Non-Invasive Assessment of Grape Berry Development and Metabolic Maturation Under Tropical Field Conditions
Abstract
1. Introduction
2. Materials and Methods
2.1. Plant Material
2.2. Chlorophyll a Fluorescence Measurements
2.3. Chlorophyll Quantification
2.4. Determination of Total Soluble Solids and Titratable Acidity
2.5. Quantification of Soluble Sugars
2.6. Data Analysis
3. Results
3.1. Total Soluble Solids and Titratable Acidity
3.2. Soluble Sugar Quantification
3.3. Chlorophyll Quantification and Fluorescence Analysis
3.4. Correlation Analysis
4. Discussion
5. Conclusions
Author Contributions
Funding
Data Availability Statement
Acknowledgments
Conflicts of Interest
Abbreviations
| DAP | Days after pruning |
| DMSO | Dimethyl sulfoxide |
| G6PDH | Glucose-6-phosphate dehydrogenase |
| HK | Hexokinase |
| OD | Initial fluorescence |
| Fm | Maximum fluorescence |
| Fv/Fm | Maximum quantum yield of PSII |
| NR | Niagara Rosada |
| OD | Optical density |
| PGI | Phosphoglucose isomerase |
| PVPP | Polyvinylpolypyrrolidone |
| RM | Romana A1105 |
| SS | Soluble sugar |
| TA | Titratable acidity |
| TSS | Total soluble solids |
| Fv | Variable fluorescence |
References
- Coombe, B.G. Research on Development and Ripening of the Grape Berry. Am. J. Enol. Vitic. 1992, 43, 101–110. [Google Scholar] [CrossRef]
- Davies, C.; Robinson, S.P. Differential Screening Indicates a Dramatic Change in mRNA Profiles during Grape Berry Ripening. Cloning and Characterization of cDNAs Encoding Putative Cell Wall and Stress Response Proteins. Plant Physiol. 2000, 122, 803–812. [Google Scholar] [CrossRef]
- Thomas, T.R.; Matthews, M.A.; Shackel, K.A. Direct in Situ Measurement of Cell Turgor in Grape (Vitis vinifera L.) Berries during Development and in Response to Plant Water Deficits. Plant Cell Environ. 2006, 29, 993–1001. [Google Scholar] [CrossRef]
- Zhang, X.-Y.; Wang, X.-L.; Wang, X.-F.; Xia, G.-H.; Pan, Q.-H.; Fan, R.-C.; Wu, F.-Q.; Yu, X.-C.; Zhang, D.-P. A Shift of Phloem Unloading from Symplasmic to Apoplasmic Pathway Is Involved in Developmental Onset of Ripening in Grape Berry. Plant Physiol. 2006, 142, 220–232. [Google Scholar] [CrossRef] [PubMed]
- Liu, H.-F.; Wu, B.-H.; Fan, P.-G.; Li, S.-H.; Li, L.-S. Sugar and Acid Concentrations in 98 Grape Cultivars Analyzed by Principal Component Analysis. J. Sci. Food Agric. 2006, 86, 1526–1536. [Google Scholar] [CrossRef]
- Wang, J.; Zhang, C.; Li, M.; Fan, X.; Zhang, Y.; Jiang, J.; Liu, C.; Sun, L. Multi-Omics Analysis Unravels the Dynamics of Flavor Profile in ‘Queen Nina’ Berries and the Regulatory Mechanism Underlying Volatile Esters. Food Chem. Mol. Sci. 2025, 10, 100248. [Google Scholar] [CrossRef]
- Shahood, R.; Torregrosa, L.; Savoi, S.; Romieu, C. First Quantitative Assessment of Growth, Sugar Accumulation and Malate Breakdown in a Single Ripening Berry. OENO One 2020, 54, 1077–1092. [Google Scholar] [CrossRef]
- Kuhn, N.; Guan, L.; Dai, Z.W.; Wu, B.-H.; Lauvergeat, V.; Gomès, E.; Li, S.-H.; Godoy, F.; Arce-Johnson, P.; Delrot, S. Berry Ripening: Recently Heard through the Grapevine. J. Exp. Bot. 2013, 65, 4543–4559. [Google Scholar] [CrossRef]
