| Literature DB >> 28322320 |
Eugenio Aprea1, Mathilde Charles1, Isabella Endrizzi1, Maria Laura Corollaro1, Emanuela Betta1, Franco Biasioli1, Flavia Gasperi1.
Abstract
Sweetness is one of the main drivers of consumer preference, and thus is given high priority in apple breeding programmes. Due to the complexity of sweetness evaluation, soluble solid content (SSC) is commonly used as an estimation of this trait. Nevertheless, it has been demonstrated that SSC and sweet taste are poorly correlated. Though individual sugar content may vary greatly between and within apple cultivars, no previous study has tried to investigate the relationship between the amount of individual sugars, or ratios of these, and apple sweetness. In this work, we quantified the major sugars (sucrose, glucose, fructose, xylose) and sorbitol and explored their influence on perceived sweetness in apple; we also related this to malic acid content, SSC and volatile compounds. Our data confirmed that the correlation between sweetness and SSC is weak. We found that sorbitol content correlates (similarly to SSC) with perceived sweetness better than any other single sugar or total sugar content. The single sugars show no differentiable importance in determining apple sweetness. Our predictive model based on partial least squares regression shows that after sorbitol and SSC, the most important contribution to apple sweetness is provided by several volatile compounds, mainly esters and farnesene.Entities:
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Year: 2017 PMID: 28322320 PMCID: PMC5359574 DOI: 10.1038/srep44950
Source DB: PubMed Journal: Sci Rep ISSN: 2045-2322 Impact factor: 4.379
Apple composition (mean values): individual sugars, sorbitol, malic acid, soluble solid content and total amount of sugars.
| Batch IDa | Sucrose | Fructose | Glucose | Xylose | Sorbitol | Malic acid | Soluble Solids | Total sugarsb |
|---|---|---|---|---|---|---|---|---|
| g kg−1 | g kg−1 | g kg−1 | g kg−1 | g kg−1 | g kg−1 | °Brix | g kg−1 | |
| 47.1 | 51.3 | 29.4 | 1.5 | 9.2 | 12.9 | 14.9 | 129.3 | |
| 35.0 | 37.4 | 20.8 | 0.5 | 6.0 | 19.4 | 14.9 | 93.7 | |
| 39.8 | 59.2 | 27.7 | 0.8 | 12.7 | 27.3 | 14.9 | 127.5 | |
| 42.0 | 52.1 | 28.6 | 0.9 | 12.6 | 18.6 | 14.9 | 123.5 | |
| 51.4 | 48.6 | 24.2 | 1.3 | 10.7 | 18.5 | 13.0 | 125.4 | |
| 43.8 | 55.9 | 26.8 | 0.9 | 8.5 | 15.1 | 14.9 | 127.3 | |
| 75.2 | 42.0 | 14.8 | 0.5 | 7.1 | 48.4 | 14.6 | 132.5 | |
| 84.2 | 39.8 | 13.7 | 1.4 | 7.3 | 23.7 | 13.5 | 139.2 | |
| 44.8 | 38.8 | 24.8 | 1.2 | 3.7 | 19.1 | 13.7 | 109.6 | |
| 50.8 | 56.3 | 20.8 | 0.6 | 7.8 | 19.2 | 13.5 | 128.4 | |
| 56.1 | 44.6 | 25.1 | 1.8 | 4.3 | 17.5 | 13.7 | 127.5 | |
| 64.8 | 44.7 | 26.2 | 1.7 | 12.9 | 13.8 | 15.8 | 137.4 | |
| 62.9 | 47.7 | 24.7 | 1.4 | 12.4 | 19.2 | 15.8 | 136.8 | |
| 62.3 | 41.4 | 13.2 | 1.1 | 7.0 | 29.4 | 14.0 | 117.9 | |
| 45.7 | 56.5 | 19.9 | 1.1 | 2.0 | 40.9 | — | 123.1 | |
| 45.9 | 50.1 | 30.2 | 1.2 | 9.4 | 16.5 | 13.0 | 127.4 | |
