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Interpretable machine learning for yak milk feeding pattern discrimination: Integrating XGBoost with multidimensional explainability analysis. 基于可解释机器学习的牦牛奶喂养模式识别:结合XGBoost和多维可解释性分析。
IF 8.2 1区 农林科学 Q1 CHEMISTRY, APPLIED Pub Date : 2026-01-14 eCollection Date: 2026-01-01 DOI: 10.1016/j.fochx.2026.103541
Bo Hu, Lu Sun, Haiyue Wu, Rong Hu, Zhongxin Yan

Accurately identifying grazing (GZ) and supplementary feeding (SF) patterns in yak milk is important for product authentication; however, current methodologies are often expensive and time consuming. In this study, we examined 523 milk samples of lactating yaks at four stages of SF and tested 21 machine learning algorithms to develop a rapid and cost-effective classification method using routine compositional parameters. Ensemble learning techniques performed better than others, with XGBoost having the best accuracy (92%) and AUC (0.94). Multidimensional interpretability analyses, including SHAP, PDP, and ICE, identified fat content (27.8%) and lactose (23.1%) as the most important discriminators, along with biologically meaningful interactions, such as between fat, lactose, and freezing point. This interpretable framework provides a practical, low-cost method for milk authentication of yaks using ordinary dairy analyzers, providing a methodological foundation for the establishment of standardized GZ certification systems in milk production from yaks.

准确识别牦牛乳的放牧模式和补饲模式对产品鉴定具有重要意义;然而,当前的方法通常是昂贵和耗时的。在这项研究中,我们检测了523份处于乳牛期4个阶段的乳汁样本,并测试了21种机器学习算法,以建立一种基于常规成分参数的快速、经济的分类方法。集成学习技术的表现优于其他技术,其中XGBoost具有最佳的准确率(92%)和AUC(0.94)。包括SHAP、PDP和ICE在内的多维可解释性分析发现,脂肪含量(27.8%)和乳糖含量(23.1%)是最重要的判别因素,此外还有脂肪、乳糖和冰点之间有生物学意义的相互作用。该可解释性框架提供了一种实用、低成本的普通乳品分析仪对牦牛产奶进行认证的方法,为牦牛产奶标准化GZ认证体系的建立提供了方法学基础。
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引用次数: 0
Metabolic and oxidative mechanisms underlying flavor differences in yak meat across seasonal grazing-housing regimes: Evidence from integrated foodomics. 牦牛肉的代谢和氧化机制在季节性放牧和住房制度下的风味差异:来自综合食物组学的证据。
IF 8.2 1区 农林科学 Q1 CHEMISTRY, APPLIED Pub Date : 2026-01-14 eCollection Date: 2026-01-01 DOI: 10.1016/j.fochx.2026.103539
Zhengwen Wang, Shangli Shi, Haitao Yu, Yuzhu Sha, Chao He, Rong Dai, Xiayan Zhou, Yajun Bai, Wenxia Cao

This study investigated the flavor differences among summer pasture-grazed (SM), winter pasture-grazed (WM) and winter stall-fed (HM) yaks using metabolomics, lipidomics and headspace-solid-phase microextraction-gas chromatography-mass spectrometry (HS-SPME-GC-MS). The SM group showed n-3 polyunsaturated fatty acids (n-3 PUFAs) were 225% and 209% higher than those in the WM and HM groups, respectively, with higher thiobarbituric acid reactive substances (TBARS) and antioxidant enzyme activities. These changes promoted the formation of (E)-2-decenal and 1-octen-3-ol, which impart green and floral aromas. Conversely, the HM group's high-energy diet increased monounsaturated fatty acids and essential amino acids (EAAs). This promoted the production of Maillard-derived furfural and maintained the oxidative-antioxidant balance, preserving nutty and tallowy flavors. The WM group exhibited off-flavors due to oxidative imbalance, lower PUFAs content, and benzaldehyde accumulation. Overall, feeding regimes shape yak flavor by modulating fatty acid and amino acid compositions and the oxidative-antioxidant balance. This study provides a scientific basis for precision nutrition strategies to optimize flavor in yaks.

