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Effect of lyophilized cell-free supernatant dose from Lacticaseibacillus paracasei B1 and Lactiplantibacillus plantarum O24 on selected quality parameters of cooked pork sausages 副干酪乳杆菌B1和植物乳杆菌O24冻干无细胞上清液对熟猪肉香肠品质参数的影响
IF 6.1 1区 农林科学 Q1 Agricultural and Biological Sciences Pub Date : 2026-02-03 DOI: 10.1016/j.meatsci.2026.110052
Paulina Kęska , Joanna Stadnik , Marcelina Karbowiak , Dorota Zielińska
This study evaluated the impact of freeze-dried cell-free supernatants (CFS) from Lactiplantibacillus plantarum O24 and Lacticaseibacillus paracasei B1 on the physicochemical properties of cooked pork sausages stored at 4 °C for 21 days. Parameters analyzed included water activity (aw), pH, oxidation-reduction potential (ORP), TBARS, colour (L*, a*, b*, C*, h°), and texture.
CFS addition increased aw values post-production, with effects varying by strain and concentration. During storage, aw decreased, particularly with L. plantarum O24 CFS. CFS also caused a dose-dependent pH reduction, while control samples showed stable pH until day 14. ORP and TBARS values rose with CFS addition, suggesting enhanced oxidative activity, especially at higher doses.
Colour analysis showed initial decreases in lightness (L*) and redness (a*) due to CFS, followed by partial stabilization. The extent of colour change depended on both strain and dose. Texture tests indicated that CFS reduced hardness in a dose-dependent manner, with the greatest softening in sausages treated with 2% L. plantarum O24 CFS. All treated samples also showed reduced springiness, gumminess, and chewiness.
In conclusion, freeze-dried CFS notably altered sausage physicochemical characteristics in a strain- and dose-dependent way. High doses, particularly from L. plantarum O24, negatively affected texture and oxidative stability. However, lower or moderate doses, especially from L. paracasei B1, showed potential to enhance uniformity and preserve quality during chilled storage. These findings support the potencial of CFS as a clean-label additive, although further research is needed to optimize sensory quality and shelf-life.
本研究研究了植物乳杆菌O24和副干酪乳杆菌B1冻干无细胞上清液(CFS)对熟猪肉香肠在4℃条件下保存21 d的理化特性的影响。分析的参数包括水活度(aw)、pH、氧化还原电位(ORP)、TBARS、颜色(L*、a*、b*、C*、h°)和质地。添加CFS增加了后期制作的aw值,其效果因应变和浓度而异。在贮藏过程中,aw呈下降趋势,其中以L. plantarum O24 CFS表现最为明显。CFS还引起了剂量依赖性的pH值降低,而对照样品的pH值直到第14天都保持稳定。ORP和TBARS值随着CFS的添加而升高,表明氧化活性增强,特别是在高剂量下。颜色分析显示,由于CFS,最初亮度(L*)和红度(a*)下降,随后部分稳定。颜色变化的程度取决于菌株和剂量。质地试验表明,CFS以剂量依赖性的方式降低了香肠的硬度,其中2% L. plantarum O24 CFS处理的香肠软化程度最大。所有处理过的样品也显示出弹性、粘性和咀嚼性的降低。综上所述,冻干CFS显著改变了香肠的理化特性,并呈菌株依赖性和剂量依赖性。高剂量,特别是植物乳杆菌O24,对质地和氧化稳定性产生负面影响。然而,低剂量或中等剂量,特别是副干酪乳杆菌B1,在冷藏过程中表现出增强均匀性和保持品质的潜力。这些发现支持CFS作为清洁标签添加剂的潜力,尽管需要进一步的研究来优化感官质量和保质期。
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引用次数: 0
Biochemical properties of proteolytic extracts from different Zingiber officinale varieties and their catalytic role in myofibrillar degradation: Effect on beef tenderness. 不同品种生姜蛋白水解提取物的生化特性及其对肌纤维降解的催化作用:对牛肉嫩度的影响。
IF 6.1 1区 农林科学 Q1 Agricultural and Biological Sciences Pub Date : 2026-02-02 DOI: 10.1016/j.meatsci.2026.110049
Katia Liburdi, Chiara Fabrizi, Chiara Onofri, Marco Esti

