Acessibilidade / Reportar erro

Genetic diversity and selection of heirloom tomato accessions based on the physical and biochemical fruit-related traits

ABSTRACT

Heirloom tomatoes are open-pollinated varieties bearing a wide diversity of colors and shapes that may be used by breeders aiming to improve physical and biochemical fruit traits. Hence, in this work heirloom tomato accessions were characterized, gathering information to genetic breeding programs focusing on human food. For that, 67 heirloom tomato accessions were evaluated for fruit size, fruit mass, fruit volume, color, vitamin C, titratable acidity, soluble solids content, phenolic compounds content, total flavonoid content, and antioxidant activity. The experiment was conducted in a randomized complete block design with three repetitions. Linear mixed model, Pearson’s correlation and hierarchical clustering were applied to data. Five groups were formed by Ward’s clustering method. The accession UEL 300 constituted group A, which had the greatest mass and volume fruit. Eight accessions formed group B and showed mostly yellow fruits. Group C was comprised of 13 accessions, which had the highest levels of carotenoids, vitamin C, and antioxidant activity. Thirty-three accessions that constituted group D did not stand out for any of the attributes, while 12 accessions into group E had the highest content of phenolic compounds and flavonoids, along with the highest ratio of soluble solids and acidity. Five accessions in this collection (UEL 296, UEL 146, UEL 238, UEL 231, and UEL 217) stood out for their biochemical traits. The wide diversity for physical and biochemical fruit traits can be explored in tomato breeding programs, seeking to develop new cultivars, and strengthening family farming.

Key words
Solanum lycopersicum L.; gene bank; tomato breeding; post-harvest quality; horticulture

INTRODUCTION

Tomato (Solanum lycopersicum L.) is a vegetable of great importance for human consumption (Menda et al. 2013Menda, N., Strickler, S. R. and Mueller, L. A. (2013). Advances in tomato research in the post-genome era. Plant Biotechnology, 30, 243-256. https://doi.org/10.5511/plantbiotechnology.13.0904a
https://doi.org/10.5511/plantbiotechnolo...
, Rothan et al. 2019Rothan, C., Diouf, I. and Causse, M. (2019). Trait discovery and editing in tomato. Plant Journal, 97, 73-90. https://doi.org/10.1111/tpj.14152
https://doi.org/10.1111/tpj.14152...
). The fruit is an excellent source of nutrients and bioactive antioxidant compounds that are essential for human health, including minerals, vitamins C and E, carotenoids, organic acids, and phenolic and flavonoid compounds (Chaudhary et al. 2018Chaudhary, P., Sharma, A., Singh, B. and Nagpal, A. K. (2018). Bioactivities of phytochemicals present in tomato. Journal of Food Science and Technology, 55, 2833-2849. https://doi.org/10.1007/s13197-018-3221-z
https://doi.org/10.1007/s13197-018-3221-...
).

There is a growing search to improve the world population’s life quality. These efforts include acquiring healthy habits such as a diet rich in fruits and vegetables. Thus, the availability of tomatoes enriched with nutritional factors and sensory characteristics desirable to consumers is especially interesting for commercialization, which can increase the producer’s profitability by adding more value to the final product (Rocha et al. 2013aRocha, M. C., Deliza, R., Ares, G., Freitas, D. G. C., Silva, A. L. S., Carmo, M. G. F. and Abboud, A. C. S. (2013a). Identifying promising accessions of cherry tomato: a sensory strategy using consumers and chefs. Journal of the Science of Food and Agriculture, 93, 1903-1914. https://doi.org/10.1002/jsfa.5988
https://doi.org/10.1002/jsfa.5988...
, Rocha et al. 2013bRocha, M. C., Deliza, R., Corrêa, F. M., Carmo, M. G. F. and Abboud, A. C. S. (2013b). A study to guide breeding of new cultivars of organic cherry tomato following a consumer-driven approach. Food Research International, 51, 265-273. https://doi.org/10.1016/j.foodres.2012.12.019
https://doi.org/10.1016/j.foodres.2012.1...
, Kyriacou and Rouphael 2018Kyriacou, M. C. and Rouphael, Y. (2018). Towards a new definition of quality for fresh fruits and vegetables. Scientia Horticulturae, 234, 463-469. https://doi.org/10.1016/j.scienta.2017.09.046
https://doi.org/10.1016/j.scienta.2017.0...
).

The narrow genetic base of modern tomato cultivars has limited the genetic gain for several attributes, such as yield, tolerance to biotic and abiotic stresses, and nutritional and sensory quality of the fruits (Tieman et al. 2017Tieman, D., Zhu, G., Resende, M. F. R., Lin, T., Nguyen, C., Bies, D., Rambla, J. L., Beltran, K. S. O., Taylor, M., Zhang, B., Ikeda, H., Liu, Z., Fisher, J., Zemach, I., Monforte, A., Zamir, D., Granell, A., Kirst, M., Huang, S., and Klee, H. (2017). A chemical genetic roadmap to improved tomato flavour. Science, 355, 391-394. https://doi.org/10.1126/science.aal1556
https://doi.org/10.1126/science.aal1556...
, Gao et al. 2019Gao, L., Gonda, I., Sun, H., Ma, Q., Bao, K., Tieman, D. M., Burzynski-Chang, E. A., Fish, T. L., Stromberg, K. A., Sacks, G. L., Thannhauser, T. W., Foolad, M. R., Diez, M. J., Blanca, J., Canizares, J., Xu, Y., van der Knaap, E., Huang, S., Klee, H. J., Giovannoni, J. J. and Fei, Z. (2019). The tomato pan-genome uncovers new genes and a rare allele regulating fruit flavor. Nature Genetics, 51, 1044-1051. https://doi.org/10.1038/s41588-019-0410-2
https://doi.org/10.1038/s41588-019-0410-...
). The exploration of the genetic variability of accessions from a germplasm bank consists of a promising strategy to increase desirable agronomic, nutritional, and sensory traits (Patil et al. 2014Patil, B. S., Crosby, K., Byrne, D., Hirschi, K. (2014). The intersection of plant breeding, human health, and nutritional security: lessons learned and future perspectives. HortScience, 49, 116-127. https://doi.org/10.21273/HORTSCI.49.2.116
https://doi.org/10.21273/HORTSCI.49.2.11...
). Therefore, the use of heirloom tomatoes, open-pollinated varieties which have been preserved by family farmers for generations, has drawn the interest of breeders focusing on developing new cultivars that meet consumer expectations (Joseph et al. 2017Joseph, H., Nink, E., McCarthy, A., Messer, E. and Cash, S. B. (2017). The heirloom tomato is ‘in’. Does it matter how it tastes? Food, Culture & Society, 20, 257-280. https://doi.org/10.1080/15528014.2017.1305828
https://doi.org/10.1080/15528014.2017.13...
, Lázaro 2018Lázaro, A. (2018). Tomato landraces: an analysis of diversity and preferences. Plant Genetic Resources, 16, 315-324. https://doi.org/10.1017/S1479262117000351
https://doi.org/10.1017/S147926211700035...
).