本研究采用代谢组学、脂质组学和顶空-固相微萃取-气相色谱-质谱联用技术(HS-SPME-GC-MS)对夏季放牧牦牛(SM)、冬季放牧牦牛(WM)和冬季畜舍饲养牦牛的风味差异进行了研究。SM组n-3多不饱和脂肪酸(n-3 PUFAs)含量分别比WM组和HM组高225%和209%,硫代巴比妥酸活性物质(TBARS)和抗氧化酶活性也较高。这些变化促进了(E)-2-癸烯醛和1-辛烯-3-醇的形成,赋予绿色和花香。相反,HM组的高能量饮食增加了单不饱和脂肪酸和必需氨基酸(EAAs)。这促进了美拉德衍生糠醛的产生,保持了氧化-抗氧化平衡,保留了坚果和油脂的风味。WM组由于氧化失衡、pufa含量降低和苯甲醛积累而表现出异味。总的来说,饲喂方式通过调节脂肪酸和氨基酸组成以及氧化-抗氧化平衡来塑造牦牛风味。本研究为优化牦牛风味的精准营养策略提供了科学依据。
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引用次数: 0
Effects of fattening strategies on carcass traits, meat quality, fatty acid composition, and oxidative stability of longissimus muscle in yaks (Bos grunniens). 育肥策略对牦牛胴体性状、肉质、脂肪酸组成和最长肌氧化稳定性的影响
IF 8.2 1区 农林科学 Q1 CHEMISTRY, APPLIED Pub Date : 2026-01-14 eCollection Date: 2026-01-01 DOI: 10.1016/j.fochx.2026.103540
Zhiyuan Ma, Hongshan Liu, Abraham Allan Degen, Lintong Zhang, Jiandui Mi, Jianwei Zhou

In the context of coexisting traditional and intensive yak production systems, clarifying the effects of different fattening strategies is crucial for optimizing meat quality and meeting consumer demands. This study compared three feeding regimes: traditional grazing (TG), low-concentrate (LC), and high-concentrate (HC) stall-feeding, in 18 yaks. The HC regimen enhanced carcass traits, average daily gain, dressing percentage, and marbling score, while also increasing myofiber size and drip loss. Shear force of meat from TG yak was greater than the two stall-fed groups and from LC yaks was greater than the HC yaks. Nutritionally, TG and HC meat had a higher polyunsaturated fatty acid (PUFA) content and PUFA:SFA ratio than LC meat. Importantly, grazing enriched n-3 PUFAs and improved oxidative stability, indicated by higher superoxide dismutase activity and lower malondialdehyde. The HC diet, however, increased n-6 PUFA and intramuscular fat. In conclusion, while feedlot finishing improves production efficiency and tenderness, grazing yields superior nutritional benefits and oxidative stability in yak meat.