This study explores the proteolytic activity and meat-tenderizing potential of crude enzyme extracts obtained from the rhizomes of two Zingiber officinale varieties, Roscoe (ZR) and var. rubrum (Zr), tested at different concentrations. The proteolytic activity of all extracts was characterized by using azocasein as a model substrate. Among all tested conditions, the Z. officinale Roscoe sample at an extraction ratio of 0.2 gFW/mL (ZR0.2) exhibited the highest catalytic efficiency (Vmax/KM = 129.79), while Zr extracts exhibited lower turnover rates but higher substrate affinity (KM was down to 0.007 mM). These kinetic results guided the selection of the optimal ginger extract and the most suitable enzyme-to-substrate ratio for meat tenderization. To better understand substrate specificity and hydrolytic efficiency on muscle tissue, the proteolytic kinetics of the selected extract (ZR0.2) were further assessed using myofibrillar proteins isolated from the Biceps femoris muscle. ZR0.2 demonstrated superior activity compared to commercial proteases (papain, bromelain), with enhanced degradation of structural proteins and a higher myofibrillar fragmentation index. Marination trials with beef cubes confirmed these results, showing significant improvements in technological parameters such as cooking yield (>90%) and water-holding capacity, while maintaining pH stability. Color analysis revealed greater redness (a* values) in treated samples, both raw and cooked, suggesting a possible antioxidant effect. Sensory evaluation confirmed increased tenderness, juiciness, and chewiness in ZR0.2-treated meat. Overall, these findings support the use of Z. officinale extracts, specifically ZR0.2, as selective and multifunctional agents for clean-label meat tenderization, with promising applications for improving the quality and value of beef cuts.

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引用次数: 0
Non-invasive detection of cold chain disruptions in modified-atmosphere packaged minced pork using a handheld fluorescence device. 使用手持式荧光装置对气调包装肉末冷链中断进行无创检测。
IF 6.1 1区 农林科学 Q1 Agricultural and Biological Sciences Pub Date : 2026-02-02 DOI: 10.1016/j.meatsci.2026.110048
Johannes Schlosser, Martin Mühling, Sonja Lick, Heinar Schmidt

This study demonstrates the suitability of a handheld fluorescence device for the detection of cold chain disruptions (CCDs) of modified-atmosphere packaged minced pork through the package or with unpacked samples. Fluorescence spectra of minced pork stored at a constant temperature of 2 °C were highly correlated with the storage time after processing of the meat. Partial least squares regression (PLSR) models for spectra recorded through the package or for unpacked samples yielded cross-validated R2CV = 0.90 or 0.95, respectively. Validation with independent samples investigated under controlled conditions resulted in R2Pred = 0.83 for measurements through the package and 0.88 for measurements of unpacked samples. Unlike the controls, minced pork, which underwent a CCD at 14 °C on storage day 2, was systematically predicted older than its actual storage time depending on the duration of the disruption: 1.1-1.7 d older after a 6-h disruption and with 2.5-3.5 d significantly older after a 12-h disruption. In contrast, CCD-dependent changes of total viable counts (TVC) only appeared on tendency after a 12-h CCD and PLSR predictions of TVC performed inadequately. The storage-time effect detected by fluorescence spectroscopy was apparent already one day after the disruption. The results indicate that fluorescence spectra monitor an ageing process of meat, which is accelerated by a temporarily elevated storage temperature. The comparison of predicted and actual storage time could be useful for a rapid, non-invasive detection of cold chain disruptions and for an assessment of time and temperature effects on the shelf life.