In Europe and the United States of America, heirloom tomatoes are frequently sold in the vegetable market (Flores et al. 2017Flores, P., Sánchez, E., Fenoll, J. and Hellín, P. (2017). Genotypic variability of carotenoids in traditional tomato cultivars. Food Research International, 100, 510-516. https://doi.org/10.1016/j.foodres.2016.07.014
https://doi.org/10.1016/j.foodres.2016.0...
, Joseph et al. 2017Joseph, H., Nink, E., McCarthy, A., Messer, E. and Cash, S. B. (2017). The heirloom tomato is ‘in’. Does it matter how it tastes? Food, Culture & Society, 20, 257-280. https://doi.org/10.1080/15528014.2017.1305828
https://doi.org/10.1080/15528014.2017.13...
, Fresh Trends 2020Fresh Trends. (2020). The Packer. 84 p. Available at: http://digitaledition.qwinc.com/publication/?m=40749&i=655554&p=80&pp=1&ver=html5. Acessed on: May 20, 2021.
http://digitaledition.qwinc.com/publicat...
) and characterized by sweeter and more succulent fruits. They also display an exuberant appearance with colors and formats typically different from the fruits of cultivars currently marketed in Brazil (Barrett et al. 2012Barrett, C. E., Zhao, X., Sims, C. A., Brecht, J. K., Dreyer, E. Q. and Gao, Z. (2012). Fruit composition and sensory attributes of organic heirloom tomatoes as affected by grafting. HortTechnology, 22, 804-809. https://doi.org/10.21273/HORTTECH.22.6.804
https://doi.org/10.21273/HORTTECH.22.6.8...
). According to the magazine The Packer (Fresh Trends 2020Fresh Trends. (2020). The Packer. 84 p. Available at: http://digitaledition.qwinc.com/publication/?m=40749&i=655554&p=80&pp=1&ver=html5. Acessed on: May 20, 2021.
http://digitaledition.qwinc.com/publicat...
), this group of tomatoes represents 8% of consumer preference in the United States of America, indicating that there is a niche market that has been explored – a trend that may influence the Brazilian market.

Heirloom tomatoes may be highly valuable to tomato breeding programs for being sources of useful genes to expand the genetic base of modern cultivars (Dwivedi et al. 2019Dwivedi, S., Goldman, I. and Ortiz, R. (2019). Pursuing the potential of heirloom cultivars to improve adaptation, nutritional, and culinary features of food crops. Agronomy, 9, 441. https://doi.org/10.3390/agronomy9080441
https://doi.org/10.3390/agronomy9080441...
). In this study, 67 accessions of heirloom tomatoes evaluated belong to germplasm bank of Universidade Estadual de Londrina (UEL), Londrina, Paraná, Brazil. Each accession was characterized based on physical and biochemical fruit traits and selected the promising genotype, aiming to contribute with tomato breeding programs focusing on human food, besides to strengthen family farming.

MATERIAL AND METHODS

Plant material

From a collection in a germplasm bank of UEL, 67 accessions of heirloom tomatoes were characterized and evaluated in this study. The experiment was carried out from January 2019 to April 2020 under greenhouse conditions in the experimental area at UEL (23°19’44” S, 51°12’11”W, 592 m). The experiment was conducted in a randomized complete block design with three repetitions and two plants per plot (pot with two plants). The plants were conducted with two stems and cultivated in 8-L pots containing organomineral substrate (Plantmax HT®). Recommended tomato cultivation practices were used, and fertirrigation was performed with Hoagland and Arnon’s (1950)Hoagland, D. and Arnon, D. (1950). The water culture method for growing plants without soil. Berkeley: California Agricultural Experiment Station. nutrient solution. The fruits were mature harvested and from the bunches in the middle third of plants to obtain a representative size. Then, the samples (a mixture of fruits) were stored at 8-10°C until further use.

Physical characterization

The mean mass of ten fruits (M, in g) was measured on a semi-analytical balance, while the volume (V, in cm3) was measured in volumetric test tubes according to the water displaced by the immersion of the fruits. The color of the fruits was characterized by luminosity (L*), hue angle or hue (h*), and chroma or saturation (C*), using a colorimeter (Minolta Co., Japan, model CR-13) with the standard illuminant D65.

Biochemical characterization

The levels of soluble solids (SS, in °Brix) were obtained using a portable digital refractometer (PAL-1, Atago®). The titratable acidity (TA, in % of citric acid) was quantified by the Association of Official Agricultural Chemists (AOAC) titration method 942.15 (AOAC 2000[AOAC] Association of Official Analytical Chemists (AOAC). (2000). Official methods of the association of the agricultural chemists. 15th ed. Washington, D.C.: AOAC.). The vitamin C content (VitC, in mg of ascorbic acid·100 g-1) was measured using the AOAC titration method (AOAC 1984[AOAC] Association of Official Analytical Chemists (AOAC). (1984). Official methods of analysis. Washington, D.C.: AOAC.) modified by Benassi and Antunes (1988)Benassi, M. D. T. and Antunes A. J. (1988). A comparison of methaphosphoric and oxalic acids as extractants solutions for the determination of vitamin C in selected vegetables. Arquivos de Biologia e Tecnologia, 31, 507-513.. The extraction of beta-carotene (Beta, in mg·kg-1) and lycopene (Lyco, in mg·kg-1) was adapted from Adalid et al. (2010)Adalid, A. M., Roselló, S. and Nuez, F. (2010). Evaluation and selection of tomato accessions (Solanum section Lycopersicon) for content of lycopene, β-carotene and ascorbic acid. Journal of Food Composition and Analysis, 23, 613-618. https://doi.org/10.1016/j.jfca.2010.03.001
https://doi.org/10.1016/j.jfca.2010.03.0...
, modifying the extracting solution to ethanol and hexane (3:2, v/v). The carotenoids were quantified according to Rodriguez-Amaya (2001)Rodriguez-Amaya, D. B. A. (2001). Guide to carotenoid analysis in foods. Washington, D.C.: International Life Sciences Institute Press, 64 p. and Rodriguez-Amaya and Kimura (2004)Rodriguez-Amaya, D. B. A. and Kimura, M. (2004). Handbook for carotenoid analysis. Washington, D.C.: HarvestPlus, 58 p. (HarvestPlus Technical Monograph, 2)., and the data were obtained upon reading with a spectrophotometer (Genesys 10, Thermo) at 450 and 479 nm for Beta and Lyco, respectively.

The extraction of total phenolic content (TPC, mg of Gallic acid equivalents per 100 g of fresh mass), total flavonoid content (TFC, mg of Quercetin equivalents per 100 g of fresh mass), and antioxidant activity (DPPH, % of free radical scavenging) were performed according to Vázquez et al. (2008)Vázquez, G., Fontenla, E., Santos, J., Freire, M. S., González-Álvarez, J. and Antorrena, G. (2008). Antioxidant activity and phenolic content of chestnut (Castanea sativa) shell and eucalyptus (Eucalyptus globulus) bark extracts. Industrial Crops and Products, 28, 279-285. https://doi.org/10.1016/j.indcrop.2008.03.003
https://doi.org/10.1016/j.indcrop.2008.0...
. The quantification of TPC was based on Swain and Hillis (1959)Swain, T. and Hillis, W. E. (1959). The phenolic constituents of Prunus domestica. I. - The quantitative analysis of phenolic constituents. Journal of the Science of Food and Agriculture, 10, 63-68. https://doi.org/10.1002/jsfa.2740100110
https://doi.org/10.1002/jsfa.2740100110...
, in which Gallic acid was used as a standard compound, ranging from 10 to 100 mg·L-1 (r = 0.9960). The quantification of TFC was based on Gurnani et al. (2016)Gurnani, N., Gupta, M., Mehta, D. and Mehta, B. K. (2016). Chemical composition, total phenolic and flavonoid contents, and in vitro antimicrobial and antioxidant activities of crude extracts from red chilli seeds (Capsicum frutescens L.). Journal of Taibah University for Science, 10, 462-470. https://doi.org/10.1016/j.jtusci.2015.06.011
https://doi.org/10.1016/j.jtusci.2015.06...
, with Quercetin as the standard, ranging from 50 to 500 mg·L-1 (r = 0,9942). The antioxidant activity was measured using the 2,2-Diphenyl-1-picryl-hydrazyl (DPPH·) free radical method according to Brand-Williams et al. (1995)Brand-Williams, W., Cuvelier, M. E. and Berset, C. (1995). Use of a free radical method to evaluate antioxidant activity. LWT - Food Science and Technology, 28, 25-30. https://doi.org/10.1016/S0023-6438(95)80008-5
https://doi.org/10.1016/S0023-6438(95)80...
. Trolox (6-hydroxy-2,5,7,8-tetramethylchroman-2-carboxylic acid) was used as the analytical standard, ranging from 0.20 to 1.00 mmol·L-1 (r = 0.9992).

