M. A., & Siddiqui, M. W. (2022). Effect of postharvest hydrogen sulphide on lignification and biochemical markers of pointed gourd. Plant Biology, 24(4), 704-710. http://dx.doi.org/10.1111/plb.13397. PMid:35174603.
http://dx.doi.org/10.1111/plb.13397...
). In our previous study, we found that H2S retarded postharvest fruit and vegetable ageing mediated by various mechanisms such as activation of antioxidant enzyme, inhibition of fungal growth, inhibition of cell wall degradation, regulation of genes related to senescence, ethylene biosynthesis, ethylene signal transduction and respiratory and energy metabolism (Wang et al., 2022bWang, W., Ni, Z. J., Thakur, K., Cao, S. Q., & Wei, Z. J. (2022b). Recent update on the mechanism of hydrogen sulfide improving the preservation of postharvest fruits and vegetables. Current Opinion in Food Science, 47, 100906. http://dx.doi.org/10.1016/j.cofs.2022.100906.
http://dx.doi.org/10.1016/j.cofs.2022.10...
; Wang et al., 2023Wang, W., Ni, Z. J., Song, C. B., Ma, W. P., Cao, S. Q., & Wei, Z. J. (2023). Hydrogen sulfide treatment improves quality attributes via regulating the antioxidant system in goji berry (Lycium barbarum L.). Food Chemistry, 405(Pt A), 134858. http://dx.doi.org/10.1016/j.foodchem.2022.134858. PMid:36370562.
http://dx.doi.org/10.1016/j.foodchem.202...
).

RNA-seq techniques are widely used in food research to investigate the physiological and biochemical changes in transcript levels under different conditions (Xu et al., 2022Xu, Y., Fu, X., Lu, M., & Wei, B. (2022). A transcriptomic perspective on the effect of UV irradiation on vitamin C content in pea sprouts. Food Science and Technology, 42, e09022. http://dx.doi.org/10.1590/fst.09022.
http://dx.doi.org/10.1590/fst.09022...
; Wang & Zhao, 2022Wang, L., & Zhao, Y. (2022). Transcriptome analysis of Callosobruchus chinensis: insight into the biological control using entomopathogenic bacteria,Bacillus thuringiensis. Food Science and Technology, 42, e26122. http://dx.doi.org/10.1590/fst.26122.
http://dx.doi.org/10.1590/fst.26122...
). Postharvest goji berries are easy to mildew and rot due to thin and juicy skin which reduce the nutritional value, flavor, and shelf life of fresh goji berries. Hydrogen sulfide treatment could improve the quality attributes of postharvest goji berry (Lycium barbarum L.) (Wang et al., 2023Wang, W., Ni, Z. J., Song, C. B., Ma, W. P., Cao, S. Q., & Wei, Z. J. (2023). Hydrogen sulfide treatment improves quality attributes via regulating the antioxidant system in goji berry (Lycium barbarum L.). Food Chemistry, 405(Pt A), 134858. http://dx.doi.org/10.1016/j.foodchem.2022.134858. PMid:36370562.
http://dx.doi.org/10.1016/j.foodchem.202...
); however, there are no reports on the effects of H2S at the transcriptional level in postharvest storage of goji berries. We aimed to investigate the effect of H2S treatment on changes in gene expression levels in postharvest storage of goji berry. The transcriptomic and bioinformatics analyses revealed a significantly different response to H2S in fresh postharvest goji fruit and lay a basic understanding of effects of H2S treatment in fresh postharvest goji fruit.

2 Materials and methods

2.1 Experimental design

Goji berries (L. barbarum L) were harvested from Ningxia Academy of Agriculture and Forestry Sciences, Goji Research Institute in Yinchuan, Ningxia, China. The treatment method of goji berries was referred to the previous study (Wang et al., 2023Wang, W., Ni, Z. J., Song, C. B., Ma, W. P., Cao, S. Q., & Wei, Z. J. (2023). Hydrogen sulfide treatment improves quality attributes via regulating the antioxidant system in goji berry (Lycium barbarum L.). Food Chemistry, 405(Pt A), 134858. http://dx.doi.org/10.1016/j.foodchem.2022.134858. PMid:36370562.
http://dx.doi.org/10.1016/j.foodchem.202...
). Treatment with distilled water on different days 0, 2, 4 and 6 were recorded as CK0, CK2, CK4, and CK6, respectively, and treatment with 1.4 mM NaHS on day 2, 4 and 6 were recorded as T2, T4, and T6, respectively. After removal of the fruit stalks, the samples were stored at -80 οC until the next use, with three replicates of each treatment.

