Systems Biology Applied to the Study of Papaya Fruit Ripening: The Influence of Ethylene on Pulp Softening
Abstract
1. Introduction
2. Materials and Methods
2.1. Plant Materials and Experimental Design
2.2. Analysis of the Ripening Parameters
2.3. Total RNA Extraction
2.4. Illumina Sequencing (RNA-Seq)
2.5. Differential Expression Analysis
2.6. Enrichment Analysis
2.7. Co-Expression Analyses
2.8. Differential Expression Analysis through Real-Time PCR
2.9. Statistics
3. Results and Discussion
3.1. Ethylene Treatment Induced Papaya Ripening
3.2. Changes to Transcriptome Profile during Ripening
3.3. Correlation among Expression and Phenotypic Data
3.4. Ethylene-Related Genes and Transcription Factors
3.5. Transcriptomic Analysis Reveals a Diverse Expression of Papaya Cell-Wall-Related Genes
4. Conclusions
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
- Fabi, J.P.; Cordenunsi, B.R.; Seymour, G.B.; Lajolo, F.M.; do Nascimento, J.R.O. Molecular Cloning and Characterization of a Ripening-Induced Polygalacturonase Related to Papaya Fruit Softening. Plant Physiol. Biochem. 2009, 47, 1075–1081. [Google Scholar] [CrossRef] [Scilit]
- Tucker, G.; Yin, X.; Zhang, A.; Wang, M.; Zhu, Q.; Liu, X.; Xie, X.; Chen, K.; Grierson, D. Ethylene and Fruit Softening. Food Qual. Saf. 2017, 1, 253–267. [Google Scholar] [CrossRef] [Scilit]
- Fabi, J.P.; Peroni, F.H.G.; Gomez, M.L.P.A. Papaya, Mango and Guava Fruit Metabolism during Ripening: Postharvest Changes Affecting Tropical Fruit Nutritional Content and Quality. Fresh Prod. 2010, 11, 201913937. [Google Scholar]
- Liu, K.; Yuan, C.; Li, H.; Lin, W.; Yang, Y.; Shen, C.; Zheng, X. Genome-Wide Identification and Characterization of Auxin Response Factor (ARF) Family Genes Related to Flower and Fruit Development in Papaya (Carica papaya L.). BMC Genom. 2015, 16, 901. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Karagiannis, E.; Michailidis, M.; Tanou, G.; Scossa, F.; Sarrou, E.; Stamatakis, G.; Samiotaki, M.; Martens, S.; Fernie, A.R.; Molassiotis, A. Decoding Altitude-Activated Regulatory Mechanisms Occurring during Apple Peel Ripening. Hortic. Res. 2020, 7, 1–12. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Minas, I.S.; Tanou, G.; Krokida, A.; Karagiannis, E.; Belghazi, M.; Vasilakakis, M.; Papadopoulou, K.K.; Molassiotis, A. Ozone-Induced Inhibition of Kiwifruit Ripening Is Amplified by 1-Methylcyclopropene and Reversed by Exogenous Ethylene. BMC Plant Biol. 2018, 18, 358. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Fabi, J.P.; do Prado, S.B.R. Fast and Furious: Ethylene-Triggered Changes in the Metabolism of Papaya Fruit during Ripening. Front. Plant Sci. 2019, 10. [Google Scholar] [CrossRef] [Scilit]
- Fabi, J.P.; Lajolo, F.M.; do Nascimento, J.R.O. Cloning and Characterization of Transcripts Differentially Expressed in the Pulp of Ripening Papaya. Sci. Hortic. 2009, 121, 159–165. [Google Scholar] [CrossRef] [Scilit]
- Shinozaki, Y.; Nicolas, P.; Fernandez-Pozo, N.; Ma, Q.; Evanich, D.J.; Shi, Y.; Xu, Y.; Zheng, Y.; Snyder, S.I.; Martin, L.B.B.; et al. High-Resolution Spatiotemporal Transcriptome Mapping of Tomato Fruit Development and Ripening. Nat. Commun. 2018, 9, 364. [Google Scholar] [CrossRef] [Scilit]