Data analysis

Linear mixed model to estimate predicted genotypic values

To estimate the predicted genotypic values for each trait that facilitates the selection of promising genotypes from a germplasm bank based on diversity, a linear mixed model was applied. Hence, the data were analyzed based on restricted maximum likelihood (REML) and best linear unbiased prediction (BLUP) using the Selegen-REML/BLUP software (Resende 2016Resende, M. D. V. D. (2016). Software Selegen-REML/BLUP: a useful tool for plant breeding. Crop Breeding and Applied Biotechnology, 16, 330-339. https://doi.org/10.1590/1984-70332016v16n4a49
https://doi.org/10.1590/1984-70332016v16...
). The predicted genotypic means were calculated after verifying data normality and homogeneity by the Shapiro-Wilk and Hartley’s tests (p<0.05), respectively. Deviance analysis (ANADEV) was performed based on the following statistical model (Eq. 1):

y   =   X u   +   Z g   +   e (1)

In which: y: the data vector; u: the scale for the general mean (fixed effect); g: the genotypic effect vector (random effect); e: the vector of errors or residues (random effect); X and Z: the incidence matrices for u and g, respectively.

The significance of the genotypic effect from the ANADEV was verified by the likelihood ratio test at 5% of probability. All analyses were performed using the predicted genotypic values (BLUP values), and their distribution was presented in boxplots.

Correlation and multivariate analysis

The correlations among the evaluated traits were verified by Pearson’s correlation coefficients (p<0.05), using the R software (https://www.r-project.org/) with the ‘corrplot’ package (Wei et al. 2017Wei, T., Simko, V., Levy, M., Xie, Y., Jin, Y. and Zemla, J. (2017). Package ‘corrplot’. Statistician, 56, e24.). Ward’s hierarchical clustering was performed using the standardized Euclidean distance, with the ‘ape’ package (Paradis and Schliep 2019Paradis, E. and Schliep, K. (2019). ape 5.0: an environment for modern phylogenetics and evolutionary analyses in R. Bioinformatics, 35, 526-528. https://doi.org/10.1093/bioinformatics/bty633
https://doi.org/10.1093/bioinformatics/b...
). The selection index of Mulamba and Mock (1978)Mulamba, N. N. and Mock, J. J. (1978). Improvement of yield potential of the ETO blanco maize (Zea mays L.) population by breeding for plant traits [Mexico]. Egyptian Journal of Genetics and Cytology, 7, 40-51. was used to select the five best genotypes (selection intensity of ~8%) based only on the biochemical characteristics (TPC, TFC, DPPH, Beta, Lyco, TA, VitC, and SS).

RESULTS

Deviance analysis

The deviance analysis showed significant effects (p<0.05) among accessions for all traits (Table 1). The contents of phenolic compounds and total flavonoids ranged from 22.01 to 54.34 and 21.07 to 77.21 mg·100 g-1, respectively. The antioxidant activity values based on free radical scavenging ranged from 67.21 to 92.45%, and carotenoids varied from 30.73 to 104.59 mg·100 g-1 for Beta, and 27.86 to 122.75 mg·100 g-1 for Lyco. The highest and lowest acidity was 0.77 and 0.39%, while the minimum and maximum levels of soluble solids were 5.68 and 9.39 °Brix and 27.63 to 84.3 mg·100 g-1 for VitC. Among the accessions, mass and volume ranged from 11.86 to 77.56 g and 11.33 to 70.28 cm3, respectively, and the color varied from 34 to 48.85 for luminosity, 25.87 to 51.03 for saturation (chroma), and 51.15 to 96.88 for hue.

Table 1
Genetic parameters for physical and biochemical traits of 67 heirloom tomato accessions.

As it can be seen in the box-chart, the antioxidant activity, titratable acidity, and hue did not present discrepant averages among the accessions of the collection (Fig. 1). On the other hand, mass, volume, luminosity, and chroma showed the greatest number of accessions with discrepant averages.

Figure 1
Distribution of the estimated averages in boxplot regarding the physical and biochemical attributes of the 67 heirloom tomato accessions.

Correlation

The Pearson’s correlation analysis showed a positive correlation between luminosity and chroma (r = 0.53), as well as for luminosity and hue (r = 0.55) (Fig. 2). Furthermore, positive correlations were observed between Beta and Lyco (r = 0.68), mass and luminosity (r = 0.25), and DPPH and VitC (r = 0.25), whereas mass and TPC and mass and DPPH were negatively correlated (r = -0.31 and -0.25, respectively). SS and TA were positively correlated with DPPH (r = 0.28 for both).

Figure 2
Diagram of Pearson’s linear correlation matrix among physical and biochemical traits, indicating significant correlation by the t-test (P<0.05). Positive or direct correlations are displayed in blue and negative or inverse correlations are shown in red.

Multivariate analysis

Ward’s cluster analysis using the Euclidean distance formed five distinct groups (Fig. 3):

Figure 3
Circular hierarchical clustering of 67 heirloom tomato accessions.
  • Group A consisted of only one accession, UEL 300, showing greater mass and volume;

  • Group B was represented by eight accessions, mostly with yellow fruits;

  • Group C was comprised by 13 accessions, in which bright red fruits predominate;

  • Group D was composed of dark red or brown fruits, with 33 accessions;

  • Group E was composed of dark red or brown fruits, with 12 accessions;

The box-chart revealed that the accession UEL 300 (Group A) had greater mass and volume, a lower content of phenolics and flavonoids, and less antioxidant activity (Fig. 4). Cluster B accesses stood out for the highest values of h and L, typical traits of light-yellow fruits. In group C, the accessions had greater antioxidant activity, levels of Beta and Lyco, and concentration of VitC. Fruits of group D, which included the largest number of accessions, did not stand out for any of the traits evaluated, only presenting intermediate results. Finally, group E genotypes had a high content of phenolics, flavonoids, and soluble solids and presented less acidity, resulting in higher values of correlation between SS and TA and suggesting that their fruits may be sweeter and perceived as more interesting for the consumers due to higher sensorial quality.

Figure 4
Distribution of the standardized means of 67 accessions in a boxplot regarding physical and biochemical attributes based on the five groups formed in the hierarchical cluster analysis.

The genotypes UEL 296, UEL 146, UEL 238, UEL 231, and UEL 217 were considered promising (Fig. 5), using the selection index of the rank sum, proposed by Mulamba and Mock (1978)Mulamba, N. N. and Mock, J. J. (1978). Improvement of yield potential of the ETO blanco maize (Zea mays L.) population by breeding for plant traits [Mexico]. Egyptian Journal of Genetics and Cytology, 7, 40-51., considering only the biochemical attributes evaluated. It was noticed that only the first accession mentioned belonged to group C, while the others took part in Group E, indicating that these two groups had accessions with greater nutritional potential, and better palatability.