2.2 RNA extraction

For Library preparation and RNA-Seq technique, samples were outsourced at Hangzhou LianChuan Biotechnology (Hangzhou, China). After the extraction of total RNA of goji berries using Trizol reagent (thermofisher), its quantity and purity were analyzed through Bioanalyzer 2100 and RNA 6000 Nano LabChip Kit (Agilent, CA, USA).

2.3 Sequencing, data processing, and assembly

RNA-seq was performed based on the method of Zhang et al. (2021)Zhang, R., Cao, Y. Y., Du, J., Thakur, K., Tang, S. M., Hu, F., & Wei, Z. J. (2021). Transcriptome analysis reveals the gene expression changes in the silkworm (Bombyx mori) in response to hydrogen sulfide exposure. Insects, 12(12), 1110-1123. http://dx.doi.org/10.3390/insects12121110. PMid:34940198.
http://dx.doi.org/10.3390/insects1212111...
. After the construction of cDNA library, the ends were repaired, A-tailed, and ligated to sequencing connectors. The purified cDNAs of 250-300 bp were screened with AMPure XP beads, amplified and purified again to obtain the libraries and the size of the latter was checked using an Agilent 2100 bioanalyzer. The selected libraries were pooled according to the effective concentration and the target downstream data volume and then sequenced by Illumina.

For the optimal quality and reliability of the data analysis, reads with joints, containing N, and low-quality reads were removed and the Q20, Q30, and GC content were calculated on the clean data. All subsequent analyses are based on the clean data for high quality analysis. The clean reads were compared and analyzed with the reference genome of goji using the HISAT package to obtain mapped reads for subsequent expression calculation. RSEM software was used to quantify gene expression. The FPKM could evaluate the abundance of genes and DEGs analysis was performed by DESeq2 software between two different groups (and by edgeR between two samples). The genes with the parameter of false discovery rate (FDR) below 0.05 and absolute fold change ≥ 2 were considered DEGs.

2.4 Enrichment and analysis of DEGs by GO and KEGG

All the DEGs were mapped to each GO database term and then significantly enriched GO entries in DEGs were identified compared to the whole genomic background. Corresponding DEGs to the KEGG database by KEGG enrichment analysis, significantly enriched pathways were identified in DEGs compared to the whole genomic background.

2.5 Expression validation of DEGs from RNA-Seq by qRT-PCR

After the cDNA was synthesized, the qRT-PCR was performed in 96-well plates using a LightCycler (Roche Diagnostics, Indianapolis, IN). For quantitative real-time PCR (qRT-PCR), the primers (Table 1) were designed using primer 5.0 software (Premier Biosoft International, Palo Alto, CA) and DNAMAN (Lyn nonBioSoft) according to the rigorous principle and the target gene expression (flavonoid biosynthesis, phenylpropane biosynthesis, starch and sucrose metabolism pathways) was normalized with actin 3 as reference gene. The forward primer sequence was: CCATCTACGAGGAGGGTTACGCTTTG; the reverse primer sequence was: AGTCAAGAGAGCCACATAGGCAAGC. The qRT-PCR procedure was as followed: pre- denaturation at 95 °C for 5 min, denaturation at 95 °C for 40 times for 10 s, annealing at 60 °C for 30 s, extension at 72 °C for 32 s, 40 cycles. The reaction system constituted of 20 µL, containing 1 µL cDNA, 0.5 µL forward and reverse primers (10 µmol), 10 µL UItraSYBR mixture and 8 µL ddH2O. Relative expression was calculated using (Jiang et al., 2020Jiang, L., Peng, L. L., Cao, Y. Y., Thakur, K., Hu, F., Tang, S. M., & Wei, Z. J. (2020). Transcriptome analysis reveals gene expression changes of the fat body of silkworm (Bombyx mori L.) in response to selenium treatment. Chemosphere, 245, 125660. http://dx.doi.org/10.1016/j.chemosphere.2019.125660. PMid:31869670.
http://dx.doi.org/10.1016/j.chemosphere....
). The 2-ΔΔCt method for different storage periods of postharvest goji berries. Data are expressed as mean ± standard error (SE) (n = 3).