在传统和集约化牦牛生产体系并存的背景下,明确不同育肥策略的影响对于优化肉质和满足消费者需求至关重要。本研究比较了18头牦牛的三种喂养方式:传统放牧(TG)、低精料(LC)和高精料(HC)放牧。HC方案提高了胴体性状、平均日增重、屠宰率和大理石纹评分,同时也增加了肌纤维大小和滴漏损失。TG牦牛的肉质剪切力大于两个圈养组,LC牦牛的肉质剪切力大于HC牦牛。在营养上,TG和HC肉的多不饱和脂肪酸(PUFA)含量和PUFA:SFA比均高于LC肉。重要的是,放牧丰富了n-3 PUFAs,改善了氧化稳定性,表现为更高的超氧化物歧化酶活性和更低的丙二醛。然而,HC饮食增加了n-6 PUFA和肌内脂肪。综上所述,放牧在提高牦牛生产效率和嫩度的同时,也提高了牦牛肉的营养价值和氧化稳定性。
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引用次数: 0
The rise of plant-based milk alternatives: exploring nutritional, health, and sustainability impacts 植物性牛奶替代品的兴起:探索营养、健康和可持续性影响
IF 8.2 1区 农林科学 Q1 CHEMISTRY, APPLIED Pub Date : 2026-01-14 DOI: 10.1016/j.fochx.2026.103528
Noor Asif , Oneeza Anwar , Sabika Arif , Zahra Anwar , Iahtisham-Ul-Haq , Sezai Ercisli , Robert Mugabi , Gulzar Ahmad Nayik
The rising demand for plant-based milk alternatives (PBMAs) reflects growing consumer interest in sustainable nutrition and healthier diets. This review provides a comprehensive examination of the nutritional quality, health impacts, and sustainability of PBMAs derived from cereals, legumes, nuts, and seeds. It analyzes their physicochemical characteristics, fortification strategies, and advancement in processing technologies, including high-pressure homogenization, ultrasonication, and enzymatic treatments, which enhance shelf life, sensory quality, and bioavailability. This review also explores allergenicity and antinutritional factors associated with PBMAs, highlighting the role of formulation and processing in addressing these limitations. In addition, it discusses global market trends, consumer perceptions, and regulatory considerations, underscoring the role of PBMAs in shaping sustainable and resilient food systems. By addressing knowledge gaps across nutrition, processing, and sustainability, this review provides valuable insights for researchers, industry professionals, and policymakers seeking to optimize PBMAs for a growing, health-conscious, and eco-aware global population.
对植物性牛奶替代品(pbma)的需求不断增长,反映出消费者对可持续营养和更健康饮食的兴趣日益浓厚。本文综述了谷物、豆类、坚果和种子中pbma的营养质量、健康影响和可持续性的全面研究。分析了它们的理化特性、强化策略和加工技术的进展,包括高压均质、超声波和酶处理,这些技术可以提高保质期、感官质量和生物利用度。本综述还探讨了与pbma相关的致敏性和抗营养因子,强调了配方和加工在解决这些局限性方面的作用。此外,它还讨论了全球市场趋势、消费者观念和监管考虑,强调了pbma在塑造可持续和有弹性的粮食系统中的作用。通过解决营养、加工和可持续性方面的知识差距,本综述为研究人员、行业专业人士和政策制定者寻求优化pbma提供了有价值的见解,以满足日益增长的、具有健康意识和生态意识的全球人口。
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引用次数: 0
Using molecular ion intensity from low energy electron ionisation to investigate structural isomers in Citrus. 利用低能电子电离的分子离子强度研究柑橘的结构异构体。
IF 8.2 1区 农林科学 Q1 CHEMISTRY, APPLIED Pub Date : 2026-01-13 eCollection Date: 2026-01-01 DOI: 10.1016/j.fochx.2026.103531
Lingyi Li, Yunle Huang, Rui Min Vivian Goh, Lay Peng Tan, Kim-Huey Ee, Shanbo Zhang, Lionel Jublot, Shao Quan Liu, Bin Yu

The analysis of isomers in Citrus remains challenging due to chemical diversity and structural similarity under conventional 70 eV electron ionisation (EI) conditions. This study investigated electron energies down to 5 eV and evaluated the impact of manual tune on molecular ion (M+•) repeatability using gas chromatography-quadrupole time-of-flight mass spectrometry (GC-QTOF/MS). Thirty-one representative Citrus isomers were used to optimise EI source parameters: emission current, electron energy, and ion source temperature. Manual tune improved M+• repeatability, reducing RSD from 15.4-18.5% to 1.8%. The optimised low energy EI method (typically 11-12 eV, 175-195 °C) achieved favourable M+• intensities with RSD below 5.5%. Comparisons across structurally related compounds revealed that conjugation and trans-configuration enhance M+• stability, whereas allylic hydroxyl groups reduce it. This low energy EI approach improves M+• preservation and repeatability, providing a promising option for isomer differentiation in complex Citrus volatile profiles.

