Abstract
Barberry (Berberis spp.) is considered beneficial in the treatment of metabolic abnormalities. Tiny barberries with unique taste and flavor make them ideal for the food industry. This study investigated the morphological, nutritional, and biochemical traits of 12 Berberis genotypes. Non-metric multidimensional scaling (NMDS) and principal component analysis (PCA) were used to classify the genotypes. Based on the results, genotypes #8‑3 and #2‑2 showed the highest length and width of berries, respectively. Pulp percentages ranged from 51.93 to 98.5%. The lowest fresh and dried weights of 100 berries were found in #11‑1 and seedless, respectively. The highest levels of ascorbic acid and protein contents were obtained in #14‑2. The potential genotype for total soluble sugar (TSS) was seedless (59.61%). Genotype #10‑1 showed the fiber content and average nutritive value (ANV) with the highest levels of Fe and Ca. Genotype #5‑1 showed the maximum amounts of total phenolic compound (TPC), while the highest levels of total flavonoid compound (TFC) and total monomeric anthocyanin content (TMAC) were related to #14‑2. Consequently, the IC50 value of #14‑2 was significantly lower than the other genotypes. Genotype #14‑2 with a unique black color and a bluish wax showed 29.44, 2.31, and −3.23 lightness (L*), greenness [−] to redness [+] (a*), and blueness [−] to yellowness [+] (b*), respectively. In terms of TPC, the results of the NMDS ordination showed the separation of #12‑1, while the TFC and TMAC results showed the separation of #14‑2. The stress values were low, which indicated the high goodness of fit of the ordination distances to the observed distances.
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References
Akbulut M, Çalisir S, Marakoglu T, Coklar H (2009) Some physicomechanical and nutritional properties of barberry (Berberis vulgaris L.) fruits. J Food Process Eng 32:497–511
Alemardan A, Asadi W, Rezaei M, Tabrizi L, Mohammadi S (2013) Cultivation of Iranian seedless barberry (Berberis integerrima ‘Bidaneh’): a medicinal shrub. Ind Crops Prod 50:276–287
Alizade M, Talebi S, Ramezanpour SS, Ghasemnejad A (2020) Study of morphological characteristics of different Berberis. Spp Genotypes Northeast Iran J Plant Prod Res 27:75–91
Aminifard M, Aroiee H, Azizi M, Nemati H, Jaafar HZ (2012a) Effect of humic acid on antioxidant activities and fruit quality of hot pepper (Capsicum annuum L.). J Herbs Spices Med Plants 18:360–369
Aminifard M, Aroiee H, Nemati H, Azizi M, Khayyat M (2012b) Effect of nitrogen fertilizer on vegetative and reproductive growth of pepper plants under field conditions. J Plant Nutr 35:235–242
Ardestani SB, Sahari MA, Barzegar M, Abbasi S (2013) Some physicochemical properties of Iranian native barberry fruits (abi and poloei): Berberis integerrima and Berberis vulgaris. J Food Pharm Sci 1(3):60–67. https://doi.org/10.14499/jfps
Awan MS, Ali S, Ali A, Hussain A, Ali M (2014) A comparative study of barberry fruits in terms of its nutritive and medicinal contents from CKNP region, Gilgit-Baltistan. Pak J Biodivers Environ Sci 5:9–17
Chalé FGH, Ruiz JCR, Fernández JJA, Ancona DAB, Campos MRS (2014) ACE inhibitory, hypotensive and antioxidant peptide fractions from Mucuna pruriens proteins. Process Biochem 49:1691–1698
Chizzola R, Saeidnejad AH, Azizi M, Oroojalian F, Mardani H (2014) Bunium persicum: variability in essential oil and antioxidants activity of fruits from different Iranian wild populations. Genet Resour Crop Evol 61:1621–1631
Christenhusz MJ, Byng JW (2016) The number of known plants species in the world and its annual increase. Phytotaxa 261:201–217