Table 1
List of primers used in the present study.

3 Results

3.1 Transcriptome sequencing and assembly of goji berry after H2S treatment

To investigate the effect of H2S treatment on postharvest goji berries, we extracted fresh fruit RNA and constructed cDNA libraries, which were sequenced by Illumina Hiseq 4000 sequencer with high throughput. The average sample yielded approximately 4.5 × 107 valid reads per set, with an efficiency rate of 96.81%. 99.95%, 97.91%, and 42.00% for Q20, Q30 and GC content (%) were obtained (Table 2). The data indicated that the samples were sequenced with good transcriptome quality and the data quality met the criteria for subsequent transcriptome expression profiling.

Table 2
Statistical analysis of the transcriptome sequence data of goji berry after H2S treatment.

3.2 Identification and analysis of DEGs of goji berry after H2S treatment

To examine the overall DEGs in fresh goji fruit after H2S treatment, we examined the number of DEGs in three different groups, T2 vs CK2, T4 vs CK4 and T6 vs CK6. In the pre-harvest period (T2 vs CK2), there were a total of 2919 DEGs in T2 vs CK2 (Figure 1A, 1D), of which 1288 were up-regulated and 1631 were down-regulated. In the middle of the storage period (T4 vs CK4), DEGs in T4 vs CK4 were the lowest, with 1884 DEGs (Figure 1B, 1D), of which 379 were up-regulated and 1505 were down-regulated. The highest number of DEGs was found at the later stage of storage of fresh goji fruit after H2S treatment (T6 vs CK6), with a total of 4339 DEGs in the T6 vs CK6 group after H2S treatment (Figure 1C, 1D), of which 1543 were up-regulated and 2796 were down-regulated. Our data speculated the higher number of down-regulated genes compared to up-regulated genes in all the three groups, with a total of 523 DEGs (Figure 1E); this is consistent with the pattern of regulation of secondary metabolite accumulation and metabolism in postharvest storage of goji fruit treated with H2S. This implied that the main accumulation periods of H2S regulated secondary metabolite products was in the early and late stages of storage.

Figure 1
Volcano plot of DEGs in T2 vs CK2 (A), T4 vs CK4 (B), T6 vs CK6 (C), DEGs histogram (D), and venn diagram of shared DEGs (E) of goji berry after H2S treatment. The horizontal ordinate (fold change of gene expression) and the vertical ordinate (Statistical significance of the change). The up-regulated genes are represented by red point and the down-regulated genes are represented by blue points; whereas, the grey points represent the genes without differential expression. Q20 and Q30 respectively represent 1% and 1 ‰ of base error probability; GC content represents the proportion of base G and C.

3.3 GO analysis of DEGs of goji berry after H2S treatment

GO mainly represents the gene functions covering the biological, cellular and the molecular processes. We presented the top 25, 15, and 10 GO terms with the highest abundance of DEGs in these three categories, respectively. In T2 vs CK2 group (Figure 2A), T4 vs CK4 group (Figure 2B), T6 vs CK6 group (Figure 2C), and three comparison groups (Figure 2D), the representive biological subcategories included transcription regulation, DNA-templated, transcription, DNA-templated, defense response, protein phosphorylation, oxidation-reduction process, and secondary metabolite biosynthetic process. The major cellular subcategories included nucleus, plasma membrane, cytoplasm, integral component of membrane, membrane,and extracellular region. The major molecular subcategories included protein serine/threonine kinase activity, protein binding, DNA-binding transcription factor activity, ATP binding, DNA binding, and oxidoreductase activity. The GO enrichment analysis of the DEGs in goji fruit on days 2, 4, and 6 after H2S treatment showed slight differences in the number of DEGs in each comparison group, but the gene enrichment results were generally consistent.