- Feiten, M.C.; Vieira, A.S. Utilização de Refratômetro Para Determinação Da Maturação de Uvas Viníferas de Pequenas Propriedades Familiares. Rev. Agro. Amb. 2024, 17, e12212. [Google Scholar] [CrossRef]
- Urbano Bron, I.; Vasconcelos Ribeiro, R.; Azzolini, M.; Pedro Jacomino, A.; Caruso Machado, E. Chlorophyll Fluorescence as a Tool to Evaluate the Ripening of ‘Golden’ Papaya Fruit. Postharvest Biol. Technol. 2004, 33, 163–173. [Google Scholar] [CrossRef]
- Greer, D.H. Non-destructive Chlorophyll Fluorescence and Colour Measurements of ‘Braeburn’ and ‘Royal Gala’ Apple (Malus domestica) Fruit Development throughout the Growing Season. N. Z. J. Crop Hortic. Sci. 2005, 33, 413–421. [Google Scholar] [CrossRef]
- Huybrechts, C.J.G.; Deckers, T.; Valcke, R. Assessing Apple Quality and Storage Capability by Means of Fluorescence Imaging. Acta Hortic. 2003, 628, 91–96. [Google Scholar] [CrossRef]
- Abdelhamid, M.A.; Rawdhan, S.A.; Shalaby, S.S.; Atia, M.F. Assessment of Tomato Ripeness Using Chlorophyll Fluorescence. Rev. Bras. Eng. Agríc. Ambient. 2024, 28, e277711. [Google Scholar] [CrossRef]
- Choi, H.-G.; Park, K.-S. Ripening Process of Tomato Fruits Postharvest: Impact of Environmental Conditions on Quality and Chlorophyll a Fluorescence Characteristics. Horticulturae 2023, 9, 812. [Google Scholar] [CrossRef]
- Lechaudel, M.; Urban, L.; Joas, J. Chlorophyll Fluorescence, a Nondestructive Method to Assess Maturity of Mango Fruits (Cv. ‘Cogshall’) without Growth Conditions Bias. J. Agric. Food Chem. 2010, 58, 7532–7538. [Google Scholar] [CrossRef]
- Choi, H.G.; Moon, B.Y.; Kang, N.J. Correlation between Strawberry (Fragaria ananassa Duch.) Productivity and Photosynthesis-Related Parameters under Various Growth Conditions. Front. Plant Sci. 2016, 7, 1607. [Google Scholar] [CrossRef]
- Baker, N.R. Applications of Chlorophyll Fluorescence Can Improve Crop Production Strategies: An Examination of Future Possibilities. J. Exp. Bot. 2004, 55, 1607–1621. [Google Scholar] [CrossRef] [PubMed]
- Krause, G.H.; Weis, E. Chlorophyll Fluorescence and Photosynthesis: The Basics. Annu. Rev. Plant Biol. 1991, 42, 313–349. [Google Scholar] [CrossRef]
- Baker, N.R. Chlorophyll Fluorescence: A Probe of Photosynthesis In Vivo. Annu. Rev. Plant Biol. 2008, 59, 89–113. [Google Scholar] [CrossRef]
- Leach, N.; Coops, N.C.; Obrknezev, N. Normalization Method for Multi-Sensor High Spatial and Temporal Resolution Satellite Imagery with Radiometric Inconsistencies. Comput. Electron. Agric. 2019, 164, 104893. [Google Scholar] [CrossRef]
- Kolb, C.A.; Wirth, E.; Kaiser, W.M.; Meister, A.; Riederer, M.; Pfündel, E.E. Noninvasive Evaluation of the Degree of Ripeness in Grape Berries (Vitis vinifera L. Cv. Bacchus and Silvaner) by Chlorophyll Fluorescence. J. Agric. Food Chem. 2006, 54, 299–305. [Google Scholar] [CrossRef]
- Merzlyak, M.N.; Melø, T.B.; Naqvi, K.R. Effect of Anthocyanins, Carotenoids, and Flavonols on Chlorophyll Fluorescence Excitation Spectra in Apple Fruit: Signature Analysis, Assessment, Modelling, and Relevance to Photoprotection. J. Exp. Bot. 2008, 59, 349–359. [Google Scholar] [CrossRef]