Crecente-Campo J, Nunes-Damaceno M, Romero-Rodríguez M, Vázquez-Odériz M (2012) Color, anthocyanin pigment, ascorbic acid and total phenolic compound determination in organic versus conventional strawberries (Fragaria× ananassa Duch, cv Selva). J Food Compos Anal 28:23–30
Ebadi A, Rezaei M, Fatahi R (2010) Mechanism of seedlessness in Iranian seedless barberry (Berberis vulgaris L. var. asperma). Sci Hortic 125:486–493
Eroğlu AY, Çakır Ö, Sağdıç M, Dertli E (2020) Bioactive Characteristics of Wild Berberis vulgaris and Berberis crataegina. Fruits J Chem. https://doi.org/10.1155/2020/8908301
Ersoy N, Muhammed K, Sagbas HI, Ercisli S (2018) Physicochemical diversity among barberry (Berberis vulgaris L.) fruits from Eastern Anatolia. Not Bot Horti Agrobot 46:336–342
Farhadi F, Iranshahi M, Taghizadeh SF, Asili J (2020) Volatile sulfur compounds: the possible metabolite pattern to identify the sources and types of asafoetida by headspace GC/MS analysis. Ind Crops Prod 155:112827
Fatehi M, Saleh TM, Fatehi-Hassanabad Z, Farrokhfal K, Jafarzadeh M, Davodi S (2005) A pharmacological study on Berberis vulgaris fruit extract. J Ethnopharmacol 102:46–52
Fattahi A et al (2021) UPLC-PDA-ESI-QTOF-MS/MS and GC-MS analysis of Iranian Dracocephalum moldavica L. Food Sci Nutr 9:4278–4286. https://doi.org/10.1002/fsn3.2396
Gholizadeh-Moghadam N, Hosseini B, Alirezalu A (2019) Classification of barberry genotypes by multivariate analysis of biochemical constituents and HPLC profiles. Phytochem Anal 30:385–394
Hanachi P, Golkho S (2009) Using HPLC to determination the composition and antioxidant activity of Berberis vulgaris. Eur J Sci Res 29:47–54
Hassanpour H, Alizadeh S (2016) Evaluation of phenolic compound, antioxidant activities and antioxidant enzymes of barberry genotypes in Iran. Sci Hortic 200:125–130
Imenshahidi M, Hosseinzadeh H (2019) Berberine and barberry (Berberis vulgaris): A clinical review. Phytother Res 33:504–523
Jiménez-Aguilar D, Ortega-Regules A, Lozada-Ramírez J, Pérez-Pérez M, Vernon-Carter E, Welti-Chanes J (2011) Color and chemical stability of spray-dried blueberry extract using mesquite gum as wall material. J Food Compos Anal 24:889–894
Khayyat M, Barati Z, Aminifard MH, Samadzadeh A (2018) Changes in fruit maturity indices and growth pattern along the harvest season in seedless barberry under different altitude conditions. J Berry Res 8:25–40
Koodkaew I (2019) NaCl and glucose improve health-promoting properties in mung bean sprouts. Sci Hortic 247:235–241
Kulkarni SK, Dhir A (2008) On the mechanism of antidepressant-like action of berberine chloride. Eur J Pharmacol 589:163–172
Mohammadi S, Azizi M, Vaezi J, Taghizadeh SF (2021) Gynodioecy in two Iranian endemic thymes: the comparative study on their volatile compounds, cytological and morphological traits. Acta Physiol Plant 43:1–17
Mokhber-Dezfuli N, Saeidnia S, Gohari AR, Kurepaz-Mahmoodabadi M (2014) Phytochemistry and pharmacology of berberis species. Pharmacogn Rev 8:8
Nakamura Y, Watanabe S, Miyake N, Kohno H, Osawa T (2003) Dihydrochalcones: evaluation as novel radical scavenging antioxidants. J Agric Food Chem 51:3309–3312
Natto ZS, Siapco G, Jaceldo-Siegl K, Haddad EH, Sabaté J (2022) Food and nutrient displacement by walnut supplementation in a randomized crossover study. Nutrients 14:1017–1029. https://doi.org/10.3390/nu14051017
Özgen M, Saraçoğlu O, Gecer EN (2012) Antioxidant capacity and chemical properties of selected barberry (Berberis vulgaris L.) fruits. Hortic Environ Biotechnol 53:447–451
Pastell H, Putkonen T, Rita H (2019) Dietary fibre in legumes, seeds, vegetables, fruits and mushrooms: Comparing traditional and semi-automated filtration techniques. J Food Compos Anal 75:1–7