Figure 2
DEGs of Gene Ontology (GO) enrichment of H2S treatment on the postharvest goji berries transcriptome in groups T2 vs CK2 (A), T4 vs CK4 (B), T6 vs CK6 (C), and three comparison groups (D). The X-axis correlates to various gene function, and the Y-axis depicts the number of DEGs.

3.4 KEGG pathway analysis of DEGs of goji berry after H2S treatment

KEGG pathway analyses provide databases of gene function and integrated metabolic pathway queries. To gain insight into gene function, DEGs were annotated into metabolic pathways for analysis. In the T2 vs CK2 group (Figure 3A), T4 vs CK4 group (Figure 3B), T6 vs CK6 group (Figure 3C), and three comparison groups (Figure 3D), the number of DEGs in the metabolic pathways varied at different days of storage, but the classification of metabolic pathways was generally consistent. Among the pathways of metabolic function, most of the genes were differentially expressed in carbohydrates metabolism, secondary metabolites biosynthesis, amino acid, lipid, and energy metabolism, and terpenoids and polyketides; among environmental signaling processes, the most DEGs were differentially altered in signal transduction; and among genetic information transfer processes, the most DEGs were associated with folding, rearrangement, and degradation.

Figure 3
The KEGG classification of DEGs, H2S treatment on the postharvest goji berries transcriptome in groups T2 vs CK2(A), T4 vs CK4(B), T6 vs CK6(C), and three comparison groups (D). The number of genes annotated and proportion of the number of DEGs annotated to the total number of genes into the pathway are represented by x-axis whereas, the name of the enriched KEGG pathways are represented by y-axis. KEGG analysis was performed using KEGG database (Kyoto Encyclopedia of Genes and Genomes, 2022Kyoto Encyclopedia of Genes and Genomes - KEGG. (2022). KEGG overview. Retrieved from https://www.genome.jp/kegg/kegg1a.html
https://www.genome.jp/kegg/kegg1a.html...
).

3.5 KEGG pathway enrichment analysis of DEGs of goji berry after H2S treatment

Pathway significant enrichment analysis uses pathway as the unit in the KEGG database to analyze whether DEGs are significantly different in metabolic pathways. The most influential metabolic pathways were screened according to the proportion of DEGs in the metabolic pathways in goji fruit after H2S treatment, and the most influential pathways differed according to the number of days of treatment. On day 2 of H2S treatment, in T2 vs CK2 group (Figure 4A), the pathways of photosynthesis, photosynthetic antenna protein, carotenoid biosynthesis, α-linolenic acid metabolism and phenylpropanoid biosynthesis metabolism DEGs accounted for a larger proportion of genes in the pathway after H2S treatment; On day 4 of H2S treatment, in the T4 vs CK4 group (Figure 4B) isoflavone biosynthesis, photosynthetic antenna protein, photosynthesis, phenylpropanoid biosynthesis, and phenylalanine metabolism pathways differentially expressed genes accounted for a greater proportion of genes in the pathway after H2S treatment; At day 6, in the T6 vs CK6 group (Figure 4C), isoflavone flavonoid biosynthesis, carotenoid biosynthesis, flavonoid biosynthesis, starch and sucrose metabolism, and unsaturated fatty acid biosynthesis pathways accounted for a greater proportion of genes in the pathway after hydrogen sulfide treatment. In the three comparison groups on days 2, 4, and 6 after H2S treatment (Figure 4C), isoflavone biosynthesis, carotenoid biosynthesis, flavonoid biosynthesis, starch and sucrose metabolism, unsaturated fatty acid biosynthesis, galactose metabolism, plant-pathogen interactions, and butyrate metabolism accounted for a larger proportion of genes in the pathway.

Figure 4
The KEGG enrichment of DEGs. H2S treatment on the postharvest goji berries transcriptome in groups T2 vs CK2 (A), T4 vs CK4 (B), T6 vs CK6 (C), and three comparison groups (D). The x-axis represents the rich factor of DEGs. The y-axis represents the name of the enriched KEGG pathways.

3.6 Verification of DEGs of goji berry after H2S treatment with qRT-PCR

To verify the reliability of the RNA-seq data from goji fruit after H2S treatment, 14 candidate DEGs were selected for qRT-PCR analysis. The selected DEGs were mainly associated with the phenylpropanoid biosynthesis, flavonoid biosynthesis and starch and sucrose metabolism pathways. These results revealed the consistency of qRT-PCR results with the transcriptome, confirming the accuracy and reliability of the sequencing data and revealing significant differences in these DEGs in fresh goji fruit after H2S treatment (Figure 5).

