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从牧草到图表:用于草饲牛肉脂肪酸谱分析的近红外光谱校准

From Grass to Graph: NIRS Calibration for Fatty Acid Profiling in Grass-Raised Beef.

作者信息

Lobos-Ortega Iris, Silva Mariela, Rodríguez-Pereira Romina, Saldaña Rodolfo, Subiabre Ignacio, Rodríguez Marion, Morales Rodrigo

机构信息

Instituto de Investigaciones Agropecuarias INIA Remehue, Ruta 5 Km 8, Osorno 5290000, Chile.

Escuela de Medicina Veterinaria, Facultad de Recursos Naturales y Medicina Veterinaria, Universidad Santo Tomás, Talca 3460000, Chile.

出版信息

Foods. 2025 Aug 8;14(16):2767. doi: 10.3390/foods14162767.

DOI:10.3390/foods14162767
PMID:40870679
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC12385428/
Abstract

The fatty acid (FA) profile of beef is a key indicator of nutritional quality. This study assessed the ability of Near Infrared Spectroscopy (NIRS) to predict the FA profile in beef samples from southern Chile. A total of 81 FAs were analyzed, and 38% of the calibration models achieved RPD ≥ 2.5 (Ratio of Performance to Deviation). Strong predictive performance was observed for major FAs, particularly SFA and MUFA, with Rp > 0.90 (Coefficient of Determination) for palmitic (16:0). Although PUFA and some CLA isomers showed lower predictive accuracy-likely due to low concentrations and spectral overlap-minor FA such as 9,11-18:2 (CLA, rumenic acid) was accurately predicted. External validation confirmed that 77% of FAs showed no significant differences from gas chromatography, highlighting the robustness of NIRS for most compounds analyzed here. NIRS effectively captured FAs related to grass-based diets, such as trans-vaccenic acid and specific CLA isomers. NIRS works as a practical, rapid, and non-destructive tool for FA profiling, with potential uses in nutritional labeling and quality control; however, its application depends on the prior development of robust calibration models, which must be tailored to the specific matrix and analytical objectives.

摘要

牛肉的脂肪酸(FA)谱是营养品质的关键指标。本研究评估了近红外光谱(NIRS)预测智利南部牛肉样本中FA谱的能力。共分析了81种脂肪酸,38%的校准模型实现了RPD≥2.5(性能与偏差比)。主要脂肪酸表现出很强的预测性能,尤其是饱和脂肪酸(SFA)和单不饱和脂肪酸(MUFA),棕榈酸(16:0)的决定系数(Rp)>0.90。尽管多不饱和脂肪酸(PUFA)和一些共轭亚油酸(CLA)异构体的预测准确性较低——可能是由于浓度低和光谱重叠——但次要脂肪酸如9,11-18:2(CLA,瘤胃酸)得到了准确预测。外部验证证实,77%的脂肪酸与气相色谱法无显著差异,突出了NIRS对本文分析的大多数化合物的稳健性。NIRS有效地捕捉了与草饲饮食相关的脂肪酸,如反式vaccenic酸和特定的CLA异构体。NIRS是一种实用、快速且无损的脂肪酸分析工具,在营养标签和质量控制方面有潜在用途;然而,其应用取决于稳健校准模型的前期开发,这些模型必须针对特定基质和分析目标进行定制。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ba45/12385428/99fb3764588f/foods-14-02767-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ba45/12385428/b212dd7fa171/foods-14-02767-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ba45/12385428/e6fb80cd9b84/foods-14-02767-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ba45/12385428/99fb3764588f/foods-14-02767-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ba45/12385428/b212dd7fa171/foods-14-02767-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ba45/12385428/e6fb80cd9b84/foods-14-02767-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ba45/12385428/99fb3764588f/foods-14-02767-g003.jpg

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本文引用的文献

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Evolving Dairy Cattle Systems in Chile: Structural Shifts and Adaptation Strategies.智利不断发展的奶牛养殖系统:结构转变与适应策略
Animals (Basel). 2024 Aug 1;14(15):2245. doi: 10.3390/ani14152245.
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Beef production and the beef evaluation system in Chile: description, characterization, and quality.智利的牛肉生产与牛肉评估体系:描述、特征及质量
Anim Front. 2024 Apr 16;14(2):21-28. doi: 10.1093/af/vfae003. eCollection 2024 Apr.
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Improvements in the methodology for fatty acids analysis in meat products: One-stage transmethylation and fast-GC method.
肉类产品中脂肪酸分析方法的改进:一步法甲酯化和快速气相色谱法。
Food Chem. 2022 Mar 1;371:130995. doi: 10.1016/j.foodchem.2021.130995. Epub 2021 Sep 1.
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Near-Infrared Reflectance Spectroscopy for Predicting the Phospholipid Fraction and the Total Fatty Acid Composition of Freeze-Dried Beef.近红外反射光谱法预测冻干牛肉的磷脂分数和总脂肪酸组成。
Sensors (Basel). 2021 Jun 20;21(12):4230. doi: 10.3390/s21124230.
5
Opportunities and Implications of Pasture-Based Lamb Fattening to Enhance the Long-Chain Fatty Acid Composition in Meat.基于牧场的羔羊育肥对提高肉中长链脂肪酸组成的机遇与影响。
Compr Rev Food Sci Food Saf. 2015 Jan;14(1):22-36. doi: 10.1111/1541-4337.12118.
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Nutritional Indices for Assessing Fatty Acids: A Mini-Review.营养指数评估脂肪酸:综述。
Int J Mol Sci. 2020 Aug 8;21(16):5695. doi: 10.3390/ijms21165695.
7
Grain supplementation of calves as an alternative beef production system to pasture-finished steers in Chilean Patagonia: meat quality and fatty acid composition.在智利巴塔哥尼亚地区,给犊牛补饲谷物作为一种替代育肥阉牛的牛肉生产系统:肉质和脂肪酸组成。
Transl Anim Sci. 2019 Dec 24;4(1):352-362. doi: 10.1093/tas/txz188. eCollection 2020 Jan.
8
Prediction of beef meat fatty acid composition by visible-near-infrared spectroscopy was improved by preliminary freeze-drying.通过预冻干燥,可见-近红外光谱法预测牛肉脂肪酸组成的效果得到了改善。
Meat Sci. 2019 Dec;158:107910. doi: 10.1016/j.meatsci.2019.107910. Epub 2019 Aug 8.
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Enhancing Omega-3 Long-Chain Polyunsaturated Fatty Acid Content of Dairy-Derived Foods for Human Consumption.提高乳制品中长链多不饱和脂肪酸ω-3 的含量以用于人类消费。
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