Figure 5
Five genotypes of heirloom tomatoes chosen by of Mulamba and Mock’s (1978) selection index based on the biochemical attributes of the fruits.

DISCUSSION

The present study found a wide genetic diversity among the accessions of heirloom tomatoes in the evaluated collection, which has also been found in other germplasm banks around the world (Cortés-Olmos et al. 2014Cortés-Olmos, C., Leiva-Brondo, M., Roselló, J., Raigón, M. D. and Cebolla-Cornejo, J. (2014). The role of traditional varieties of tomato as sources of functional compounds. Journal of the Science of Food and Agriculture, 94, 2888-2904. https://doi.org/10.1002/jsfa.6629
https://doi.org/10.1002/jsfa.6629...
, Figàs et al. 2015Figàs, M. R., Prohens, J., Raigón, M. D., Fita, A., García-Martínez, M. D., Casanova, C., Borràs, D., Plazas, M., Andújar, I. and Soler, S. (2015). Characterization of composition traits related to organoleptic and functional quality for the differentiation, selection, and enhancement of local varieties of tomato from different cultivar groups. Food Chemistry, 187, 517-524. https://doi.org/10.1016/j.foodchem.2015.04.083
https://doi.org/10.1016/j.foodchem.2015....
, Bhandari et al. 2016Bhandari, S. R., Cho, M. C. and Lee, J. G. (2016). Genotypic variation in carotenoid, ascorbic acid, total phenolic, and flavonoid contents, and antioxidant activity in selected tomato breeding lines. Horticulture, Environment, and Biotechnology, 57, 440-452. https://doi.org/10.1007/s13580-016-0144-3
https://doi.org/10.1007/s13580-016-0144-...
). This work confirms that the characterization and evaluation of germplasms for physical and biochemical characteristics represent a fantastic tool for breeding programs focusing on species cultivated for human consumption since the genetic variability available in these banks is essential to develop cultivars with greater nutritional quality and sensory acceptance.

It is well known that fruits with low hue values (around 0°) imply red fruits, while fruits with h* values close to 90° are yellow. The brightness ranges from 0 to 100 from dark to light, respectively. The chroma indicates how opaque the color is (values close to 0), highly influenced by the grayscale, or bright (values far from 0), with greater intensity of the pure color and far from the grayscale (López Camelo and Gómez 2004López Camelo, A. F. and Gómez, P. A. (2004). Comparison of color indexes for tomato ripening. Horticultura Brasileira, 22, 534-537. https://doi.org/10.1590/S0102-05362004000300006
https://doi.org/10.1590/S0102-0536200400...
, Saad et al. 2016Saad, A., Jha, S. N., Jaiswal, P., Srivastava, N. and Helyes, L. (2016). Non-destructive quality monitoring of stored tomatoes using VIS-NIR spectroscopy. Engineering in Agriculture, Environment and Food, 9, 158-164. https://doi.org/10.1016/j.eaef.2015.10.004
https://doi.org/10.1016/j.eaef.2015.10.0...
). The wide range detected for these parameters indicates that there are genotypes in this collection with epicarp colors that vary from dark and bright red to light and opaque greenish yellow, with the presence of orange fruits.

In general, the red color of the fruit correlates to low hue values and high levels of Lyco (Jarquín-Enríquez et al. 2013Jarquín-Enríquez, L., Mercado-Silva, E. M., Maldonado, J. L. and Lopez-Baltazar, J. (2013). Lycopene content and color index of tomatoes are affected by the greenhouse cover. Scientia Horticulturae, 155, 43-48. https://doi.org/10.1016/j.scienta.2013.03.004
https://doi.org/10.1016/j.scienta.2013.0...
). In this study, the non-significant correlation between the color and the Lyco content may be since the color was measured in the epicarp, while the Lyco was quantified in the whole fruit. Thus, even though a strong positive correlation between color and Lyco content in tomatoes was expected, as already reported in Srivastava and Srivastava (2015)Srivastava, S. and Srivastava, A. K. (2015). Lycopene; chemistry, biosynthesis, metabolism and degradation under various abiotic parameters. Journal of Food Science and Technology, 52, 41-53. https://doi.org/10.1007/s13197-012-0918-2
https://doi.org/10.1007/s13197-012-0918-...
and Goisser et al. (2020)Goisser, S., Wittmann, S., Fernandes, M., Mempel, H. and Ulrichs, C. (2020). Comparison of colorimeter and different portable food-scanners for non-destructive prediction of lycopene content in tomato fruit. Postharvest Biology and Technology, 167, 111232. https://doi.org/10.1016/j.postharvbio.2020.111232
https://doi.org/10.1016/j.postharvbio.20...
works, the type of measurements may explain the underestimation of correlation between these traits. Nevertheless, results similar to the ones of the present study were reported by Lázaro (2018)Lázaro, A. (2018). Tomato landraces: an analysis of diversity and preferences. Plant Genetic Resources, 16, 315-324. https://doi.org/10.1017/S1479262117000351
https://doi.org/10.1017/S147926211700035...
, who also found no significant correlation between the two attributes. Therefore, the selection of heirloom tomato genotypes by color does not directly imply the Lyco content in the fruits, mainly because many heirloom tomatoes have a mixture of colors in the epicarp, justifying the importance of measuring both. It is noteworthy that the color of tomatoes is one of the most important factors for commercialization, especially in the consumer’s purchase decision, which often chooses to buy red fruits (Oltman et al. 2014Oltman, A. E., Jervis, S. M. and Drake, M. A. (2014). Consumer attitudes and preferences for fresh market tomatoes. Journal of Food Science, 79, S2091-S2097. https://doi.org/10.1111/1750-3841.12638
https://doi.org/10.1111/1750-3841.12638...
, Adegbola et al. 2019Adegbola, Y. P., Ahoyo Adjovi, N. R., Adekambi, S. A., Zossou, R., Sonehekpon, E. S., Assogba Komlan, F. and Djossa, E. (2019). Consumer preferences for fresh tomatoes in benin using a conjoint analysis. Journal of International Food & Agribusiness Marketing, 31, 1-21. https://doi.org/10.1080/08974438.2018.1469448
https://doi.org/10.1080/08974438.2018.14...
).