Figure 5
Relative mRNA expression of selected genes in post-harvested goji berries (A-N). Data are presented as means ± SD (n = 3). Different lowercase letters represent significant differences at P < 0.05 level.

FLS (flavonol synthase), ANS (anthocyanin synthase), CYP75B1 (flavonoid 3'-monooxygenase), HCT (mangiferyl o-hydroxycinnamoyltransferase), CCOMT (caffeoyl coenzyme A O-methyltransferase), 4CL (4-coumaric acid-CoA ligase), CCR (cinnamoyl coenzyme A reductase), CAD (cinnamyl alcohol dehydrogenase) and PAL (phenylalanine deaminase) genes in the flavonoid biosynthesis and phenylpropane biosynthesis pathways were all upregulated following H2S treatment.4CL, PAL, FLS, and ANS are key enzymes in the synthesis of benzene is anthocyanins and flavonoids (Sharma et al., 2019Sharma, A., Shahzad, B., Rehman, A., Bhardwaj, R., Landi, M., & Zheng, B. (2019). Response of phenylpropanoid pathway and the role of polyphenols in plants under abiotic stress. Molecules, 24(13), 2452-2474. http://dx.doi.org/10.3390/molecules24132452. PMid:31277395.
http://dx.doi.org/10.3390/molecules24132...
), and H2S treatment up-regulated the expression of key genes in phenylpropanoid biosynthesis and flavonoid biosynthesis in fresh goji fruit after harvest, thereby increasing the antioxidant activity of goji berries.

Five genes in the starch and sucrose metabolic pathways, bglX (β-glucosidase), malZ (α-glucosidase), bamyL (β-amylase), GN1_2_3 (glucan endo-1,3-β-glucosidase) and otsB (alglucose-6-phosphate phosphatase), were all down-regulated in gene expression following H2S treatment. And bglX and bamyL are key enzymes for starch and cell wall metabolism. H2S treatment down-regulated the expression of key enzymes for starch and cell wall metabolism in postharvest goji berries, thereby inhibiting starch and cell wall metabolism and delaying postharvest fruit softening.

3.7 Correlation analysis of DEGs transcription of goji berry after H2S treatment

The transcriptional correlation between the H2S treatment of postharvest goji (Figure 6) showed that the expression of FLS, ANS, CYP75B1, HCT, CCOMT, 4CL, CCR, CAD, and PAL genes in flavonoid biosynthesis and phenylpropane biosynthesis pathways were positively correlated. On the other hand, H2S treatment was negatively associated with the expression of bglX, malZ, bamyL, GN1_2_3 and otsB genes in the starch sucrose metabolic pathway.

Figure 6
Relative mRNA expression of selected genes and expression heatmap in post-harvested goji fruits. Gene expression heatmap (A), correlation heatmap (B), correlation network (C). Data are presented as means ± SD (n = 3).