本研究证明了手持式荧光装置通过包装或未包装样品检测改性气氛包装肉末冷链中断(ccd)的适用性。肉末加工后,在2℃恒温保存下的荧光光谱与保存时间高度相关。通过包装或未包装样品记录的光谱的偏最小二乘回归(PLSR)模型分别得到交叉验证的R2CV = 0.90或0.95。在受控条件下对独立样品进行验证,通过包装测量的R2Pred = 0.83,未包装样品测量的R2Pred = 0.88。与对照组不同的是,在14°C的温度下储存第2天的肉末,根据中断的持续时间,系统地预测其比实际储存时间更老:中断6小时后1.1-1.7天,中断12小时后2.5-3.5天显着老化。相比之下,总活菌数(TVC)的CCD依赖性变化仅在12 h CCD后出现趋势,PLSR预测TVC的效果不充分。荧光光谱法检测到的储存时间效应在破坏后一天就已经很明显了。结果表明,荧光光谱监测了肉类的老化过程,该过程因暂时提高储存温度而加速。预测和实际储存时间的比较对于快速、无创地检测冷链中断以及评估时间和温度对保质期的影响是有用的。
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引用次数: 0
Risk factors and prevalence of carcass lesions associated with pre-slaughter logistics and ultimate meat pH in finishing pigs under mountainous tropical conditions 山区热带条件下育肥猪宰前物流和最终肉pH值相关的胴体病变风险因素和流行程度
IF 6.1 1区 农林科学 Q1 Agricultural and Biological Sciences Pub Date : 2026-02-02 DOI: 10.1016/j.meatsci.2026.110051
Adriana P. Pastrana-Camacho , Genaro C. Miranda-de la Lama , Nancy F. Huanca-Marca , Laura X. Estévez-Moreno
Globally, the pre-slaughter logistics chain in the pork industry must meet commercial demands while operating through interconnected nodes, from the farm of origin to transport and abattoir operations. The present study evaluated 1841 carcasses of finishing pigs at abattoir level, assessing six anatomical regions for skin lesions, tail injuries and claw cracks, along with ultimate pH and detailed pre-slaughter logistics. Skin lesions were highly prevalent, exceeding 97% of carcasses, with severe damage in 8% and consistent patterns in the neck–shoulder, flank and loin regions. Multivariate models showed that lesion risk depended on the production system, road quality, journey dynamics and lairage duration. Tail lesions were rare (<10%), while claw cracks (∼20%) were associated with farm size, carcass weight and transport conditions. Meat quality was strongly influenced by logistics, with 7% of carcasses classified as PSE, 27% as DFD and 34% as borderline DFD. DFD was related to long and fast journeys on paved mountain routes, whereas PSE was linked to injuries in the head–ear region. Overall, carcass-based indicators provided an integrated retrospective assessment of welfare in tropical mountain systems, where transport demands and infrastructure variability influence both welfare and meat quality.
在全球范围内,猪肉行业的屠宰前物流链必须满足商业需求,同时通过相互关联的节点,从原产地农场到运输和屠宰场运营。本研究在屠宰场水平评估了1841具育肥猪尸体,评估了6个解剖区域的皮肤损伤、尾部损伤和爪裂,以及最终pH值和详细的屠宰前物流。皮肤损伤非常普遍,超过97%的尸体,8%的尸体有严重损伤,颈肩、侧腹和腰部区域有一致的模式。多变量模型表明,损伤风险与生产系统、道路质量、出行动态和养护时间有关。尾巴损伤很少见(10%),而爪裂(20%)与养殖场规模、胴体重量和运输条件有关。肉质受到物流的强烈影响,7%的胴体被归类为PSE, 27%为DFD, 34%为边缘DFD。DFD与在山路上长途快速旅行有关,而PSE与头耳区域的损伤有关。总体而言,基于胴体的指标提供了对热带山地系统福利的综合回顾性评估,其中运输需求和基础设施的可变性影响福利和肉类质量。
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引用次数: 0
Gut-muscle axis improves meat quality by regulating energy metabolism 肠肌轴通过调节能量代谢改善肉质
IF 6.1 1区 农林科学 Q1 Agricultural and Biological Sciences Pub Date : 2026-01-31 DOI: 10.1016/j.meatsci.2026.110050
Haoyu Liu , Lihang He , Ning Ma , Peng Tan , Qi Tang , Kun Cai , Zhaoyue Men , Yutong Lu , Dingyue Hu , Jinshan Zhao , Cunxi Nie , Shuyang Yu , Yunlu Kang , Xi Ma