In the study by Cortés-Olmos et al. (2014)Cortés-Olmos, C., Leiva-Brondo, M., Roselló, J., Raigón, M. D. and Cebolla-Cornejo, J. (2014). The role of traditional varieties of tomato as sources of functional compounds. Journal of the Science of Food and Agriculture, 94, 2888-2904. https://doi.org/10.1002/jsfa.6629
https://doi.org/10.1002/jsfa.6629...
, lower levels of Beta were observed compared to Lyco. In addition, a positive correlation between Beta and Lyco corroborates other studies in the literature (Arthanari and Dhanapalan 2019Arthanari, M. and Dhanapalan, S. (2019). Quantification of β-carotene, lycopene, and chlorophyll content in tomato fruits of enrichment of chicken feathers composting. International Journal of Recycling of Organic Waste in Agriculture, 8, 473-477. https://doi.org/10.1007/s40093-019-0258-6
https://doi.org/10.1007/s40093-019-0258-...
) since these carotenoids share common metabolic and precursor routes. Consumers prefer high levels of these compounds in fruits (Klee and Giovannoni 2011Klee, H. J. and Giovannoni, J. J. (2011). Genetics and control of tomato fruit ripening and quality attributes. Annual Review of Genetics, 45, 41-59. https://doi.org/10.1146/annurev-genet-110410-132507
https://doi.org/10.1146/annurev-genet-11...
, Namitha et al. 2011Namitha, K. K., Archana, S. N. and Negi, P. S. (2011). Expression of carotenoid biosynthetic pathway genes and changes in carotenoids during ripening in tomato (Lycopersicon esculentum). Food & Function, 2, 168-173. https://doi.org/10.1039/C0FO00169D
https://doi.org/10.1039/C0FO00169D...
), as they inhibit oxidative cell oxidation, a process that can lead to the incidence of several types of cancer (Kelkel et al. 2011Kelkel, M., Schumacher, M., Dicato, M. and Diederich, M. (2011). Antioxidant and anti-proliferative properties of lycopene. Free Radical Research, 45, 925-940. https://doi.org/10.3109/10715762.2011.564168
https://doi.org/10.3109/10715762.2011.56...
, Friedman 2013Friedman, M. (2013). Anticarcinogenic, cardioprotective, and other health benefits of tomato compounds lycopene, α-tomatine, and tomatidine in pure form and in fresh and processed tomatoes. Journal of Agricultural and Food Chemistry, 61, 9534-9550. https://doi.org/10.1021/jf402654e
https://doi.org/10.1021/jf402654e...
, Siddiqui et al. 2015Siddiqui, M. W., Ayala-Zavala, J. F. and Dhua, R. S. (2015). Genotypic variation in tomatoes affecting processing and antioxidant attributes. Critical Reviews in Food Science and Nutrition, 55, 1819-1835. https://doi.org/10.1080/10408398.2012.710278
https://doi.org/10.1080/10408398.2012.71...
).

Higher levels of phenolic compounds and flavonoids and lower levels of VitC were also found by Vela-Hinojosa et al. (2019)Vela-Hinojosa, C., Escalona-Buendía, H. B., Mendoza-Espinoza, J. A., Villa-Hernández, J. M., Lobato-Ortíz, R., Rodríguez-Pérez, J. E. and Pérez-Flores, L. J. (2019). Antioxidant Balance and Regulation in Tomato Genotypes of Different Color. Journal of the American Society for Horticultural Science, 144, 45-54. https://doi.org/10.21273/JASHS04525-18
https://doi.org/10.21273/JASHS04525-18...
, who claim that fruits can synthesize polyphenols by decreasing the concentration of VitC in the cytosol. Also observed in the present study, Barros et al. (2012)Barros, L., Dueñas, M., Pinela, J., Carvalho, A. M., Buelga, C. S. and Ferreira, I. C. (2012). Characterization and quantification of phenolic compounds in four tomato (Lycopersicon esculentum L.) farmers’ varieties in northeastern Portugal homegardens. Plant Foods for Human Nutrition, 67, 229-234. https://doi.org/10.1007/s11130-012-0307-z
https://doi.org/10.1007/s11130-012-0307-...
found higher levels of phenolic compounds in yellow fruits, around 54.23 μg·g-1. Antioxidant activity is one of the parameters better related to the food capability of promoting health benefits, representing the ability to inhibit cellular oxidative stress by capturing free radicals and donating electrons to unstable molecules (Bhandari et al. 2016Bhandari, S. R., Cho, M. C. and Lee, J. G. (2016). Genotypic variation in carotenoid, ascorbic acid, total phenolic, and flavonoid contents, and antioxidant activity in selected tomato breeding lines. Horticulture, Environment, and Biotechnology, 57, 440-452. https://doi.org/10.1007/s13580-016-0144-3
https://doi.org/10.1007/s13580-016-0144-...
, Salehi et al. 2019Salehi, B., Sharifi-Rad, R., Sharopov, F., Namiesnik, J., Roointan, A., Kamle, M., Kumar, P., Martins, N. and Sharifi-Rad, J. (2019). Beneficial effects and potential risks of tomato consumption for human health: an overview. Nutrition, 62, 201-208. https://doi.org/10.1016/j.nut.2019.01.012
https://doi.org/10.1016/j.nut.2019.01.01...
). The results of the present study are similar to those found by Bhandari et al. (2016)Bhandari, S. R., Cho, M. C. and Lee, J. G. (2016). Genotypic variation in carotenoid, ascorbic acid, total phenolic, and flavonoid contents, and antioxidant activity in selected tomato breeding lines. Horticulture, Environment, and Biotechnology, 57, 440-452. https://doi.org/10.1007/s13580-016-0144-3
https://doi.org/10.1007/s13580-016-0144-...
, who observed values between 32.7 to 82.3%.

The positive correlation between VitC and antioxidant activity aggress with other studies, since ascorbic acid has a reducing capacity, as well as carotenoids – phenolic compounds that include flavonoids (Ilahy et al. 2011Ilahy, R., Hdider, C., Lenucci, M. S., Tlili, I. and Dalessandro, G. (2011). Phytochemical composition and antioxidant activity of high-lycopene tomato (Solanum lycopersicum L.) cultivars grown in Southern Italy. Scientia Horticulturae, 127, 255-261. https://doi.org/10.1016/j.scienta.2010.10.001
https://doi.org/10.1016/j.scienta.2010.1...
, Kavitha et al. 2014Kavitha, P., Shivashankara, K. S., Rao, V. L., Sadashiva, A. T., Ravishankar, K. V. and Sathish, G. J. (2014). Genotypic variability for antioxidant and quality parameters among tomato cultivars, hybrids, cherry tomatoes and wild species. Journal of the Science Food and Agriculture, 94, 993-999. https://doi.org/10.1002/jsfa.6359
https://doi.org/10.1002/jsfa.6359...
, Mukherjee et al. 2020Mukherjee, D., Maurya, P. K., Banerjee, S., Bhattacharjee, T., Chatterjee, S., Chatterjee, S., Mandal, A. K., Maji, A. and Chattopadhyay, A. (2020). Breeding cherry tomato grown under open field conditions for simultaneous improvement in yield, nutritional quality, and leaf curl virus disease tolerance. International Journal of Vegetable Science, 26, 211-248. https://doi.org/10.1080/19315260.2019.1663973
https://doi.org/10.1080/19315260.2019.16...
). In addition, the levels of VitC in the genotypes of this heirloom tomato collection, with an overall average of 27.63 mg·100 g-1, were higher than those obtained by Bhandari et al. (2016)Bhandari, S. R., Cho, M. C. and Lee, J. G. (2016). Genotypic variation in carotenoid, ascorbic acid, total phenolic, and flavonoid contents, and antioxidant activity in selected tomato breeding lines. Horticulture, Environment, and Biotechnology, 57, 440-452. https://doi.org/10.1007/s13580-016-0144-3
https://doi.org/10.1007/s13580-016-0144-...
evaluating germplasms that contained cherry tomatoes and other commercial groups, ranging from 38.68 to 206.71 mg·100 g-1.