4 Discussion

The complexity of biosynthesis of flavonoids in plants reveals not only the involvement of the biosynthetic pathway of phenylpropanoid but also associate several other secondary metabolic pathways of significance, such as the flavonoid metabolic pathway, terpene biosynthetic pathway, phytohormone signaling pathway, plant circadian pathway, starch and sucrose metabolic pathway (Hu et al., 2020Hu, T., Gao, Z., Hou, J., Tian, S.-K., Zhang, Z.-X., Yang, L., & Liu, Y. (2020). Identification of biosynthetic pathways involved in flavonoid production in licorice by RNA- seq based transcriptome analysis. Plant Growth Regulation, 92(1), 15-28. http://dx.doi.org/10.1007/s10725-020-00616-1.
http://dx.doi.org/10.1007/s10725-020-006...
). Phenylpropane biosynthesis converts L-phenylalanine into a variety of aromatic compounds, namely phenols, including styrene, coumarins, flavonoids, anthocyanins, stilbenes, hydroxycinnamic acid and macromolecular lignin (Yan et al., 2021Yan, H., Pei, X., Zhang, H., Li, X., Zhang, X., Zhao, M. H., Chiang, V. L., Sederoff, R. R., & Zhao, X. (2021). MYB-mediated regulation of anthocyanin biosynthesis. International Journal of Molecular Sciences, 22(6), 3103-3129. http://dx.doi.org/10.3390/ijms22063103. PMid:33803587.
http://dx.doi.org/10.3390/ijms22063103...
). This array of aromatic compounds plays an important physiological function in plant growth, development and plant-environment interactions. Flavonoids and anthocyanins act as disease-resistant, antioxidant or UV-absorbing compounds, protecting plants from biotic and abiotic stresses (Liu et al., 2021Liu, H., Liu, Z., Wu, Y., Zheng, L., & Zhang, G. (2021). Regulatory mechanisms of anthocyanin biosynthesis in apple and pear. International Journal of Molecular Sciences, 22(16), 8441. http://dx.doi.org/10.3390/ijms22168441. PMid:34445149.
http://dx.doi.org/10.3390/ijms22168441...
). PAL, 4CL, ANS and FLS play important role in the biosynthesis of flavonoids (Wang et al., 2019Wang, Z., Wang, S. S., Wu, M. Z., Li, Z. F., Liu, P. P., Li, F., Chen, Q. S., Yang, A. G., & Yang, J. (2019). Evolutionary and functional analyses of the 2-oxoglutarate-dependent dioxygenase genes involved in the flavonoid biosynthesis pathway in tobacco. Planta, 249(2), 543-561. http://dx.doi.org/10.1007/s00425-018-3019-2. PMid:30293202.
http://dx.doi.org/10.1007/s00425-018-301...
). Several key enzymes in the flavonoid biosynthesis pathway, such as PAL, 4CL, ANS and FLS were significantly up-regulated in postharvest goji berries treated with H2S. H2S activated the key enzymes involved in the biosynthesis of flavonoids in goji berries, thereby increasing the flavonoid and anthocyanin content of goji berries, improving the antioxidant activity of goji berries and delaying postharvest senescence and decay. Ni et al. (2016)Ni, Z. J., Hu, K. D., Song, C. B., Ma, R. H., Li, Z. R., Zheng, J. L., Fu, L. H., Wei, Z. J., & Zhang, H. (2016). Hydrogen sulfide alleviates postharvest senescence of grape by modulating the antioxidant defenses. Oxidative Medicine and Cellular Longevity, 2016, 4715651. http://dx.doi.org/10.1155/2016/4715651. PMid:27594971.
http://dx.doi.org/10.1155/2016/4715651...
, Lv et al. (2022)Lv, Y. M., Elnur, E., Wang, W., Thakur, K., Du, J., Li, H.-N., Ma, W. P., Liu, Y. Q., Ni, Z. J., & Wei, Z. J. (2022). Hydrogen sulfide treatment increases the antioxidant capacity of fresh Lingwu Long Jujube (Ziziphus jujuba cv. Mill) fruit during storage. Current Research in Food Science, 5, 949-957. http://dx.doi.org/10.1016/j.crfs.2022.05.010. PMid:35677650.
http://dx.doi.org/10.1016/j.crfs.2022.05...
study found that H2S treatment increased the ascorbic acid, flavonoids and total phenolic content of postharvest grapes and jujubes, and improved antioxidant activity. Dawood et al. (2021)Dawood, M. F. A., Sohag, A. A. M., Tahjib-Ul-Arif, M., & Latef, A. A. H. A. (2021). Hydrogen sulfide priming can enhance the tolerance of artichoke seedlings to individual and combined saline-alkaline and aniline stresses. Plant Physiology and Biochemistry, 159, 347-362. http://dx.doi.org/10.1016/j.plaphy.2020.12.034. PMid:33434783.
http://dx.doi.org/10.1016/j.plaphy.2020....
study was shown that H2S enhanced artichoke seedlings phenylalanine deaminase content and increased the content of non-enzymatic antioxidants, indicating a protective effect of H2S against oxidative damage. Our previous study reported that H2S treatment improved the activity of the antioxidant system in goji berries (Wang et al., 2023Wang, W., Ni, Z. J., Song, C. B., Ma, W. P., Cao, S. Q., & Wei, Z. J. (2023). Hydrogen sulfide treatment improves quality attributes via regulating the antioxidant system in goji berry (Lycium barbarum L.). Food Chemistry, 405(Pt A), 134858. http://dx.doi.org/10.1016/j.foodchem.2022.134858. PMid:36370562.
http://dx.doi.org/10.1016/j.foodchem.202...
). Altogether, H2S has been shown to increase the antioxidant activity of fruits in postharvest storage of a variety of fruits and vegetables (Chen et al., 2021Chen, C., Jiang, A. L., Liu, C. H., Wagstaff, C., Zhao, Q. Q., Zhang, Y. H., & Hu, W. Z. (2021). Hydrogen sulfide inhibits the browning of fresh-cut apple by regulating the antioxidant, energy and lipid metabolism. Postharvest Biology and Technology, 175, 111487. http://dx.doi.org/10.1016/j.postharvbio.2021.111487.
http://dx.doi.org/10.1016/j.postharvbio....
; Deshi et al., 2020Deshi, V., Siddiqui, M. W., Homa, F., & Singh, J. P. (2020). Postharvest hydrogen sulfide infiltration modulates antioxidative metabolism and increases shelf life of litchi. Acta Physiologiae Plantarum, 42(5), 67-76. http://dx.doi.org/10.1007/s11738-020-03056-6.
http://dx.doi.org/10.1007/s11738-020-030...
; Siddiqui et al., 2021Siddiqui, M. W., Deshi, V., Homa, F., Aftab, M. A., & Aftab, T. (2021). Inhibitory effects of hydrogen sulfide on oxidative damage and pericarp browning in Harvested Litchi. Journal of Plant Growth Regulation, 40(6), 2560-2569. http://dx.doi.org/10.1007/s00344-021-10300-x.
http://dx.doi.org/10.1007/s00344-021-103...
; Zhong et al., 2021Zhong, T.-Y., Yao, G.-F., Wang, S.-S., Li, T.-T., Sun, K.-K., Tang, J., Huang, Z.-Q., Yang, F., Li, Y.-H., Chen, X.-Y., Hu, L.-Y., Zhang, H., & Hu, K.-D. (2021). Hydrogen sulfide maintains good nutrition and delays postharvest senescence in postharvest tomato fruits by regulating antioxidative metabolism. Journal of Plant Growth Regulation, 40(6), 2548-2559. http://dx.doi.org/10.1007/s00344-021-10377-4.
http://dx.doi.org/10.1007/s00344-021-103...
), which is consistent with our findings.