| 74.7 | 42.9 | 11.1 | 0.5 | 6.4 | 56.3 | 13.8 | 129.2 | |
| 28.5 | 27.0 | 18.5 | 0.9 | 1.9 | 20.7 | 13.7 | 74.7 | |
| 91.0 | 37.3 | 14.2 | 0.4 | 3.4 | 32.8 | 13.4 | 142.9 | |
| 51.2 | 54.9 | 24.7 | 1.3 | 7.0 | 29.3 | 13.4 | 132.1 | |
| 22.3 | 36.1 | 17.6 | 1.0 | 2.1 | 18.0 | 12.6 | 77.0 | |
| 35.6 | 53.2 | 25.6 | 1.4 | 5.1 | 18.2 | 12.9 | 115.9 | |
| 41.4 | 35.7 | 14.9 | 0.4 | 4.5 | 29.2 | 13.3 | 92.4 | |
| 58.7 | 51.4 | 19.7 | 0.6 | 6.2 | 32.6 | 13.3 | 130.4 | |
| 38.5 | 61.0 | 25.4 | 1.3 | 3.6 | 16.7 | 12.6 | 126.2 | |
| 63.6 | 44.2 | 14.0 | 0.7 | 3.5 | 34.6 | — | 122.5 | |
| 82.1 | 35.0 | 12.0 | 0.6 | 1.5 | 30.3 | 14.9 | 129.6 | |
| 35.1 | 46.0 | 17.6 | 0.8 | 2.5 | 26.7 | 10.5 | 99.5 | |
| 39.0 | 51.7 | 18.9 | 0.8 | 2.6 | 26.3 | 10.5 | 110.3 | |
| 53.3 | 57.5 | 16.0 | 0.5 | 4.7 | 30.0 | 9.5 | 127.3 | |
| 75.5 | 32.0 | 13.5 | 0.3 | 2.0 | 29.6 | 14.1 | 121.3 | |
| 54.2 | 42.0 | 27.5 | 0.5 | 5.7 | 39.2 | 10.6 | 124.1 | |
| 22.2 | 46.9 | 26.2 | 1.5 | 1.8 | 21.8 | 12.6 | 96.8 | |
| 22.6 | 44.8 | 25.8 | 1.3 | 1.3 | 16.3 | 12.6 | 94.4 | |
| 42.7 | 42.9 | 19.1 | 0.9 | 3.0 | 31.0 | 12.8 | 105.6 | |
| 42.9 | 39.3 | 18.6 | 0.8 | 2.3 | 37.3 | 12.8 | 101.6 | |
| 38.9 | 39.2 | 17.6 | 0.8 | 2.5 | 23.4 | 12.8 | 96.4 | |
| 47.7 | 37.5 | 23.9 | 0.0 | 3.3 | 33.8 | 10.3 | 109.0 | |
| 28.1 | 35.8 | 22.7 | 0.9 | 4.1 | 78.6 | 13.2 | 87.4 | |
| 46.5 | 51.8 | 19.2 | 1.0 | 6.5 | 43.9 | 11.7 | 118.5 |
aSee Table 2 for batch details; bSum of sucrose, fructose, glucose, xylose.
Sweetness and sourness (mean values) of apples as scored by the trained sensory panel on a 0–100 linear scale.
| Batch ID | Sweetness | Sourness | cultivar/accession |
|---|---|---|---|
| (0–100) | (0–100) | ||
| 69.2 | 16.4 | Fuji | |
| 69.1 | 16.3 | Fuji | |
| 67.5 | 15.0 | Fuji | |
| 67.4 | 14.0 | Fuji | |
| 63.7 | 16.3 | Fujion | |
| 63.7 | 15.9 | Fuji | |
| 62.8 | 26.8 | Dalinette | |
| 60.8 | 21.4 | Smeralda | |
| 58.6 | 28.1 | Opal | |
| 58.5 | 19.1 | FEM_5* | |
| 57.4 | 19.6 | Opal | |
| 57.2 | 28.2 | Fujion | |
| 57.1 | 28.1 | Fujion | |
| 54.1 | 27.1 | Dalinette | |
| 53.7 | 30.5 | Golden Delicious | |
| 52.3 | 23.5 | Fujion | |
| 52.0 | 35.1 | Dalinette | |
| 52.0 | 21.7 | Opal | |
| 51.0 | 42.3 | Crimson Crisp | |
| 50.6 | 17.8 | Modi | |
| 50.2 | 29.3 | Golden Delicious | |
| 47.5 | 18.1 | FEM_11* | |
| 46.8 | 49.6 | Opal | |
| 46.7 | 49.5 | Opal | |
| 46.4 | 24.6 | Golden Delicious | |
| 45.2 | 58.1 | Opal | |
| 44.6 | 61.4 | Crimson Crisp | |
| 43.6 | 9.7 | Morgendurf | |
| 43.5 | 9.6 | Morgendurf | |
| 43.2 | 46.7 | Pinova Roho | |
| 42.4 | 48.6 | Crimson Crisp | |
| 41.6 | 38.2 | Doriane | |
| 36.7 | 30.8 | Golden Delicious | |
| 36.7 | 30.7 | Golden Delicious | |
| 34.9 | 54.4 | Braeburn | |
| 32.3 | 48.2 | Braeburn | |
| 30.9 | 66.7 | Braeburn | |
| 30.1 | 73.4 | Granny Smith | |
| 29.4 | 71.8 | Renetta Canada grey | |
| 27.3 | 62.2 | Renette Canada |
*Apple genotypes of FEM breeding programme under evaluation.