Meat quality in pigs is of notable relevance for human health and the economic development of the livestock industry. In recent years, the establishment of the gut-muscle axis concept has underscored the key role of gut microbiota and their host interactions in regulating skeletal muscle physiology, offering a fresh perspective for elucidating the mechanisms underlying meat quality formation. This review collates the impact of the gut-muscle axis on skeletal muscle energy metabolism and its role in governing the molecular mechanisms that determine pork quality, with a focus on two key intrinsic characteristics of muscle: intramuscular fat (IMF) deposition and muscle fiber type composition. We systematically elaborate on how gut microbiota, their metabolites (short-chain fatty acids, SCFAs; branched-chain amino acids, BCAAs; bile acids, BAs), alongside intestinal barrier function and neuroendocrine pathways, mediate these regulatory effects. On this basis, the review also explores the sustained influence of the gut-muscle axis on post-mortem muscle biological processes, outlining potential pathways through which the axis contributes to improved pork eating quality and delayed muscle deterioration-achieved by mitigating excessive glycolysis, stabilizing pH, enhancing antioxidant capacity, and modulating the formation of flavor-deteriorating substances. Finally, we synthesize current challenges and future research avenues concerning the mechanisms by which this axis regulates metabolism and thereby influences meat quality and spoilage. Our goal is to provide theoretical foundations and practical strategies for producing high-quality and safe pork via nutritional interventions targeting the gut-muscle axis.
猪的肉质对人类健康和畜牧业的经济发展具有重要意义。近年来,肠肌轴概念的建立强调了肠道菌群及其宿主相互作用在调节骨骼肌生理中的关键作用,为阐明肉质形成机制提供了新的视角。本文综述了肠肌轴对骨骼肌能量代谢的影响及其在决定猪肉品质的分子机制中的作用,重点介绍了肌肉的两个关键内在特征:肌内脂肪(IMF)沉积和肌纤维类型组成。我们系统地阐述了肠道微生物群及其代谢产物(短链脂肪酸,SCFAs;支链氨基酸,BCAAs;胆汁酸,BAs)如何与肠道屏障功能和神经内分泌途径一起介导这些调节作用。在此基础上,本文还探讨了肠道-肌肉轴对死后肌肉生物过程的持续影响,概述了肠道-肌肉轴通过减轻过度糖酵解、稳定pH值、增强抗氧化能力和调节风味变质物质的形成来改善猪肉食用质量和延缓肌肉变质的潜在途径。最后,我们综合了当前的挑战和未来的研究途径,通过该轴调节代谢,从而影响肉的品质和腐败的机制。我们的目标是通过针对肠肌轴的营养干预为生产高质量和安全的猪肉提供理论基础和实践策略。
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引用次数: 0
Multi-enzyme cascade colouring for meat without nitrite at low-temperature: Catalysis by NOS-YkuN-YumC and glucose dehydrogenase. 无亚硝酸盐肉类低温多酶级联着色:NOS-YkuN-YumC和葡萄糖脱氢酶的催化作用。
IF 6.1 1区 农林科学 Q1 Agricultural and Biological Sciences Pub Date : 2026-01-27 DOI: 10.1016/j.meatsci.2026.110046
Qing Xiao, Yali Zhou, Huiting Luo, Conggui Chen, Baocai Xu, Peijun Li

This study investigated the role of a multi-enzyme cascade system in developing the colour of meat products at 10 °C. The system consists of glucose dehydrogenase (GDH) and a fusion enzyme, NOS-YkuN-YumC, which was created through the genetic fusion of the NOS gene to those encoding the flavonoid-binding protein YkuN and the flavonoid reductase YumC. The results showed that recombinant GDH was successfully expressed and purified from Bacillus subtilis 168. The purified GDH exhibited a molecular weight of approximately 32 kDa and a specific activity of 11.40 U/mg, demonstrating high efficiency in nicotinamide adenine dinucleotide phosphate (NADPH) regeneration. Following a 24-h incubation period at 10 °C, the additional supplementation of GDH significantly increased (P < 0.05) the a*-value of the minced meat compared to the NOS-YkuN-YumC alone treatment, whereas no significant difference was observed relative to the nitrite-treated group (P > 0.05). UV-Vis