Postharvest softening of fruit mainly involves changes in the structural components of the cell wall, energy and starch metabolism, hormone secretion and regulation and pathogenic bacterial infestation. Fruit softening is closely related to starch metabolism and the metabolism of cell wall substances such as pectin. Starch metabolism is a major factor in postharvest softening of fruit. The dynamic balance between starch and soluble sugars gives the cells a certain morphology (Lee & Jeon, 2020Lee, S. K., & Jeon, J. S. (2020). Review: crucial role of inorganic pyrophosphate in integrating carbon metabolism from sucrose breakdown to starch synthesis in rice endosperm. Plant Science, 298, 110572. http://dx.doi.org/10.1016/j.plantsci.2020.110572. PMid:32771173.
http://dx.doi.org/10.1016/j.plantsci.202...
). During postharvest storage, the cell wall material is degraded by hydrolytic enzymes such as polygalacturonase, cellulase, β-glucosidase, a-amylase and β-amylase, resulting in the loosening of the fruit cytoskeleton structure and the escape of cell juice, leading to fruit softening and autolysis. β-glucosidase belongs to the cellulase group and has an important influence on the degradation and stabilization of the fruit cell wall. β-glucosidase is involved in the glycation of cellulose in the cell wall, which eventually hydrolyses the cellulose into glucose, resulting in the disintegration of the cell wall structure and the softening of the fruit and the onset of rot. H2S treatment delayed the pectin degradation of Chilean strawberry during storage, significantly reduced the expression of pectin dissolving enzymes such as FcPG1 and FcPL1 genes, and reduced the expression of FcXTH1 (xylan endoglycosidase/hydrolase 1) genes (Molinett et al., 2021Molinett, S. A., Alfaro, J. F., Saez, F. A., Elgueta, S., Moya-Leon, M. A., & Figueroa, C. R. (2021). Postharvest treatment of hydrogen sulfide delays the softening of chilean strawberry fruit by downregulating the expression of key genes involved in pectin catabolism. International Journal of Molecular Sciences, 22(18), 10008. http://dx.doi.org/10.3390/ijms221810008. PMid:34576171.
http://dx.doi.org/10.3390/ijms221810008...
). The cotreatment of H2S and NO maintains high CHI (chitinase) and GNS (β- 1,3-glucanase) and reduce PME, PG and EGase (endonuclease- β- 1,4-glucanase) activity, reducing the decay rate of berry (Elam et al., 2022Elam, E., Lv, Y. M., Wang, W., Thakur, K., Ma, W. P., Ni, Z. J., & Wei, Z. J. (2022). Effects of nitric oxide on postharvest storage quality of Lycium barbarum fruit. Food Science and Technology, 42, e84122. http://dx.doi.org/10.1590/fst.84122.
http://dx.doi.org/10.1590/fst.84122...
). H2S treatment of sweet cherry can reduce PG, PL β- GUL and β- The activity of GAL controls the development of surface pitting by stabilizing cell wall structure and regulating cell wall catabolism (Zhi et al., 2018Zhi, H. H., Liu, Q. Q., & Dong, Y. (2018). Effects of hydrogen sulfide on storage quality, water mobility and cell wall metabolism of strawberry fruit. International Journal of Agricultural and Biological Engineering, 11(6), 201-207. http://dx.doi.org/10.25165/j.ijabe.20181106.4074.
http://dx.doi.org/10.25165/j.ijabe.20181...
). H2S delays ripening and senescence in kiwifruit by regulating cell wall degrading enzyme genes (Lin et al., 2020Lin, X., Yang, R., Dou, Y., Zhang, W., Du, H., Zhu, L., & Chen, J. (2020). Transcriptome analysis reveals delaying of the ripening and cell-wall degradation of kiwifruit by hydrogen sulfide. Journal of the Science of Food and Agriculture, 100(5), 2280-2287. http://dx.doi.org/10.1002/jsfa.10260. PMid:31944323.
http://dx.doi.org/10.1002/jsfa.10260...
). Our study reported that starch and cell wall material metabolizing enzymes were inhibited during storage of postharvest goji berries treated with H2S, and the expression of β-amylase, glucan endo-1,3-β-glucosidase, alglucose-6-phosphate phosphatase, β-glucosidase and α-glucosidase genes was significantly down-regulated.