- Cheaib, A.; Mahmoud, L.M.; Vincent, C.; Killiny, N.; Dutt, M. Influence of Anthocyanin Expression on the Performance of Photosynthesis in Sweet Orange, Citrus sinensis (L.) Osbeck. Plants 2023, 12, 3965. [Google Scholar] [CrossRef]
- Anzanello, R.; Fialho, F.B.; Santos, H.P.D. Chilling Requirements and Dormancy Evolution in Grapevine Buds. Ciência Agrotecnol. 2018, 42, 364–371. [Google Scholar] [CrossRef]
- De Souza Leão, P.C.; Da Silva, E.E.G. Effects of Hydrogen Cyanamid on Bud Breaking of the Grapevine “Italia” in the São Francisco River Valley. Acta Hortic. 2010, 864, 157–162. [Google Scholar] [CrossRef]
- Coombe, B.G. Growth Stages of the Grapevine: Adoption of a System for Identifying Grapevine Growth Stages. Aust. J. Grape Wine Res. 1995, 1, 104–110. [Google Scholar] [CrossRef]
- Wellburn, A.R. The Spectral Determination of Chlorophylls a and b, as Well as Total Carotenoids, Using Various Solvents with Spectrophotometers of Different Resolution. J. Plant Physiol. 1994, 144, 307–313. [Google Scholar] [CrossRef]
- Stitt, M.; Lilley, R.M.c.C.; Gerhardt, R.; Heldt, H.W. [32] Metabolite Levels in Specific Cells and Subcellular Compartments of Plant Leaves. In Methods in Enzymology; Elsevier: Amsterdam, The Netherlands, 1989; Volume 174, pp. 518–552. ISBN 978-0-12-182075-6. [Google Scholar]
- R Core Team. R Core Team R: A Language and Environment for Statistical Computing; R Found. Stat. Comput: Vienna, Austria, 2023. [Google Scholar]
- Kasampalis, D.S.; Tsouvaltzis, P.; Ntouros, K.; Gertsis, A.; Gitas, I.; Siomos, A.S. The Use of Digital Imaging, Chlorophyll Fluorescence and Vis/NIR Spectroscopy in Assessing the Ripening Stage and Freshness Status of Bell Pepper Fruit. Comput. Electron. Agric. 2021, 187, 106265. [Google Scholar] [CrossRef]
- Noh, H.K.; Lu, R. Hyperspectral Laser-Induced Fluorescence Imaging for Assessing Apple Fruit Quality. Postharvest Biol. Technol. 2007, 43, 193–201. [Google Scholar] [CrossRef]
- Kitao, M.; Lei, T.T.; Koike, T.; Tobita, H.; Maruyama, Y.; Matsumoto, Y.; Ang, L. Temperature Response and Photoinhibition Investigated by Chlorophyll Fluorescence Measurements for Four Distinct Species of Dipterocarp Trees. Physiol. Plant. 2000, 109, 284–290. [Google Scholar] [CrossRef]
- Toivonen, P.M.A.; DeEll, J.R. Differences in Chlorophyll Fluorescence and Chlorophyll Content of Broccoli Associated with Maturity and Sampling Section. Postharvest Biol. Technol. 1998, 14, 61–64. [Google Scholar] [CrossRef]
- Schreiber, U.; Bilger, W. Rapid Assessment of Stress Effects on Plant Leaves by Chlorophyll Fluorescence Measurements. In Plant Response to Stress; Tenhunen, J.D., Catarino, F.M., Lange, O.L., Oechel, W.C., Eds.; Springer: Berlin/Heidelberg, Germany, 1987; pp. 27–53. ISBN 978-3-642-70870-1. [Google Scholar]
- Mir, N.; Perez, R.; Beaudry, R.M. Chlorophyll Fluorescence and Whole Fruit Senescence in ‘Golden Delicious’ Apple. Acta Hortic. 1998, 464, 121–126. [Google Scholar] [CrossRef]
- Bolhàr-Nordenkampf, H.R.; Öquist, G. Chlorophyll Fluorescence as a Tool in Photosynthesis Research. In Photosynthesis and Production in a Changing Environment; Hall, D.O., Scurlock, J.M.O., Bolhàr-Nordenkampf, H.R., Leegood, R.C., Long, S.P., Eds.; Springer: Dordrecht, The Netherlands, 1993; pp. 193–206. ISBN 978-0-412-42910-1. [Google Scholar]
