# Genotype × Environment Shapes Fig Seed Oil Metabolic Fingerprinting

**Authors:** Charaf Ed-dine Kassimi, Souhaila Hadday, Souhaila Bouchelta, Ahmed Irchad, Ibtissame Guirrou, Karim Houmanat, Fedoua Diai, Lhoussain Hajji, Lahcen Hssaini

PMC · DOI: 10.3390/metabo16020127 · Metabolites · 2026-02-12

## TL;DR

Fig seed oil composition is strongly influenced by both genetic factors and environmental conditions, with trade-offs between oil yield and antioxidant content.

## Contribution

The study introduces FTIR-ATR spectroscopy and multivariate analysis for rapid authentication and discrimination of fig seed oil varieties based on genotype × environment interactions.

## Key findings

- Total phenolic content decreased significantly from 2023 to 2024, with a 36% decline observed.
- FTIR-ATR spectroscopy successfully identified diagnostic peaks and captured genotype and year differences via PCA.
- A negative correlation (r = −0.49) was found between oil yield and phenolic accumulation, indicating a metabolic trade-off.

## Abstract

Background/Objectives: Fig (Ficus carica L.) seed oil represents an underexplored by-product with considerable nutraceutical potential. However, systematic evaluation of genotype × environment (G × E) interactions affecting its biochemical composition remains limited. This study assessed compositional variability across fig varieties, identified metabolic trade-offs, and developed rapid authentication protocols using FTIR-ATR spectroscopy to support predictive G × E models and marker-assisted selection. Methods: Thirty-seven fig varieties were evaluated across two consecutive harvest years (2023–2024) in Morocco. Conventional biochemical analyses measured total phenolic content (TPC), total flavonoid content (TFC), DPPH and ABTS antioxidant activities, and oil yield. FTIR-ATR spectroscopy characterized spectral variations, with ANOVA assessing effects of year, variety, and G × E interactions. Principal Component Analysis (PCA) discriminated genotypes and years. Results: TPC varied substantially (16.5–115.1 mg GAE/100 g oil), declining 36% from 2023 (48.7 ± 16.6 mg GAE/100 g) to 2024 (31.2 ± 16.6 mg GAE/100 g; F = 1372.84, p < 0.001), with TFC showing parallel trends (15.6 vs. 11.8 mg QCE/100 g). DPPH activity increased 34% in 2024 (58.5% vs. 43.7%), while ABTS activity decreased 18.6% from 32.34 ± 14.28% to 26.31 ± 6.10% (p < 0.001). Oil yield decreased from 26.7% to 21.2% and negatively correlated with phenolic accumulation (r = −0.49, p < 0.001). FTIR-ATR identified diagnostic peaks (e.g., 3012, 2928 cm−1), with significant G × E effects (p < 0.001). PCA captured 75.4–84.5% variance, discriminating genotypes and years. Stable high-value cultivars included ‘Dottato Perguerolles’, ‘VCR 276/49’, and ‘Ferqouch Jmel’. Conclusions: Genotypic differences and year-to-year environmental conditions significantly influence fig seed oil composition. The observed negative correlation between oil yield and phenolic content indicates a trade-off between lipid biosynthesis and secondary metabolism. FTIR-ATR spectroscopy coupled with multivariate analysis enables reliable variety discrimination and year differentiation, supporting the development of stable cultivars for nutraceutical applications.

## Linked entities

- **Chemicals:** flavonoid (PubChem CID 10251), ABTS (PubChem CID 35688)
- **Species:** Ficus carica (taxon 3494)

## Full-text entities

- **Diseases:** injury to (MESH:D014947), diabetes (MESH:D003920), water deficit (MESH:D000069578), cardiovascular disease (MESH:D002318)
- **Chemicals:** Gallic acid (MESH:D005707), n-hexane (MESH:C026385), sugars (MESH:D000073893), linoleic acid (MESH:D019787), methanol (MESH:D000432), metal (MESH:D008670), carbon (MESH:D002244), phytosterols (MESH:D010840), ester (MESH:D004952), triacylglycerols (MESH:D014280), 2,2-diphenyl-1-picrylhydrazyl (MESH:C004931), beta-sitosterol (MESH:C025473), Quercetin (MESH:D011794), nitrogen (MESH:D009584), free fatty acids (MESH:D005230), phenolic acids (MESH:C017616), free radicals (MESH:D005609), alpha-linolenic acid (MESH:D017962), E (MESH:D004540), water (MESH:D014867), Phenol (MESH:D019800), vegetable oils (MESH:D010938), ethanol (MESH:D000431), germanium (MESH:D005857), hexane (MESH:D006586), polyunsaturated fatty acids (MESH:D005231), gamma-tocopherol (MESH:D024504), C18:3 omega-3 (-), potassium persulfate (MESH:C009007), tocopherols (MESH:D024505), Oil (MESH:D009821), fatty acid (MESH:D005227), carbohydrate (MESH:D002241), phenols (MESH:D010636), O-H (MESH:C031356), sodium carbonate (MESH:C005686), lipid (MESH:D008055), 2,2'-azino-bis (3-ethylbenzothiazoline-6-sulfonic acid (MESH:C002502), CO2 (MESH:D002245), aluminum chloride (MESH:D000077410), polyphenols (MESH:D059808), Flavonoid (MESH:D005419), hydrogen (MESH:D006859), oleic acid (MESH:D019301)
- **Species:** Ficus carica (common fig, species) [taxon 3494], Pyrus communis (pear, species) [taxon 23211], Homo sapiens (human, species) [taxon 9606]

## Full text

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## Figures

10 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12942505/full.md

## References

86 references — full list in the complete paper: https://tomesphere.com/paper/PMC12942505/full.md

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Source: https://tomesphere.com/paper/PMC12942505