spectroscopy provided further evidence that the incorporation of GDH effectively promoted the formation of nitrosylmyoglobin (NO-Mb). After cooking, the minced meat supplemented with the additional GDH maintained a higher a*-value compared to the sample treated with NOS-YkuN-YumC alone. These results indicated that the addition of GDH promoted NADPH production, which in turn enhanced the catalytic generation of NO by the NOS-YkuN-YumC, thus improving both NO-Mb formation and a*-value in raw meat. And the colour can be stabled in cooked meat. This proof-of-concept study successfully demonstrates the potential of this multi-enzyme cascade system for developing colour in nitrite-free meat products under low-temperature conditions.

本研究探讨了多酶级联系统在10°C下肉制品颜色形成中的作用。该系统由葡萄糖脱氢酶(GDH)和NOS-YkuN-YumC融合酶组成,NOS-YkuN-YumC是通过NOS基因与类黄酮结合蛋白YkuN和类黄酮还原酶YumC的编码基因融合而产生的。结果表明,从枯草芽孢杆菌168中成功表达并纯化了重组GDH。纯化后的GDH分子量约为32 kDa,比活性为11.40 U/mg,具有较高的烟酰胺腺嘌呤二核苷酸磷酸(nictinamide adenine dinucleotide phosphate, NADPH)再生效率。在10℃条件下孵育24 h后,GDH的额外添加量显著增加(p0.05)。紫外可见光谱进一步证明,GDH的掺入有效促进了亚硝基肌红蛋白(NO-Mb)的形成。在蒸煮后,添加GDH的肉糜比单独添加NOS-YkuN-YumC的肉糜保持更高的a*值。这些结果表明,GDH的加入促进了NADPH的产生,进而增强了NOS-YkuN-YumC对NO的催化生成,从而改善了生肉中NO- mb的形成和a*-值。而且熟肉的颜色可以稳定下来。这项概念验证研究成功地证明了这种多酶级联系统在低温条件下在无亚硝酸盐肉制品中产生颜色的潜力。
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引用次数: 0
Bioactive compounds and fatty acid composition in raw and cooked beef with two different ageing periods 两种不同老化期生牛肉和熟牛肉的生物活性化合物和脂肪酸组成
IF 6.1 1区 农林科学 Q1 Agricultural and Biological Sciences Pub Date : 2026-01-26 DOI: 10.1016/j.meatsci.2026.110045
Ana Carolina T.S. Cougo , Guillermo de Souza , Florencia Bonjour , Bruno A. Irigaray , Iván Jachmanián , Gustavo Brito , María del Mar Campo , Facundo Ibáñez , Santiago Luzardo
This study investigated the effects of ageing period (5 vs. 90 days) and meat status (raw vs. cooked) in a 2 × 2 factorial design on the concentration of bioactive compounds, intramuscular fat content and fatty acid composition of the longissimus lumborum muscle in beef. Samples were collected from 20 Angus steers finished on pasture. Significant (P < 0.05) interactions between ageing period and meat status were found for l-carnitine, glutathione, and taurine. Taurine and glutathione concentrations were greater (P < 0.05) in raw beef aged for 90 days, while L- carnitine content was lower in cooked meat aged for 5 days than the other treatments. Concentrations of coenzyme Q10, glutathione, l-carnitine, and taurine were higher (P < 0.05), and carnosine and anserine content were lower (P < 0.05) in meat aged for 90 days compared to 5 days. All bioactive compounds presented greater (P < 0.05) concentrations in raw than cooked meat. Beef aged for 90 days presented a greater (P < 0.05) proportion of intramuscular fat (IMF), and concentrations of saturated fatty acids (SFA), monounsaturated (MUFA), n-6 polyunsaturated fatty acids (PUFA)/n-3 PUFA ratio, atherogenic and thrombogenic indices. Cooking increased (P < 0.05) the concentrations of all fatty acids, however the PUFA/SFA ratio was greater (P < 0.05) in raw meat. Our findings show that ageing and cooking affect the bioactive compounds concentrations and fatty acids present in beef, and both factors should be considered to really know what meat provides under the conditions in which it is consumed.