The greatest SS/TA ratio is a desirable and important feature for tomato breeding programs, indirectly indicating the most pleasant flavor (Zhu et al. 2018Zhu, Y., Sims, C. A., Klee, H. J. and Sarnoski, P. J. (2018). Sensory and flavor characteristics of tomato juice from garden gem and roma tomatoes with comparison to commercial tomato juice. Journal of Food Science, 83, 153-161. https://doi.org/10.1111/1750-3841.13980
https://doi.org/10.1111/1750-3841.13980...
). According to Costa et al. (2019)Costa, V. M. M. D., Garcia, M. C., Caliari, M., Soares Júnior, M. S., Vieira, D. A. D. P. and Damiani, C. (2019). Morphological, mechanical and chemical aspects of processing tomatoes produced in Brazilian savanna. Food Science and Technology, 39, 13-18. https://doi.org/10.1590/1678-457X.10417
https://doi.org/10.1590/1678-457X.10417...
, a high SS/TA determines a mild flavor, which is desired by consumers; on the other hand, low values of this ratio indicate less appreciable flavor. In tomato breeding programs, it is desirable to improve the nutritional and sensory quality of the fruits of commercial cultivars, while it can guarantee a greater financial return to the horticulturist by exploring new consumer market niches, which are increasingly demanding in functional food and beautiful vegetables (Bartoshuk and Klee 2013Bartoshuk, L. M. and Klee, H. J. (2013). Better fruits and vegetables through sensory analysis. Current Biology, 23, R374-R378. https://doi.org/10.1016/j.cub.2013.03.038
https://doi.org/10.1016/j.cub.2013.03.03...
, Oltman et al. 2014Oltman, A. E., Jervis, S. M. and Drake, M. A. (2014). Consumer attitudes and preferences for fresh market tomatoes. Journal of Food Science, 79, S2091-S2097. https://doi.org/10.1111/1750-3841.12638
https://doi.org/10.1111/1750-3841.12638...
, Patil et al. 2014Patil, B. S., Crosby, K., Byrne, D., Hirschi, K. (2014). The intersection of plant breeding, human health, and nutritional security: lessons learned and future perspectives. HortScience, 49, 116-127. https://doi.org/10.21273/HORTSCI.49.2.116
https://doi.org/10.21273/HORTSCI.49.2.11...
).

CONCLUSION

The collection of 67 heirloom tomatoes characterized in this study showed a wide diversity for physical and biochemical fruit traits. The five promising accessions selected will allow the development of cultivars producing fruits enriched with bioactive compounds and more palatable, which can be explored in tomato breeding programs focusing on nutritional quality, besides to expand the genetic basis of modern cultivars, and strengthening family farming.

ACKNOWLEDGMENTS

Not applicable.

  • How to cite: Constantino, L. V., Shimizu, G. D., Macera, R., Fukuji, A. S. S., Zeffa, D. M., Koltun, A. and Gonçalves, L. S. A. (2022). Genetic diversity and selection of heirloom tomato accessions based on the physical and biochemical fruit-related traits. Bragantia, 81, e1422. https://doi.org/10.1590/1678-4499.20210193
  • DATA AVAILABILITY STATEMENT