Penniston KL, Steele TH, Nakada SY (2007) Lemonade therapy increases urinary citrate and urine volumes in patients with recurrent calcium oxalate stone formation. Urology 70:856–860
Pinar H, Yahya HN, Erċışlı S, Coskun OF, Yaman M, Turgunbaev K, Uzun A (2021) Molecular characterization of barberry genotypes from Turkey and Kyrgyzstan. Erwerbs-Obstbau 63:403–407
Ponder A, Hallmann E (2020) The nutritional value and vitamin C content of different raspberry cultivars from organic and conventional production. J Food Compos Anal 87:103429
Pruthi N, Chawla GD, Yadav S (2008) Dyeing of silk with barberry bark dye using mordant combination. Indian J Nat Prod Resour 7(1):40–44
Rahimi-Madiseh M, Lorigoini Z, Zamani-Gharaghoshi H, Rafieian-Kopaei M (2017) Berberis vulgaris: specifications and traditional uses. Iran J Basic Med Sci 20:569
Rahmati M, Vercambre G, Davarynejad G, Bannayan M, Azizi M, Génard M (2015) Water scarcity conditions affect peach fruit size and polyphenol contents more severely than other fruit quality traits. J Sci Food Agric 95:1055–1065
Rahmati M et al (2018) Disentangling the effects of water stress on carbon acquisition, vegetative growth, and fruit quality of peach trees by means of the QualiTree model. Front Plant Sci 9:3
Ruiz A et al (2010) Polyphenols and antioxidant activity of calafate (Berberis microphylla) fruits and other native berries from Southern Chile. J Agric Food Chem 58:6081–6089
Saftner R, Polashock J, Ehlenfeldt M, Vinyard B (2008) Instrumental and sensory quality characteristics of blueberry fruit from twelve cultivars. Postharvest Biol Technol 49:19–26
Samadi S, Saharkhiz MJ, Azizi M, Samiei L, Ghorbanpour M (2020) Multi-walled carbon nanotubes stimulate growth, redox reactions and biosynthesis of antioxidant metabolites in Thymus daenensis celak. In Vitro Chemosphere 249:126069
Sarraf M, Beig Babaei A, Naji-Tabasi S (2019) Investigating functional properties of barberry species: an overview. J Sci Food Agric 99:5255–5269
Sellappan S, Akoh CC, Krewer G (2002) Phenolic compounds and antioxidant capacity of Georgia-grown blueberries and blackberries. J Agric Food Chem 50:2432–2438
Taghizadeh SF, Rezaee R, Davarynejad G, Karimi G, Nemati SH, Asili J (2018) Phenolic profile and antioxidant activity of Pistacia vera var. Sarakhs hull and kernel extracts: the influence of different solvents. J Food Meas Charact 12:2138–2144
Taghizadeh SF, Rezaee R, Mehmandoust M, Madarshahi FS, Tsatsakis A, Karimi G (2019) Coronatine elicitation alters chemical composition and biological properties of cumin seed essential oil. Microb Pathog 130:253–258
Taghizadeh SF, Rezaee R, Badibostan H, Karimi G (2020a) Aflatoxin B1 in walnuts: A probabilistic cancer risk assessment for Iranians. Toxicol Environ Chem 102(9):506–519. https://doi.org/10.1080/02772248.2020.1791868
Taghizadeh SF, Rezaee R, Badibostan H, Karimi G (2020b) Probabilistic carcinogenic and non-carcinogenic risk assessment of heavy metal ingestion through consumption of different walnut cultivars: An Iranian study. Environ Monit Assess 192:599–614. https://doi.org/10.1007/s10661-020-08551-4
Taghizadeh SF, Rezaee R, Boskabady M, Mashayekhi Sardoo H, Karimi G (2020c) Exploring the carcinogenic and non-carcinogenic risk of chemicals present in vegetable oils. Int J Environ Anal Chem. https://doi.org/10.1080/03067319.2020.1803848
Taghizadeh SF, Rezaee R, Mehmandoust M, Badibostan H, Karimi G (2020d) Assessment of in vitro bioactivities of Pis v 1 (2S albumin) and Pis v 2.0101 (11S globulin) proteins derived from pistachio (Pistacia vera L.). J Food Meas Charact 14:1054–1063