- Sánchez-Sevilla, J.F.; Vallarino, J.G.; Osorio, S.; Bombarely, A.; Posé, D.; Merchante, C.; Botella, M.A.; Amaya, I.; Valpuesta, V. Gene Expression Atlas of Fruit Ripening and Transcriptome Assembly from RNA-Seq Data in Octoploid Strawberry (Fragaria × Ananassa). Sci. Rep. 2017, 7, 13737. [Google Scholar] [CrossRef] [Scilit]
- Chen, S.; Li, Y.; Zhao, Y.; Li, G.; Zhang, W.; Wu, Y.; Huang, L. ITRAQ and RNA-Seq Analyses Revealed the Effects of Grafting on Fruit Development and Ripening of Oriental Melon (Cucumis melo L. var. makuwa). Gene 2020, 766, 145142. [Google Scholar] [CrossRef] [Scilit]
- Deshpande, A.B.; Anamika, K.; Jha, V.; Chidley, H.G.; Oak, P.S.; Kadoo, N.Y.; Pujari, K.H.; Giri, A.P.; Gupta, V.S. Transcriptional Transitions in Alphonso Mango (Mangifera indica L.) during Fruit Development and Ripening Explain Its Distinct Aroma and Shelf Life Characteristics. Sci. Rep. 2017, 7, 8711. [Google Scholar] [CrossRef] [Scilit]
- Pei, M.; Gu, C.; Zhang, S. Genome-Wide Identification and Expression Analysis of Genes Associated with Peach (Prunus persica) Fruit Ripening. Sci. Hortic. 2019, 246, 317–327. [Google Scholar] [CrossRef] [Scilit]
- Li, T.; Yun, Z.; Wu, Q.; Qu, H.; Duan, X.; Jiang, Y. Combination of Transcriptomic, Proteomic, and Metabolomic Analysis Reveals the Ripening Mechanism of Banana Pulp. Biomolecules 2019, 9, 523. [Google Scholar] [CrossRef] [Scilit]
- Fu, C.-C.; Chen, H.-J.; Gao, H.-Y.; Wang, S.-L.; Wang, N.; Jin, J.-C.; Lu, Y.; Yu, Z.-L.; Ma, Q.; Han, Y.-C. Papaya CpMADS4 and CpNAC3 Co-Operatively Regulate Ethylene Signal Genes CpERF9 and CpEIL5 during Fruit Ripening. Postharvest Biol. Technol. 2021, 175, 111485. [Google Scholar] [CrossRef] [Scilit]
- Zhou, D.; Shen, Y.; Zhou, P.; Fatima, M.; Lin, J.; Yue, J.; Zhang, X.; Chen, L.-Y.; Ming, R. Papaya CpbHLH1/2 Regulate Carotenoid Biosynthesis-Related Genes during Papaya Fruit Ripening. Hortic. Res. 2019, 6, 1–13. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Daagema, A.A.; Orafa, P.N.; Igbua, F.Z. Nutritional Potentials and Uses of Pawpaw (Carica papaya): A Review. Eur. J. Nutr. Food Saf. 2020, 52–66. [Google Scholar] [CrossRef] [Scilit]
- do Prado, S.B.; Ferreira, G.F.; Harazono, Y.; Shiga, T.M.; Raz, A.; Carpita, N.C.; Fabi, J.P. Ripening-Induced Chemical Modifications of Papaya Pectin Inhibit Cancer Cell Proliferation. Sci. Rep. 2017, 7, 16564. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Ming, R.; Hou, S.; Feng, Y.; Yu, Q.; Dionne-Laporte, A.; Saw, J.H.; Senin, P.; Wang, W.; Ly, B.V.; Lewis, K.L.T.; et al. The Draft Genome of the Transgenic Tropical Fruit Tree Papaya (Carica papaya Linnaeus). Nature 2008, 452, 991–996. [Google Scholar] [CrossRef] [Scilit]
- Manrique, G.D.; Lajolo, F.M. Cell-Wall Polysaccharide Modifications during Postharvest Ripening of Papaya Fruit (Carica papaya). Postharvest Biol. Technol. 2004, 33, 11–26. [Google Scholar] [CrossRef] [Scilit]
- Shiga, T.M.; Fabi, J.P.; do Nascimento, J.R.O.; Petkowicz, C.L.d.O.; Vriesmann, L.C.; Lajolo, F.M.; Cordenunsi, B.R. Changes in Cell Wall Composition Associated to the Softening of Ripening Papaya: Evidence of Extensive Solubilization of Large Molecular Mass Galactouronides. J. Agric. Food Chem. 2009, 57, 7064–7071. [Google Scholar] [CrossRef] [Scilit]