    All dataset were generated and analyzed in the current study.
  • FUNDING

    Coordenação de Aperfeiçoamento de Pessoal de Nível Superior
    Grant nº: 001

REFERENCES

  • Adalid, A. M., Roselló, S. and Nuez, F. (2010). Evaluation and selection of tomato accessions (Solanum section Lycopersicon) for content of lycopene, β-carotene and ascorbic acid. Journal of Food Composition and Analysis, 23, 613-618. https://doi.org/10.1016/j.jfca.2010.03.001
    » https://doi.org/10.1016/j.jfca.2010.03.001
  • Adegbola, Y. P., Ahoyo Adjovi, N. R., Adekambi, S. A., Zossou, R., Sonehekpon, E. S., Assogba Komlan, F. and Djossa, E. (2019). Consumer preferences for fresh tomatoes in benin using a conjoint analysis. Journal of International Food & Agribusiness Marketing, 31, 1-21. https://doi.org/10.1080/08974438.2018.1469448
    » https://doi.org/10.1080/08974438.2018.1469448
  • Arthanari, M. and Dhanapalan, S. (2019). Quantification of β-carotene, lycopene, and chlorophyll content in tomato fruits of enrichment of chicken feathers composting. International Journal of Recycling of Organic Waste in Agriculture, 8, 473-477. https://doi.org/10.1007/s40093-019-0258-6
    » https://doi.org/10.1007/s40093-019-0258-6
  • [AOAC] Association of Official Analytical Chemists (AOAC). (1984). Official methods of analysis. Washington, D.C.: AOAC.
  • [AOAC] Association of Official Analytical Chemists (AOAC). (2000). Official methods of the association of the agricultural chemists. 15th ed. Washington, D.C.: AOAC.
  • Barrett, C. E., Zhao, X., Sims, C. A., Brecht, J. K., Dreyer, E. Q. and Gao, Z. (2012). Fruit composition and sensory attributes of organic heirloom tomatoes as affected by grafting. HortTechnology, 22, 804-809. https://doi.org/10.21273/HORTTECH.22.6.804
    » https://doi.org/10.21273/HORTTECH.22.6.804
  • Barros, L., Dueñas, M., Pinela, J., Carvalho, A. M., Buelga, C. S. and Ferreira, I. C. (2012). Characterization and quantification of phenolic compounds in four tomato (Lycopersicon esculentum L.) farmers’ varieties in northeastern Portugal homegardens. Plant Foods for Human Nutrition, 67, 229-234. https://doi.org/10.1007/s11130-012-0307-z
    » https://doi.org/10.1007/s11130-012-0307-z
  • Bartoshuk, L. M. and Klee, H. J. (2013). Better fruits and vegetables through sensory analysis. Current Biology, 23, R374-R378. https://doi.org/10.1016/j.cub.2013.03.038
    » https://doi.org/10.1016/j.cub.2013.03.038
  • Benassi, M. D. T. and Antunes A. J. (1988). A comparison of methaphosphoric and oxalic acids as extractants solutions for the determination of vitamin C in selected vegetables. Arquivos de Biologia e Tecnologia, 31, 507-513.
  • Bhandari, S. R., Cho, M. C. and Lee, J. G. (2016). Genotypic variation in carotenoid, ascorbic acid, total phenolic, and flavonoid contents, and antioxidant activity in selected tomato breeding lines. Horticulture, Environment, and Biotechnology, 57, 440-452. https://doi.org/10.1007/s13580-016-0144-3
    » https://doi.org/10.1007/s13580-016-0144-3
  • Brand-Williams, W., Cuvelier, M. E. and Berset, C. (1995). Use of a free radical method to evaluate antioxidant activity. LWT - Food Science and Technology, 28, 25-30. https://doi.org/10.1016/S0023-6438(95)80008-5
    » https://doi.org/10.1016/S0023-6438(95)80008-5
  • Chaudhary, P., Sharma, A., Singh, B. and Nagpal, A. K. (2018). Bioactivities of phytochemicals present in tomato. Journal of Food Science and Technology, 55, 2833-2849. https://doi.org/10.1007/s13197-018-3221-z
    » https://doi.org/10.1007/s13197-018-3221-z
  • Cortés-Olmos, C., Leiva-Brondo, M., Roselló, J., Raigón, M. D. and Cebolla-Cornejo, J. (2014). The role of traditional varieties of tomato as sources of functional compounds. Journal of the Science of Food and Agriculture, 94, 2888-2904. https://doi.org/10.1002/jsfa.6629
    » https://doi.org/10.1002/jsfa.6629
  • Costa, V. M. M. D., Garcia, M. C., Caliari, M., Soares Júnior, M. S., Vieira, D. A. D. P. and Damiani, C. (2019). Morphological, mechanical and chemical aspects of processing tomatoes produced in Brazilian savanna. Food Science and Technology, 39, 13-18. https://doi.org/10.1590/1678-457X.10417
    » https://doi.org/10.1590/1678-457X.10417
  • Dwivedi, S., Goldman, I. and Ortiz, R. (2019). Pursuing the potential of heirloom cultivars to improve adaptation, nutritional, and culinary features of food crops. Agronomy, 9, 441. https://doi.org/10.3390/agronomy9080441
    » https://doi.org/10.3390/agronomy9080441
  • Figàs, M. R., Prohens, J., Raigón, M. D., Fita, A., García-Martínez, M. D., Casanova, C., Borràs, D., Plazas, M., Andújar, I. and Soler, S. (2015). Characterization of composition traits related to organoleptic and functional quality for the differentiation, selection, and enhancement of local varieties of tomato from different cultivar groups. Food Chemistry, 187, 517-524. https://doi.org/10.1016/j.foodchem.2015.04.083
    » https://doi.org/10.1016/j.foodchem.2015.04.083
  • Flores, P., Sánchez, E., Fenoll, J. and Hellín, P. (2017). Genotypic variability of carotenoids in traditional tomato cultivars. Food Research International, 100, 510-516. https://doi.org/10.1016/j.foodres.2016.07.014
    » https://doi.org/10.1016/j.foodres.2016.07.014
  • Fresh Trends. (2020). The Packer. 84 p. Available at: http://digitaledition.qwinc.com/publication/?m=40749&i=655554&p=80&pp=1&ver=html5. Acessed on: May 20, 2021.
    » http://digitaledition.qwinc.com/publication/?m=40749&i=655554&p=80&pp=1&ver=html5
  • Friedman, M. (2013). Anticarcinogenic, cardioprotective, and other health benefits of tomato compounds lycopene, α-tomatine, and tomatidine in pure form and in fresh and processed tomatoes. Journal of Agricultural and Food Chemistry, 61, 9534-9550. https://doi.org/10.1021/jf402654e
    » https://doi.org/10.1021/jf402654e
  • Gao, L., Gonda, I., Sun, H., Ma, Q., Bao, K., Tieman, D. M., Burzynski-Chang, E. A., Fish, T. L., Stromberg, K. A., Sacks, G. L., Thannhauser, T. W., Foolad, M. R., Diez, M. J., Blanca, J., Canizares, J., Xu, Y., van der Knaap, E., Huang, S., Klee, H. J., Giovannoni, J. J. and Fei, Z. (2019). The tomato pan-genome uncovers new genes and a rare allele regulating fruit flavor. Nature Genetics, 51, 1044-1051. https://doi.org/10.1038/s41588-019-0410-2
    » https://doi.org/10.1038/s41588-019-0410-2
  • Goisser, S., Wittmann, S., Fernandes, M., Mempel, H. and Ulrichs, C. (2020). Comparison of colorimeter and different portable food-scanners for non-destructive prediction of lycopene content in tomato fruit. Postharvest Biology and Technology, 167, 111232. https://doi.org/10.1016/j.postharvbio.2020.111232
    » https://doi.org/10.1016/j.postharvbio.2020.111232
  • Gurnani, N., Gupta, M., Mehta, D. and Mehta, B. K. (2016). Chemical composition, total phenolic and flavonoid contents, and in vitro antimicrobial and antioxidant activities of crude extracts from red chilli seeds (Capsicum frutescens L.). Journal of Taibah University for Science, 10, 462-470. https://doi.org/10.1016/j.jtusci.2015.06.011
    » https://doi.org/10.1016/j.jtusci.2015.06.011
  • Hoagland, D. and Arnon, D. (1950). The water culture method for growing plants without soil. Berkeley: California Agricultural Experiment Station.
  • Ilahy, R., Hdider, C., Lenucci, M. S., Tlili, I. and Dalessandro, G. (2011). Phytochemical composition and antioxidant activity of high-lycopene tomato (Solanum lycopersicum L.) cultivars grown in Southern Italy. Scientia Horticulturae, 127, 255-261. https://doi.org/10.1016/j.scienta.2010.10.001
    » https://doi.org/10.1016/j.scienta.2010.10.001
  • Jarquín-Enríquez, L., Mercado-Silva, E. M., Maldonado, J. L. and Lopez-Baltazar, J. (2013). Lycopene content and color index of tomatoes are affected by the greenhouse cover. Scientia Horticulturae, 155, 43-48. https://doi.org/10.1016/j.scienta.2013.03.004
    » https://doi.org/10.1016/j.scienta.2013.03.004
  • Joseph, H., Nink, E., McCarthy, A., Messer, E. and Cash, S. B. (2017). The heirloom tomato is ‘in’. Does it matter how it tastes? Food, Culture & Society, 20, 257-280. https://doi.org/10.1080/15528014.2017.1305828
    » https://doi.org/10.1080/15528014.2017.1305828
  • Kavitha, P., Shivashankara, K. S., Rao, V. L., Sadashiva, A. T., Ravishankar, K. V. and Sathish, G. J. (2014). Genotypic variability for antioxidant and quality parameters among tomato cultivars, hybrids, cherry tomatoes and wild species. Journal of the Science Food and Agriculture, 94, 993-999. https://doi.org/10.1002/jsfa.6359