- Teixeira, A.; Noronha, H.; Sebastiana, M.; Fortes, A.M.; Gerós, H. A Proteomic Analysis Shows the Stimulation of Light Reactions and Inhibition of the Calvin Cycle in the Skin Chloroplasts of Ripe Red Grape Berries. Front. Plant Sci. 2022, 13, 1014532. [Google Scholar] [CrossRef]
- Balic, I.; Vizoso, P.; Nilo-Poyanco, R.; Sanhueza, D.; Olmedo, P.; Sepúlveda, P.; Arriagada, C.; Defilippi, B.G.; Meneses, C.; Campos-Vargas, R. Transcriptome Analysis during Ripening of Table Grape Berry Cv. Thompson Seedless. PLoS ONE 2018, 13, e0190087. [Google Scholar] [CrossRef]
- Carroll, D.E.; Marcy, J.E. Chemical and Physical Changes during Maturation of Muscadine Grapes (Vitis rotundifolia). Am. J. Enol. Vitic. 1982, 33, 168–172. [Google Scholar] [CrossRef]
- Walker, R.P.; Bonghi, C.; Varotto, S.; Battistelli, A.; Burbidge, C.A.; Castellarin, S.D.; Chen, Z.-H.; Darriet, P.; Moscatello, S.; Rienth, M.; et al. Sucrose Metabolism and Transport in Grapevines, with Emphasis on Berries and Leaves, and Insights Gained from a Cross-Species Comparison. Int. J. Mol. Sci. 2021, 22, 7794. [Google Scholar] [CrossRef] [PubMed]
- Yang, M.; Luo, Z.; Li, D.; Ma, C.; Li, L. Role of Epicuticular Wax Involved in Quality Maintenance of Table Grapes: Evidence from Transcriptomic Data. Postharvest Biol. Technol. 2023, 196, 112155. [Google Scholar] [CrossRef]
- Chang, B.-M.; Keller, M. Cuticle and Skin Cell Walls Have Common and Unique Roles in Grape Berry Splitting. Hortic. Res. 2021, 8, 168. [Google Scholar] [CrossRef] [PubMed]
- Jones, G.V.; White, M.A.; Cooper, O.R.; Storchmann, K. Climate Change and Global Wine Quality. Clim. Change 2005, 73, 319–343. [Google Scholar] [CrossRef]
- Tomás, M.; Medrano, H.; Pou, A.; Escalona, J.M.; Martorell, S.; Ribas-Carbó, M.; Flexas, J. Water-Use Efficiency in Grapevine Cultivars Grown under Controlled Conditions: Effects of Water Stress at the Leaf and Whole-Plant Level: Genotypic Variability of Water-Use Efficiency. Aust. J. Grape Wine Res. 2012, 18, 164–172. [Google Scholar] [CrossRef]
- Mosetti, D.; Herrera, J.C.; Sabbatini, P.; Green, A.; Alberti, G.; Peterlunger, E.; Lisjak, K.; Castellarin, S.D. Impact of Leaf Removal after Berry Set on Fruit Composition and Bunch Rot in “Sauvignon Blanc”. VITIS—J. Grapevine Res. 2016, 55, 57–64. [Google Scholar] [CrossRef]
- Luo, H.-B.; Ma, L.; Xi, H.-F.; Duan, W.; Li, S.-H.; Loescher, W.; Wang, J.-F.; Wang, L.-J. Photosynthetic Responses to Heat Treatments at Different Temperatures and Following Recovery in Grapevine (Vitis amurensis L.) Leaves. PLoS ONE 2011, 6, e23033. [Google Scholar] [CrossRef]
- Vedoato, B.T.F.; Domingues Neto, F.J.; Pimentel Junior, A.; Paiva, A.P.M.; Silva, M.J.R.D.; Moura, M.F.; Lima, G.P.P.; Tecchio, M.A. Production, Physicochemical Quality and Antioxidant Capacity of ‘Niagara Rosada’ Grape Grafted on Different Rootstocks. Biosci. J. 2020, 36, 1879–1889. [Google Scholar] [CrossRef]
- Lulu, J.; Castro, J.V.D.; Pedro Júnior, M.J. Efeito Do Microclima Na Qualidade Da Uva de Mesa “Romana” (A 1105) Cultivada Sob Cobertura Plástica. Rev. Bras. Frutic. 2005, 27, 422–425. [Google Scholar] [CrossRef]