本研究采用2 × 2因子设计,研究了老化时间(5天vs. 90天)和肉类状态(生的vs.熟的)对牛肉腰最长肌生物活性化合物浓度、肌内脂肪含量和脂肪酸组成的影响。样本采集于20头放牧的安格斯阉牛。左肉碱、谷胱甘肽和牛磺酸的老化时间与肉质状态之间存在显著的交互作用(P < 0.05)。发酵90 d的生牛肉中牛磺酸和谷胱甘肽含量高于其他处理(P < 0.05),而发酵5 d的熟肉中L-肉碱含量低于其他处理。90 d的肉质中辅酶Q10、谷胱甘肽、左肉碱和牛磺酸的含量高于5 d (P < 0.05),肌肽和鹅胺含量低于5 d (P < 0.05)。所有生物活性化合物在生肉中的浓度均高于熟肉(P < 0.05)。90 d龄牛肉肌内脂肪(IMF)比例、饱和脂肪酸(SFA)、单不饱和脂肪酸(MUFA)、n-6多不饱和脂肪酸(PUFA)/n-3 PUFA比值、动脉粥样硬化和血栓形成指标均高于对照组(P < 0.05)。蒸煮提高了所有脂肪酸的浓度(P < 0.05),但生肉中PUFA/SFA比值较高(P < 0.05)。我们的研究结果表明,老化和烹饪会影响牛肉中存在的生物活性化合物浓度和脂肪酸,这两个因素应该被考虑在内,才能真正了解肉类在食用条件下的功能。
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引用次数: 0
The proteome of goat meat exudate: Temporal proteomics as a new way to uncover the underlying mechanisms of meat tenderization 山羊肉渗出物的蛋白质组学:时间蛋白质组学是揭示肉质嫩化机制的新途径
IF 6.1 1区 农林科学 Q1 Agricultural and Biological Sciences Pub Date : 2026-01-22 DOI: 10.1016/j.meatsci.2026.110043
Mohammed Gagaoua , Marzia Albenzio , Antonella della Malva
This study applied shotgun proteomics to investigate the temporal changes in goat meat exudate and elucidate the biochemical mechanisms underlying postmortem aging. Exudates were collected from vacuum packaged goat Longissimus thoracis muscles at 24, 48 and 72 h postmortem. A total of 823 proteins were identified and quantified, of which 188 were differentially abundant: n = 60 between 24 h vs. 48 h, n = 56 between 48 h vs. 72 h and n = 168 between 24 h vs. 72 h. Comparative analyses revealed distinct temporal release patterns, with catalytic and ATP-metabolic proteins predominating early postmortem (17%), structural and contraction-related proteins peaking between 48 h and 72 h (39%), and binding, transport, and calcium homeostasis proteins (27%), as well as extracellular matrix (ECM) and matrisome components (14%), accumulating later. Chaperones including heat shock proteins and proteolytic and related enzymes were consistently released from 24 h to 72 h, but in lower percentages (5% and 4%, respectively). Overlap analysis identified 14 core proteins including FLNC, TNNI2, TNNC2, PDLIM7, TMOD4, MYOZ1, MYBPC1, MYOM2 (muscle contraction and structure), DYSF, EIF4G2, PPARGC1A (binding, transport and calcium homeostasis), DCN, OGN, and IGFALS (matrisome and ECM associated proteins), shared across all time points, which mapped to five significantly enriched pathways, primarily myofibril assembly and muscle system processes. These findings provide the first comprehensive proteomic profile of goat meat exudate, demonstrating its potential as a non-invasive source for monitoring postmortem biochemical changes and meat tenderization dynamics, ultimately offering insights to improve meat quality.