Taghizadeh SF, Azizi M, Rezaee R, Giesy JP, Karimi G (2021a) Polycyclic aromatic hydrocarbons, pesticides, and metals in olive: analysis and probabilistic risk assessment. Environ Sci Pollut Res 28(29):39723–39741. https://doi.org/10.1007/s11356-021-13348-0
Taghizadeh SF, Azizi M, Rezaee R, Madarshahi FS, Mehmandoust M, Karimi G, Asili J (2021b) Cytotoxic activity of cis-(E)-and trans-(Z)-spiroethers isolated from various Arnebia species S. Afr J Bot 142:114–123
Taguchi Y‑H, Oono Y (2005) Relational patterns of gene expression via non-metric multidimensional scaling analysis. Bioinform 21:730–740
Tehranifar A, Zarei M, Nemati Z, Esfandiyari B, Vazifeshenas MR (2010) Investigation of physico-chemical properties and antioxidant activity of twenty Iranian pomegranate (Punica granatum L.) cultivars. Sci Hortic 126:180–185
Tural S, Koca I (2008) Physico-chemical and antioxidant properties of cornelian cherry fruits (Cornus mas L.) grown in Turkey. Sci Horticult 116:362–366
Wallace TC, Giusti MM (2008) Determination of color, pigment, and phenolic stability in yogurt systems colored with nonacylated anthocyanins from Berberis boliviana L. as compared to other natural/synthetic colorants. J Food Sci 73:C241–C248
Wang H, Conchou L, Bessière J‑M, Cazals G, Schatz B, Imbert E (2013) Flower color polymorphism in Iris lutescens (Iridaceae): biochemical analyses in light of plant-insect interactions. Phytochem 94:123–134
Yaman M (2021) Evaluation of genetic diversity by morphological, biochemical and molecular markers in sour cherry genotypes. Mol Biol Rep. https://doi.org/10.1007/s11033-021-06941-6
Yaman M (2022) Determination of genetic diversity in european cranberrybush (Viburnum opulus L.) genotypes based on morphological, phytochemical and ISSR markers. Genet Resour Crop Evol 69:1889–1899
Yang L, Gou Y, Zhao T, Zhao J, Li F, Zhang B, Wu X (2012) Antioxidant capacity of extracts from calyx fruits of roselle (Hibiscus sabdariffa L.). Afr J Biotechnol 11:4063–4068
Yildiz H et al (2014) Some physicochemical characteristics, bioactive content and antioxidant characteristics of non-sprayed Barberry (Berberis vulgaris L.) fruits from Turkey. Erwerbs-Obstbau 56:123–129
Zarei M, Azizi M, Bashiri-Sadr Z (2010) Studies on physico-chemical properties and bioactive compounds of six pomegranate cultivars grown in Iran. J Food Technol 8:112–117
Zarei M, Azizi M, Bashir-Sadr Z (2011) Evaluation of physicochemical characteristics of pomegranate (Punica granatum L.) fruit during ripening. Fruits 66:121–129
Acknowledgements
We thank the Ferdowsi University of Mashhad, Mashhad, Iran, and the Iran National Science Foundation.
Funding
The research was supported by the Iran National Science Foundation (INSF), Tehran, Iran, under award number 93051172, and the Research Institute of Food Science and Technology, Mashhad, Iran. This work was also funded by the Ferdowsi University of Mashhad (Grant number 38080).
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M. Khodabandeh, M. Azizi, A. Balandari, and S.F. Taghizadeh declare that they have no competing interests.
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The authors Mahsa Khodabandeh and Ahmad Balandari contributed equally to the manuscript.
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The data that support the findings of this study are available from the corresponding author upon reasonable request.
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Khodabandeh, M., Azizi, M., Balandari, A. et al. Non-metric Multidimensional Scaling of Barberry (Berberis spp.) Genotypes: Insights from Morphological, Nutritional, and Biochemical Data. Erwerbs-Obstbau 65, 1105–1118 (2023). https://doi.org/10.1007/s10341-022-00704-8
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DOI: https://doi.org/10.1007/s10341-022-00704-8