| Month | T min (°C) | T Avg (°C) | T Max (°C) | Total Rainfall (mm) | Total Radiation (MJ m−2 day−1) |
|---|---|---|---|---|---|
| June | 17.7 | 21.1 | 26.1 | 53.6 | 11.88 |
| July | 15.4 | 20.1 | 26.5 | 14 | 14.96 |
| August | 18.2 | 22.2 | 27.8 | 3.8 | 16.23 |
| September | 17.7 | 21.5 | 26.8 | 53.2 | 16.78 |
| October | 20.6 | 23.4 | 28.1 | 72.4 | 16.14 |
| November | 20.8 | 23.5 | 27.3 | 506.4 | 15.48 |
| Fo | Fv | Fm | |||||||
|---|---|---|---|---|---|---|---|---|---|
| Variables | Combined | NR | RM | Combined | NR | RM | Combined | NR | RM |
| Fm | 0.95 * | 0.98 * | 0.94 * | ||||||
| Fv | 0.92 * | 0.96 * | 0.90 * | 0.99 * | 0.99 * | 0.99 * | |||
| Fv/Fm | 0.04 ns | 0.63 * | 0.01 ns | 0.31 * | 0.76 * | 0.32 ns | 0.40 * | 0.79 * | 0.40 * |
| Chlorophyll a (µg g−1) | 0.83 * | 0.81 * | 0.86 * | 0.87 * | 0.84 * | 0.92 * | 0.87 * | 0.84 * | 0.91 * |
| Chlorophyll b (µg g−1) | 0.71 * | 0.66 * | 0.56 * | 0.68 * | 0.69 * | 0.66 * | 0.68 * | 0.70 * | 0.68 * |
| Chlorophyll Total (µg g−1) | 0.79 * | 0.73 * | 0.79 * | 0.78 * | 0.77 * | 0.87 * | 0.78 * | 0.77 * | 0.87 * |
| TSS (°Brix) | −0.73 * | −0.96 * | −0.82 * | −0.82 * | −0.96 * | −0.86 * | −0.84 * | −0.96 * | −0.85 * |
| AT (g 100 g−1) | 0.74 * | 0.94 * | 0.71 * | 0.84 * | 0.93 * | 0.83 * | 0.86 * | 0.93 * | 0.85 * |
| TSS/AT | −0.67 * | −0.85 * | −0.72 * | −0.75 * | −0.84 * | −0.76 * | −0.76 * | −0.83 * | −0.76 * |
| Soluble Sugars (µmol g−1) | −0.71 * | −0.93 * | −0.80 * | −0.82 * | −0.93 * | −0.87 * | −0.84 * | −0.93 * | −0.87 * |
| Sucrose (µmol g−1) | −0.55 * | −0.91 * | −0.76 * | −0.68 * | −0.90 * | −0.82 * | −0.71 * | −0.89 * | −0.82 * |
| Glucose (µmol g−1) | −0.70 * | −0.85 * | −0.80 * | −0.80 * | −0.86 * | −0.88 * | −0.81 * | −0.86 * | −0.88 * |
| Fructose (µmol g−1) | −0.69 * | −0.94 * | −0.78 * | −0.81 * | −0.94 * | −0.86 * | −0.84 * | −0.94 * | −0.86 * |
| Glucose Fructose−1 | 0.11 ns | 0.72 * | 0.80 * | 0.25 * | 0.71 * | 0.84 * | 0.29 * | 0.70 * | 0.84 * |
| Fructose Glucose−1 | −0.25 * | −0.70 * | −0.85 * | −0.42 * | −0.69 * | −0.92 * | −0.47 * | −0.68 * | −0.93 * |
Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content. |
© 2026 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license.
Share and Cite
Monteiro, E.; de Souza, G.M.; Bressan-Smith, R. Non-Invasive Assessment of Grape Berry Development and Metabolic Maturation Under Tropical Field Conditions. Agronomy 2026, 16, 181. https://doi.org/10.3390/agronomy16020181
Monteiro E, de Souza GM, Bressan-Smith R. Non-Invasive Assessment of Grape Berry Development and Metabolic Maturation Under Tropical Field Conditions. Agronomy. 2026; 16(2):181. https://doi.org/10.3390/agronomy16020181
Chicago/Turabian StyleMonteiro, Eduardo, Gleidson Morais de Souza, and Ricardo Bressan-Smith. 2026. "Non-Invasive Assessment of Grape Berry Development and Metabolic Maturation Under Tropical Field Conditions" Agronomy 16, no. 2: 181. https://doi.org/10.3390/agronomy16020181
APA StyleMonteiro, E., de Souza, G. M., & Bressan-Smith, R. (2026). Non-Invasive Assessment of Grape Berry Development and Metabolic Maturation Under Tropical Field Conditions. Agronomy, 16(2), 181. https://doi.org/10.3390/agronomy16020181