在常规的70 eV电子电离(EI)条件下,柑橘异构体的化学多样性和结构相似性仍然具有挑战性。本研究利用气相色谱-四极杆飞行时间质谱(GC-QTOF/MS)分析了低至5 eV的电子能量,并评估了手动调谐对分子离子(M+•)可重复性的影响。利用31个柑橘异构体进行EI源参数优化:发射电流、电子能量和离子源温度。手动调谐提高了M+•的重复性,将RSD从15.4-18.5%降低到1.8%。优化的低能量EI方法(通常为11-12 eV, 175-195°C)获得了良好的M+•强度,RSD低于5.5%。结构相关化合物之间的比较表明,共轭和反式构型增强了M+•的稳定性,而烯丙基羟基则降低了M+•的稳定性。这种低能量EI方法提高了M+•的保存和可重复性,为复杂柑橘挥发性剖面的异构体分化提供了有希望的选择。
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引用次数: 0
Processing technology as aroma architect: OAV fingerprints decode differentiation and compatibility of key odorants in Fuding Dabai tea via GC×GC-TOF-MS and sensomics 作为香气建筑师的处理技术:OAV指纹通过GC×GC-TOF-MS和感感性解码福鼎大白茶中关键气味的分化和相容性
IF 8.2 1区 农林科学 Q1 CHEMISTRY, APPLIED Pub Date : 2026-01-13 DOI: 10.1016/j.fochx.2026.103530
Panpan Liu , Jia Chen , Lin Feng , Shiwei Gao , Shengpeng Wang , Jinjin Xue , Xueping Wang , Fei Ye , Anhui Gui , Zhi Yu , Pengcheng Zheng
This study systematically investigates the regulatory role of processing technology in the aroma differentiation of Fuding Dabai tea (Camellia sinensis). Using an integrated sensomics approach combining quantitative descriptive analysis and GC × GC–TOF–MS, we deciphered aroma formation in green (GT), white (WT), black (BT), and dark (DT) teas. Among 187 volatiles detected, WT exhibited the highest VOC content (2349.42 μg/L) and the most key odorants (30 of 36). Multivariate statistical modeling identified fermentation degree as the primary factor driving aroma divergence, clearly discriminating fermented (BT/DT) from non/light-fermented (GT/WT) teas. OPLS-DA selected 12 marker compounds (VIP > 1), predominantly alcohols and aldehydes. Sweet aroma exhibited strong correlations with benzeneacetaldehyde (r = 0.91) and (E)-2-hexenal (r = 0.92), while aged aroma correlated strongly with (E,E)-2,4-heptadienal (r = 0.92) (all p < 0.001). We demonstrate that processing reconfigures aroma profiles through enzymatic inhibition, oxidative conversion, and microbial fermentation pathways. These results provide a biochemical basis for aroma-oriented optimization in tea processing and establish the superior suitability of Fuding Dabai for white tea production.
本研究系统探讨了炮制工艺对福鼎大白茶香气分化的调控作用。采用综合感官学方法,结合定量描述分析和GC × GC - tof - ms,我们解读了绿茶(GT)、白茶(WT)、黑茶(BT)和暗茶(DT)的香气形成。在检测到的187种挥发物中,WT的VOC含量最高(2349.42 μg/L),关键气味成分最多(36种中有30种)。多元统计模型发现,发酵程度是影响香气差异的主要因素,可以明显区分发酵茶(BT/DT)和非/轻发酵茶(GT/WT)。OPLS-DA选择了12种标记化合物(VIP > 1),主要是醇类和醛类化合物。甜香气与苯乙醛(r = 0.91)和(E)-2-己烯醛(r = 0.92)有很强的相关性,而陈年香气与(E,E)-2,4-七烯醛(r = 0.92)有很强的相关性(p < 0.001)。我们证明加工通过酶抑制、氧化转化和微生物发酵途径重新配置香气谱。这些结果为茶叶加工香气优化提供了生化依据,并确立了福鼎大白在白茶生产中的优越适用性。
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引用次数: 0
Lactic acid bacteria fermentation improves the physicochemical properties, bioactivity, and metabolic profiles of lychee pulp 乳酸菌发酵改善了荔枝果肉的理化性质、生物活性和代谢谱
IF 8.2 1区 农林科学 Q1 CHEMISTRY, APPLIED Pub Date : 2026-01-13 DOI: 10.1016/j.fochx.2026.103535
Yajie Ruan , Yaru Chen , Jing Wang , Kaiqi Zheng , Shaohui Zhu , Qianqian Guan , Tao Xiong , Mingyong Xie
Lactiplantibacillus plantarum NCU0011259 was employed to ferment lychee pulp, with a systematic investigation of the flavor and bioactivities of the resulting product in this study. Results showed that fermentation with this strain increased organic acids, reduced sugars and bitter amino acids to refine taste, and elevated favorable alcohols/ethers while lowering off-flavor aldehydes to optimize the aroma profile. Moreover, fermentation induced profound metabolic remodeling, remarkably enhancing the in vitro antioxidant capacity and inhibitory activities against pancreatic lipase, α-glucosidase, and α-amylase. Correspondingly, the total polyphenol content increased from 321.94 μg/g to 663.75 μg/g, accompanied by notable enrichment of free polyphenols (e.g., (−)-gallocatechin) and restructuring of bound polyphenol fractions. Correlation analysis identified key polyphenols (e.g., m-coumaric acid, ferulic acid, tiliroside) as core components underlying enhanced antioxidant and digestive enzyme inhibitory activities. This study validates L. plantarum NCU0011259's excellent fermentation performance and lays a solid theoretical basis for developing high-quality fermented lychee functional foods.
本研究采用植物乳杆菌NCU0011259对荔枝果肉进行发酵,对发酵产物的风味和生物活性进行了系统的研究。结果表明,该菌株通过增加有机酸、还原糖和苦味氨基酸来改善口感,增加有利醇/醚,降低异味醛来优化香气。此外,发酵诱导了深刻的代谢重塑,显著提高了体外抗氧化能力和对胰脂肪酶、α-葡萄糖苷酶和α-淀粉酶的抑制活性。相应的,总多酚含量从321.94 μg/g增加到663.75 μg/g,游离多酚(如(−)-没食子儿茶素)显著富集,结合多酚组分重组。相关分析发现,关键多酚(如间香豆酸、阿魏酸、铁力苷)是增强抗氧化和消化酶抑制活性的核心成分。本研究验证了L. plantarum NCU0011259优良的发酵性能,为开发优质发酵荔枝功能食品奠定了坚实的理论基础。
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引用次数: 0
Characterization of the different volatile organic compounds in human and ruminant milk using electronic nose analysis and headspace gas chromatography-mass spectrometry. 电子鼻分析和顶空气相色谱-质谱联用技术对人和反刍动物牛奶中不同挥发性有机化合物的表征。
IF 8.2 1区 农林科学 Q1 CHEMISTRY, APPLIED Pub Date : 2026-01-13 eCollection Date: 2026-01-01 DOI: 10.1016/j.fochx.2026.103536
Zhongshi Zhu, Danni Li, Naseer Ahmad, Tingting Chu, Chen Niu, Lei Zhang, Yuxuan Song