- do Prado, S.B.; Melfi, P.R.; Castro-Alves, V.C.; Broetto, S.G.; Araújo, E.S.; do Nascimento, J.R.; Fabi, J.P. Physiological Degradation of Pectin in Papaya Cell Walls: Release of Long Chains Galacturonans Derived from Insoluble Fractions during Postharvest Fruit Ripening. Front. Plant Sci. 2016, 7. [Google Scholar] [CrossRef] [Scilit]
- Shen, Y.H.; Lu, B.G.; Feng, L.; Yang, F.Y.; Geng, J.J.; Ming, R.; Chen, X.J. Isolation of Ripening-Related Genes from Ethylene/1-MCP Treated Papaya through RNA-Seq. BMC Genom. 2017, 18, 671. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Fabi, J.P.; Cordenunsi, B.R.; de Mattos Barreto, G.P.; Mercadante, A.Z.; Lajolo, F.M.; Oliveira do Nascimento, J.R. Papaya Fruit Ripening: Response to Ethylene and 1-Methylcyclopropene (1-MCP). J. Agric. Food Chem. 2007, 55, 6118–6123. [Google Scholar] [CrossRef] [Scilit]
- Zhbannikov, I.Y.; Hunter, S.S.; Foster, J.A.; Settles, M.L. SeqyClean: A pipeline for high-throughput sequence data pre-processing. In Proceedings of the 8th ACM International Conference on Bioinformatics, Computational Biology, and Health Informatics, Boston, MS, USA, 20 August 2017; pp. 407–416. [Google Scholar]
- FastQC: A Quality Control Tool for High Throughput Sequence Data; Version 2.6.0a; Software for Sequence Data; Babraham Bioinformatics: Cambridge, UK, 2010.
- Dobin, A.; Davis, C.A.; Schlesinger, F.; Drenkow, J.; Zaleski, C.; Jha, S.; Batut, P.; Chaisson, M.; Gingeras, T.R. STAR: Ultrafast Universal RNA-Seq Aligner. Bioinformatics 2013, 29, 15–21. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- R Core Team. R: A Language and Environment for Statistical Computing; R Foundation for Statistical Computing: Vienna, Austria, 2014. [Google Scholar]
- Love, M.I.; Huber, W.; Anders, S. Moderated Estimation of Fold Change and Dispersion for RNA-Seq Data with DESeq2. Genome Biol. 2014, 15, 550. [Google Scholar] [CrossRef] [Scilit]
- High-Throughput Functional Annotation and Data Mining with the Blast2GO Suite—Nucleic Acids Research—Oxford Academic. Available online: https://academic.oup.com/nar/article/36/10/3420/2410320 (accessed on 30 April 2021).
- Langfelder, P.; Horvath, S. WGCNA: An R Package for Weighted Correlation Network Analysis. BMC Bioinform. 2008, 9, 559. [Google Scholar] [CrossRef] [Scilit]
- Shannon, P. Cytoscape: A Software Environment for Integrated Models of Biomolecular Interaction Networks. Genome Res. 2003, 13, 2498–2504. [Google Scholar] [CrossRef] [Scilit]
- Fabi, J.P.; Broetto, S.G.; Silva, S.L.; Zhong, S.; Lajolo, F.M.; do Nascimento, J.R.O. Analysis of Papaya Cell Wall-Related Genes during Fruit Ripening Indicates a Central Role of Polygalacturonases during Pulp Softening. PLoS ONE 2014, 9, e105685. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Fabi, J.P.; Seymour, G.B.; Graham, N.S.; Broadley, M.R.; May, S.T.; Lajolo, F.M.; Cordenunsi, B.R.; Oliveira do Nascimento, J.R. Analysis of Ripening-Related Gene Expression in Papaya Using an Arabidopsis-Based Microarray. BMC Plant Biol. 2012, 12, 242. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Shen, Y.H.; Yang, F.Y.; Lu, B.G.; Zhao, W.W.; Jiang, T.; Feng, L.; Chen, X.J.; Ming, R. Exploring the Differential Mechanisms of Carotenoid Biosynthesis in the Yellow Peel and Red Flesh of Papaya. BMC Genom. 2019, 20, 49. [Google Scholar] [CrossRef] [Scilit]