    » https://doi.org/10.1002/jsfa.6359
  • Kelkel, M., Schumacher, M., Dicato, M. and Diederich, M. (2011). Antioxidant and anti-proliferative properties of lycopene. Free Radical Research, 45, 925-940. https://doi.org/10.3109/10715762.2011.564168
    » https://doi.org/10.3109/10715762.2011.564168
  • Klee, H. J. and Giovannoni, J. J. (2011). Genetics and control of tomato fruit ripening and quality attributes. Annual Review of Genetics, 45, 41-59. https://doi.org/10.1146/annurev-genet-110410-132507
    » https://doi.org/10.1146/annurev-genet-110410-132507
  • Kyriacou, M. C. and Rouphael, Y. (2018). Towards a new definition of quality for fresh fruits and vegetables. Scientia Horticulturae, 234, 463-469. https://doi.org/10.1016/j.scienta.2017.09.046
    » https://doi.org/10.1016/j.scienta.2017.09.046
  • Lázaro, A. (2018). Tomato landraces: an analysis of diversity and preferences. Plant Genetic Resources, 16, 315-324. https://doi.org/10.1017/S1479262117000351
    » https://doi.org/10.1017/S1479262117000351
  • López Camelo, A. F. and Gómez, P. A. (2004). Comparison of color indexes for tomato ripening. Horticultura Brasileira, 22, 534-537. https://doi.org/10.1590/S0102-05362004000300006
    » https://doi.org/10.1590/S0102-05362004000300006
  • Menda, N., Strickler, S. R. and Mueller, L. A. (2013). Advances in tomato research in the post-genome era. Plant Biotechnology, 30, 243-256. https://doi.org/10.5511/plantbiotechnology.13.0904a
    » https://doi.org/10.5511/plantbiotechnology.13.0904a
  • Mukherjee, D., Maurya, P. K., Banerjee, S., Bhattacharjee, T., Chatterjee, S., Chatterjee, S., Mandal, A. K., Maji, A. and Chattopadhyay, A. (2020). Breeding cherry tomato grown under open field conditions for simultaneous improvement in yield, nutritional quality, and leaf curl virus disease tolerance. International Journal of Vegetable Science, 26, 211-248. https://doi.org/10.1080/19315260.2019.1663973
    » https://doi.org/10.1080/19315260.2019.1663973
  • Mulamba, N. N. and Mock, J. J. (1978). Improvement of yield potential of the ETO blanco maize (Zea mays L.) population by breeding for plant traits [Mexico]. Egyptian Journal of Genetics and Cytology, 7, 40-51.
  • Namitha, K. K., Archana, S. N. and Negi, P. S. (2011). Expression of carotenoid biosynthetic pathway genes and changes in carotenoids during ripening in tomato (Lycopersicon esculentum). Food & Function, 2, 168-173. https://doi.org/10.1039/C0FO00169D
    » https://doi.org/10.1039/C0FO00169D
  • Oltman, A. E., Jervis, S. M. and Drake, M. A. (2014). Consumer attitudes and preferences for fresh market tomatoes. Journal of Food Science, 79, S2091-S2097. https://doi.org/10.1111/1750-3841.12638
    » https://doi.org/10.1111/1750-3841.12638
  • Paradis, E. and Schliep, K. (2019). ape 5.0: an environment for modern phylogenetics and evolutionary analyses in R. Bioinformatics, 35, 526-528. https://doi.org/10.1093/bioinformatics/bty633
    » https://doi.org/10.1093/bioinformatics/bty633
  • Patil, B. S., Crosby, K., Byrne, D., Hirschi, K. (2014). The intersection of plant breeding, human health, and nutritional security: lessons learned and future perspectives. HortScience, 49, 116-127. https://doi.org/10.21273/HORTSCI.49.2.116
    » https://doi.org/10.21273/HORTSCI.49.2.116
  • Resende, M. D. V. D. (2016). Software Selegen-REML/BLUP: a useful tool for plant breeding. Crop Breeding and Applied Biotechnology, 16, 330-339. https://doi.org/10.1590/1984-70332016v16n4a49
    » https://doi.org/10.1590/1984-70332016v16n4a49
  • Rocha, M. C., Deliza, R., Ares, G., Freitas, D. G. C., Silva, A. L. S., Carmo, M. G. F. and Abboud, A. C. S. (2013a). Identifying promising accessions of cherry tomato: a sensory strategy using consumers and chefs. Journal of the Science of Food and Agriculture, 93, 1903-1914. https://doi.org/10.1002/jsfa.5988
    » https://doi.org/10.1002/jsfa.5988
  • Rocha, M. C., Deliza, R., Corrêa, F. M., Carmo, M. G. F. and Abboud, A. C. S. (2013b). A study to guide breeding of new cultivars of organic cherry tomato following a consumer-driven approach. Food Research International, 51, 265-273. https://doi.org/10.1016/j.foodres.2012.12.019
    » https://doi.org/10.1016/j.foodres.2012.12.019
  • Rodriguez-Amaya, D. B. A. (2001). Guide to carotenoid analysis in foods. Washington, D.C.: International Life Sciences Institute Press, 64 p.
  • Rodriguez-Amaya, D. B. A. and Kimura, M. (2004). Handbook for carotenoid analysis. Washington, D.C.: HarvestPlus, 58 p. (HarvestPlus Technical Monograph, 2).
  • Rothan, C., Diouf, I. and Causse, M. (2019). Trait discovery and editing in tomato. Plant Journal, 97, 73-90. https://doi.org/10.1111/tpj.14152
    » https://doi.org/10.1111/tpj.14152
  • Saad, A., Jha, S. N., Jaiswal, P., Srivastava, N. and Helyes, L. (2016). Non-destructive quality monitoring of stored tomatoes using VIS-NIR spectroscopy. Engineering in Agriculture, Environment and Food, 9, 158-164. https://doi.org/10.1016/j.eaef.2015.10.004
    » https://doi.org/10.1016/j.eaef.2015.10.004
  • Salehi, B., Sharifi-Rad, R., Sharopov, F., Namiesnik, J., Roointan, A., Kamle, M., Kumar, P., Martins, N. and Sharifi-Rad, J. (2019). Beneficial effects and potential risks of tomato consumption for human health: an overview. Nutrition, 62, 201-208. https://doi.org/10.1016/j.nut.2019.01.012
    » https://doi.org/10.1016/j.nut.2019.01.012
  • Siddiqui, M. W., Ayala-Zavala, J. F. and Dhua, R. S. (2015). Genotypic variation in tomatoes affecting processing and antioxidant attributes. Critical Reviews in Food Science and Nutrition, 55, 1819-1835. https://doi.org/10.1080/10408398.2012.710278
    » https://doi.org/10.1080/10408398.2012.710278
  • Srivastava, S. and Srivastava, A. K. (2015). Lycopene; chemistry, biosynthesis, metabolism and degradation under various abiotic parameters. Journal of Food Science and Technology, 52, 41-53. https://doi.org/10.1007/s13197-012-0918-2
    » https://doi.org/10.1007/s13197-012-0918-2
  • Swain, T. and Hillis, W. E. (1959). The phenolic constituents of Prunus domestica I. - The quantitative analysis of phenolic constituents. Journal of the Science of Food and Agriculture, 10, 63-68. https://doi.org/10.1002/jsfa.2740100110
    » https://doi.org/10.1002/jsfa.2740100110
  • Tieman, D., Zhu, G., Resende, M. F. R., Lin, T., Nguyen, C., Bies, D., Rambla, J. L., Beltran, K. S. O., Taylor, M., Zhang, B., Ikeda, H., Liu, Z., Fisher, J., Zemach, I., Monforte, A., Zamir, D., Granell, A., Kirst, M., Huang, S., and Klee, H. (2017). A chemical genetic roadmap to improved tomato flavour. Science, 355, 391-394. https://doi.org/10.1126/science.aal1556
    » https://doi.org/10.1126/science.aal1556
  • Vázquez, G., Fontenla, E., Santos, J., Freire, M. S., González-Álvarez, J. and Antorrena, G. (2008). Antioxidant activity and phenolic content of chestnut (Castanea sativa) shell and eucalyptus (Eucalyptus globulus) bark extracts. Industrial Crops and Products, 28, 279-285. https://doi.org/10.1016/j.indcrop.2008.03.003
    » https://doi.org/10.1016/j.indcrop.2008.03.003
  • Vela-Hinojosa, C., Escalona-Buendía, H. B., Mendoza-Espinoza, J. A., Villa-Hernández, J. M., Lobato-Ortíz, R., Rodríguez-Pérez, J. E. and Pérez-Flores, L. J. (2019). Antioxidant Balance and Regulation in Tomato Genotypes of Different Color. Journal of the American Society for Horticultural Science, 144, 45-54. https://doi.org/10.21273/JASHS04525-18
    » https://doi.org/10.21273/JASHS04525-18
  • Zhu, Y., Sims, C. A., Klee, H. J. and Sarnoski, P. J. (2018). Sensory and flavor characteristics of tomato juice from garden gem and roma tomatoes with comparison to commercial tomato juice. Journal of Food Science, 83, 153-161. https://doi.org/10.1111/1750-3841.13980
    » https://doi.org/10.1111/1750-3841.13980
  • Wei, T., Simko, V., Levy, M., Xie, Y., Jin, Y. and Zemla, J. (2017). Package ‘corrplot’. Statistician, 56, e24.
Section Editor: Carlos Alberto Scapim

Publication Dates

  • Publication in this collection
    14 Mar 2022
  • Date of issue
    2022

History

  • Received
    29 June 2021
  • Accepted
    03 Nov 2021
Instituto Agronômico de Campinas Avenida Barão de Itapura, 1481, 13020-902, Tel.: +55 19 2137-0653, Fax: +55 19 2137-0666 - Campinas - SP - Brazil
E-mail: bragantia@iac.sp.gov.br