Pearson’s correlation coefficients (r) between perceived sweetness and instrumental measurements of SSC, individual sugars, sorbitol and malic acid.
| SSC | sorbitol | sucrose | glucose | Xylose | fructose | malic ac. | sugars | acids/sugars | sweetness | |
|---|---|---|---|---|---|---|---|---|---|---|
| SSC | 1 | 0.282 | 0.106 | 0.303 | −0.086 | −0.205 | 0.269 | −0.226 | ||
| sorbitol | 1 | 0.222 | 0.301 | −0.189 | −0.303 | |||||
| sucrose | 0.282 | 0.222 | 1 | −0.186 | −0.141 | 0.180 | −0.101 | 0.237 | ||
| glucose | 0.106 | 1 | 0.064 | −0.317 | 0.221 | |||||
| xylose | 0.303 | 0.301 | −0.186 | 1 | 0.308 | 0.117 | 0.249 | |||
| fructose | −0.086 | −0.141 | 0.308 | 1 | −0.268 | 0.234 | ||||
| malic ac. | −0.205 | −0.189 | 0.180 | −0.455 | −0.268 | 1 | −0.071 | |||
| Total sugars | 0.269 | 0.064 | 0.117 | −0.071 | 1 | |||||
| acids/sugars | −0.226 | −0.303 | −0.101 | −0.317 | 1 | |||||
| sweetness | 0.237 | 0.221 | 0.249 | 0.234 | 1 |
Correlation with a p < 0.05 are marked in bold.
Figure 1Coefficients of OPLS regression model for sweetness referring to scaled and centered data.
Confidence intervals (95%) are derived from jack knifing.
Pearson’s correlation coefficients between volatile compounds and perceived sweetness in apple.
| Volatile compounds | r | P |
|---|---|---|
| Propyl 2-methylbutanoate | 0.652 | <0.001 |
| Propyl hexanoate | 0.555 | <0.001 |
| Propyl propanoate | 0.552 | <0.001 |
| 2-Methyl-1-butanol | 0.528 | 0.001 |
| 3-Methylbutyl acetate | 0.51 | 0.001 |
| 3-Methylbutyl butanoate | 0.486 | 0.002 |
| 2-Methylpropyl butanoate | 0.486 | 0.002 |
| (Z, Z)-alpha Farnesene | 0.471 | 0.003 |
| (E, E)-alpha Farnesene | 0.47 | 0.003 |
| (Z, E)-alpha Farnesene | 0.451 | 0.005 |
| Benzothiazole | 0.406 | 0.012 |
| Propyl acetate | 0.399 | 0.013 |
| 5-Ethyldihydro-2(3H)-furanone | 0.336 | 0.039 |
| 1-Octen-3-ol | −0.37 | 0.022 |
| 2-Heptenal | −0.404 | 0.012 |
| 1-Octen-3-one | −0.491 | 0.002 |
Only compounds with a p < 0.05 are reported.
Figure 2Significant regression coefficients with jack knifing intervals from the OPLS regression model for sweetness listed in order of variable importance in projection (VIPs) >0.95.