- Saini, R.K.; Zamany, A.J.; Keum, Y.-S. Ripening improves the content of carotenoid, α-tocopherol, and polyunsaturated fatty acids in tomato (Solanum lycopersicum L.) fruits. 3 Biotech 2017, 7, 43. [Google Scholar] [CrossRef] [Scilit]
- Pino, J.A. Odour-Active Compounds in Papaya Fruit Cv. Red Maradol. Food Chem. 2014, 146, 120–126. [Google Scholar] [CrossRef] [Scilit]
- Gomez, M.; Lajolo, F.; Cordenunsi, B. Evolution of Soluble Sugars during Ripening of Papaya Fruit and Its Relation to Sweet Taste. J. Food Sci. 2002, 67, 442–447. [Google Scholar] [CrossRef] [Scilit]
- Gayosso-García Sancho, L.E.; Yahia, E.M.; González-Aguilar, G.A. Identification and Quantification of Phenols, Carotenoids, and Vitamin C from Papaya (Carica papaya L., cv. Maradol) Fruit Determined by HPLC-DAD-MS/MS-ESI. Food Res. Int. 2011, 44, 1284–1291. [Google Scholar] [CrossRef] [Scilit]
- Binder, B.M. Ethylene Signaling in Plants. J. Biol. Chem. 2020, 295, 7710–7725. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Li, X.; Zhu, X.; Mao, J.; Zou, Y.; Fu, D.; Chen, W.; Lu, W. Isolation and Characterization of Ethylene Response Factor Family Genes during Development, Ethylene Regulation and Stress Treatments in Papaya Fruit. Plant Physiol. Biochem. 2013, 70, 81–92. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Nuruzzaman, M.; Sharoni, A.M.; Kikuchi, S. Roles of NAC Transcription Factors in the Regulation of Biotic and Abiotic Stress Responses in Plants. Front. Microbiol. 2013, 4. [Google Scholar] [CrossRef] [Scilit]
- Zhong, R.; Lee, C.; Zhou, J.; McCarthy, R.L.; Ye, Z.-H. A Battery of Transcription Factors Involved in the Regulation of Secondary Cell Wall Biosynthesis in Arabidopsis. Plant Cell 2008, 20, 2763–2782. [Google Scholar] [CrossRef] [Scilit]
- Lü, P.; Yu, S.; Zhu, N.; Chen, Y.-R.; Zhou, B.; Pan, Y.; Tzeng, D.; Fabi, J.P.; Argyris, J.; Garcia-Mas, J.; et al. Genome Encode Analyses Reveal the Basis of Convergent Evolution of Fleshy Fruit Ripening. Nat. Plants 2018, 4, 784–791. [Google Scholar] [CrossRef] [Scilit]
- Ochoa-Jiménez, V.-A.; Berumen-Varela, G.; Burgara-Estrella, A.; Orozco-Avitia, J.-A.; Ojeda-Contreras, Á.-J.; Trillo-Hernández, E.-A.; Rivera-Domínguez, M.; Troncoso-Rojas, R.; Báez-Sañudo, R.; Datsenka, T.; et al. Functional Analysis of Tomato Rhamnogalacturonan Lyase Gene Solyc11g011300 during Fruit Development and Ripening. J. Plant Physiol. 2018, 231, 31–40. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Zhang, Y.; Parmigiani, G.; Johnson, W.E. ComBat-Seq: Batch Effect Adjustment for RNA-Seq Count Data. NAR Genom. Bioinforma. 2020, 2, lqaa078. [Google Scholar] [CrossRef] [Scilit]
- Chen, Y.; Grimplet, J.; David, K.; Castellarin, S.D.; Terol, J.; Wong, D.C.J.; Luo, Z.; Schaffer, R.; Celton, J.-M.; Talon, M.; et al. Ethylene Receptors and Related Proteins in Climacteric and Non-Climacteric Fruits. Plant Sci. 2018, 276, 63–72. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Ke, X.; Wang, H.; Li, Y.; Zhu, B.; Zang, Y.; He, Y.; Cao, J.; Zhu, Z.; Yu, Y. Genome-Wide Identification and Analysis of Polygalacturonase Genes in Solanum Lycopersicum. Int. J. Mol. Sci. 2018, 19, 2290. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Chourasia, A.; Sane, V.A.; Nath, P. Differential Expression of Pectate Lyase during Ethylene-Induced Postharvest Softening of Mango (Mangifera indica var. Dashehari). Physiol. Plant. 2006, 128, 546–555. [Google Scholar] [CrossRef] [Scilit]