To explore variations in the volatile components of milk originating from various species and to explain the material basis of their odor differences, electronic nose analysis coupled with headspace gas chromatography-mass spectrometry (HS-GC-MS) was employed to analyze the characteristics of human, sheep, goat, and cow milk. It was found that human milk exhibited larger response values to the broadrange and sulfur-chlor sensors, while sheep milk exhibited a large response value to the broad-methane sensor. The concentrations of dodecanoic acid, n-decanoic acid, and octanoic acid were significantly higher in human milk than in the sheep, cow, and goat milk. Moreover, it was deduced that a range of the detected volatile organic compounds were involved in the fatty acid biosynthesis pathway. These results allow identification of the different odor components related to human milk and other ruminant milk, providing a scientific basis for development of the dairy industry.

为了探讨不同种类牛奶挥发性成分的差异,并解释其气味差异的物质基础,采用电子鼻分析结合顶空气相色谱-质谱联用技术(HS-GC-MS)对人、绵羊、山羊和牛奶的气味特征进行了分析。结果表明,人乳对宽范围和硫-氯传感器的响应值较大,羊奶对宽范围甲烷传感器的响应值较大。人乳中十二烷酸、正烷酸和辛烷酸的浓度明显高于绵羊、奶牛和山羊奶。此外,还推断出一系列检测到的挥发性有机化合物参与了脂肪酸的生物合成途径。这些结果可以鉴别出与人乳和其他反刍动物乳相关的不同气味成分,为乳制品行业的发展提供科学依据。
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引用次数: 0
From chemical signatures to consumer preference: Decoding bottle and barrel aging effects on Aronia melanocarpa wines using integrated analytical and sensory techniques. 从化学特征到消费者偏好:使用综合分析和感官技术解码黑栎木葡萄酒的瓶和桶陈酿效应。
IF 8.2 1区 农林科学 Q1 CHEMISTRY, APPLIED Pub Date : 2026-01-13 eCollection Date: 2026-01-01 DOI: 10.1016/j.fochx.2026.103537
Zhongzheng Zhang, Qichen Yuan, Hailong Xu, Mingbo Li, Xu Zhao

This study comprehensively evaluated the phytochemical and organoleptic evolution of Aronia melanocarpa wines aged for 12 months in glass bottles and oak barrels. Integrated analytical approaches-including CIELab color space, phenolic profiling, antioxidant capacity assays, headspace-gas chromatography-ion mobility spectrometry (HS-GC-IMS), electronic tongue, and Check-All-That-Apply (CATA) consumer testing-revealed distinct aging dynamics. Barrel aging caused 96.2% anthocyanin loss, shifting wine color to reddish-brown, while bottle aging preserved greater color stability (retaining 42.6% of anthocyanins). HS-GC-IMS identified 65 volatile compounds; barrel aging increased oxidative markers (e.g., 3-penten-2-one and 4-hydroxy-4-methyl-2-pentanone) and oak-derived notes (e.g., cocoa and coconut), whereas bottle aging enhanced tertiary aromas characterized by spicy, tobacco, and leather nuances. Electronic tongue and CATA analyses confirmed both aging methods improved taste profiles by reducing sourness and mitigating astringency/bitterness aftertastes. Bottle-aged wine demonstrated superior consumer preference (54.24% first-choice ranking) due to its fruity aroma, deeper color, and balanced taste.