5 Conclusion

Our data speculated that the expression of PAL, 4CL, FLS, and ANS key genes for flavonoid biosynthesis was up-regulated after H2S treatment of postharvest goji berries. While the expression of genes related to sucrose and starch metabolism was down-regulated, suggesting that H2S treatment may be associated with anti-oxidant system activation, increasing the antioxidant activity of goji berries and slow down carbon metabolism to delay the softening and senescence of goji fruit after harvesting. These results provide insights into the effect of H2S on postharvest goji berries at the transcriptional level and lay the basis for application of H2S as gas regulator for preservation of goji berry.

  • Practical Application: Present results demonstrated that the mRNA expression of genes related to carbohydrate metabolism, secondary metabolites biosynthesis, amino acid metabolism, lipid metabolism, energy metabolism, and the metabolic pathways of terpenoids and polyketones in postharvest goji berry were regulated by H2S treatment, which provided the basis for application of H2S as gas regulator for preservation of goji berry.
  • Funding

    This research was funded by the National Natural Science Foundation of Ningxia Province (2022AAC03280, 2020AAC02030), the National Natural Science Foundation of China (32160588), the Innovation Team for Genetic Improvement of Economic Forests of Ningxia Province (2022QCXTD04).

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Data availability

Data citations

Kyoto Encyclopedia of Genes and Genomes - KEGG. (2022). KEGG overview Retrieved from https://www.genome.jp/kegg/kegg1a.html

Publication Dates

  • Publication in this collection
    16 Jan 2023
  • Date of issue
    2023

History

  • Received
    02 Oct 2022
  • Accepted
    28 Nov 2022
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