- Dautt-Castro, M.; Ochoa-Leyva, A.; Contreras-Vergara, C.A.; Pacheco-Sanchez, M.A.; Casas-Flores, S.; Sanchez-Flores, A.; Kuhn, D.N.; Islas-Osuna, M.A. Mango (Mangifera indica L.) Cv. Kent Fruit Mesocarp de Novo Transcriptome Assembly Identifies Gene Families Important for Ripening. Front. Plant Sci. 2015, 6. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Villarreal, N.M.; Marina, M.; Nardi, C.F.; Civello, P.M.; Martínez, G.A. Novel Insights of Ethylene Role in Strawberry Cell Wall Metabolism. Plant Sci. 2016, 252, 1–11. [Google Scholar] [CrossRef] [Scilit]
- Posé, S.; Kirby, A.R.; Paniagua, C.; Waldron, K.W.; Morris, V.J.; Quesada, M.A.; Mercado, J.A. The Nanostructural Characterization of Strawberry Pectins in Pectate Lyase or Polygalacturonase Silenced Fruits Elucidates Their Role in Softening. Carbohydr. Polym. 2015, 132, 134–145. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Paniagua, C.; Santiago-Doménech, N.; Kirby, A.R.; Gunning, A.P.; Morris, V.J.; Quesada, M.A.; Matas, A.J.; Mercado, J.A. Structural Changes in Cell Wall Pectins during Strawberry Fruit Development. Plant Physiol. Biochem. 2017, 118, 55–63. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Goulao, L.; Oliveira, C. Cell Wall Modifications during Fruit Ripening: When a Fruit Is Not the Fruit. Trends Food Sci. Technol. 2008, 19, 4–25. [Google Scholar] [CrossRef] [Scilit]
- Brummell, D.A. Cell Wall Metabolism during Maturation, Ripening and Senescence of Peach Fruit. J. Exp. Bot. 2004, 55, 2029–2039. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Dheilly, E.; Gall, S.L.; Guillou, M.-C.; Renou, J.-P.; Bonnin, E.; Orsel, M.; Lahaye, M. Cell Wall Dynamics during Apple Development and Storage Involves Hemicellulose Modifications and Related Expressed Genes. BMC Plant Biol. 2016, 16, 201. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Wang, D.; Yeats, T.H.; Uluisik, S.; Rose, J.K.C.; Seymour, G.B. Fruit Softening: Revisiting the Role of Pectin. Trends Plant Sci. 2018, 23, 302–310. [Google Scholar] [CrossRef] [Scilit]








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Soares, C.G.; do Prado, S.B.R.; Andrade, S.C.S.; Fabi, J.P. Systems Biology Applied to the Study of Papaya Fruit Ripening: The Influence of Ethylene on Pulp Softening. Cells 2021, 10, 2339. https://doi.org/10.3390/cells10092339
Soares CG, do Prado SBR, Andrade SCS, Fabi JP. Systems Biology Applied to the Study of Papaya Fruit Ripening: The Influence of Ethylene on Pulp Softening. Cells. 2021; 10(9):2339. https://doi.org/10.3390/cells10092339
Chicago/Turabian StyleSoares, Caroline Giacomelli, Samira Bernardino Ramos do Prado, Sónia C. S. Andrade, and João Paulo Fabi. 2021. "Systems Biology Applied to the Study of Papaya Fruit Ripening: The Influence of Ethylene on Pulp Softening" Cells 10, no. 9: 2339. https://doi.org/10.3390/cells10092339
APA StyleSoares, C. G., do Prado, S. B. R., Andrade, S. C. S., & Fabi, J. P. (2021). Systems Biology Applied to the Study of Papaya Fruit Ripening: The Influence of Ethylene on Pulp Softening. Cells, 10(9), 2339. https://doi.org/10.3390/cells10092339