本研究综合评价了在玻璃瓶和橡木桶中陈酿12个月的黑果野樱莓葡萄酒的植物化学和感官进化。综合分析方法——包括CIELab色彩空间、酚类分析、抗氧化能力测定、顶空-气相色谱-离子迁移谱(HS-GC-IMS)、电子舌和check - all - thatapply (CATA)消费者测试——揭示了不同的衰老动态。橡木桶陈酿导致96.2%的花青素损失,使葡萄酒颜色变为红褐色,而瓶子陈酿则保持了更大的颜色稳定性(保留了42.6%的花青素)。HS-GC-IMS鉴定出65种挥发性化合物;橡木桶陈酿增加了氧化标记(如3-戊烯-2-酮和4-羟基-4-甲基-2-戊酮)和橡木香味(如可可和椰子),而瓶装陈酿则增强了辛辣、烟草和皮革的三级香气。电子舌和CATA分析证实,这两种陈酿方法都能通过减少酸味和减轻涩味/苦味来改善口感。瓶装陈酿葡萄酒因其果香、颜色较深、口感平衡而表现出更高的消费者偏好(54.24%的首选)。
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引用次数: 0
Nutritional evaluation, characteristic component differences and non-targeted metabolomics analysis of traditional fermented glutinous Rice in four Chinese provinces. 中国四省传统发酵糯米的营养评价、特征成分差异及非靶向代谢组学分析
IF 8.2 1区 农林科学 Q1 CHEMISTRY, APPLIED Pub Date : 2026-01-13 eCollection Date: 2026-01-01 DOI: 10.1016/j.fochx.2026.103534
Yu Pan, Keyun Lin, Jinxing Zeng, Yaya Zhou, Diqin Yang, Xia Zhu, Minghui Shi, Quanmin Sun, Chengzhang Ou, Yu Wang, Yudan Xie, Shuying Yang, Kuan Lu

This study aimed to compare the nutritional characteristics, antioxidant activity, and flavor differences of traditional fermented glutinous rice from four regions of China, and to elucidate the underlying metabolic mechanisms using metabolomics. Physicochemical assays, HPLC, GC-MS, and LC-MS analyzed five samples (HB_MPP, SC, JS, GZ_LYM, SWJD). Significant differences in antioxidant capacity and amino acids were found, with lysine as the first limiting amino acid. Dominant organic acids were lactic, malic, and fumaric acids. Forty volatile compounds (mainly esters, alcohols, acids) were detected, with phenylethanol, ethyl hexadecanoate, and ethyl decanoate as key flavor markers (VIP ≥ 1). Metabolomics identified 3027 metabolites, dominated by lipids (27.59%) and organic acids (26.99%). Key pathways included plant secondary metabolite biosynthesis and amino acid metabolism. This first multi-omics comparison highlights regional characteristic bases, aiding traditional fermented food quality evaluation and industrial application.

本研究旨在比较中国四个地区传统发酵糯米的营养特性、抗氧化活性和风味差异,并利用代谢组学方法阐明其代谢机制。理化分析、HPLC、GC-MS、LC-MS分析5个样品(HB_MPP、SC、JS、GZ_LYM、SWJD)。抗氧化能力和氨基酸存在显著差异,赖氨酸是第一限制氨基酸。主要有机酸是乳酸、苹果酸和富马酸。共检测到40种挥发性化合物(主要为酯类、醇类、酸类),以苯乙醇、十六酸乙酯和癸酸乙酯为主要风味标记物(VIP≥1)。代谢组学鉴定出3027种代谢物,以脂质(27.59%)和有机酸(26.99%)为主。关键途径包括植物次生代谢物生物合成和氨基酸代谢。这一首次多组学比较突出了区域特征基础,有助于传统发酵食品质量评价和工业应用。
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引用次数: 0
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Food Chemistry: X
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