本研究应用散弹枪蛋白质组学研究了羊肉分泌物的时间变化,并阐明了死后老化的生化机制。在山羊死后24、48和72 h从真空包装的山羊胸最长肌中收集渗出物。共鉴定定量到823个蛋白,其中188个蛋白差异丰富;对比分析揭示了不同的时间释放模式,催化和atp代谢蛋白在死后早期占主导地位(17%),结构和收缩相关蛋白在48小时和72小时之间达到峰值(39%),结合蛋白、转运蛋白和钙稳态蛋白(27%),以及细胞外基质(ECM)和基质成分(14%)在死后积累。从24 h到72 h,伴侣蛋白(包括热休克蛋白和蛋白水解及相关酶)持续释放,但比例较低(分别为5%和4%)。重叠分析确定了14个核心蛋白,包括FLNC、TNNI2、TNNC2、PDLIM7、TMOD4、MYOZ1、MYBPC1、MYOM2(肌肉收缩和结构)、DYSF、EIF4G2、PPARGC1A(结合、运输和钙平衡)、DCN、OGN和IGFALS(基质和ECM相关蛋白),这些蛋白在所有时间点上都是共享的,它们映射到5个显著富集的途径,主要是肌原纤维组装和肌肉系统过程。这些发现提供了第一个全面的山羊肉渗出物蛋白质组学图谱,证明了其作为监测死后生化变化和肉类嫩化动态的非侵入性来源的潜力,最终为改善肉类质量提供了见解。
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引用次数: 0
Study on methods for measuring beef color and predicting storage time based on computer vision 基于计算机视觉的牛肉颜色测定及贮存时间预测方法研究
IF 6.1 1区 农林科学 Q1 Agricultural and Biological Sciences Pub Date : 2026-01-21 DOI: 10.1016/j.meatsci.2026.110044
Yixuan Chen , Jinghao Zhou , Fatih Oz , Zhiyong He , Zhaojun Wang , Qiuming Chen , Maomao Zeng , Jie Chen
In this study, a non-destructive and accurate method based on computer vision and machine learning was developed to measure beef surface color and to predict storage time and the relative proportion of oxymyoglobin. Images of the Longissimus thoracis (LT) muscle were acquired with a camera, and the red muscle region was segmented by integrating GrabCut and Otsu binarization techniques to extract RGB values, which were subsequently converted to CIE L*, a* and b* color space values. Colorimetric characteristics derived from computer vision were compared with those obtained from a traditional colorimeter, and the results revealed higher sensitivity to temporal changes and can provide a more representative reflection of the actual appearance of beef. A convolutional neural network (CNN) model trained by images derived from computer vision achieved R2 values of 0.926 and 0.893 for storage time and oxymyoglobin content prediction, respectively, thereby providing an efficient and scientifically robust framework for assessing beef freshness.
在本研究中,开发了一种基于计算机视觉和机器学习的无损和准确的方法来测量牛肉表面颜色,并预测储存时间和氧肌红蛋白的相对比例。利用相机获取胸最长肌(LT)图像,结合GrabCut和Otsu二值化技术对红色肌肉区域进行分割,提取RGB值,并将其转换为CIE L*、a*和b*颜色空间值。将计算机视觉获得的比色特征与传统比色仪获得的比色特征进行了比较,结果表明,计算机视觉对时间变化的灵敏度更高,可以更有代表性地反映牛肉的实际外观。基于计算机视觉图像训练的卷积神经网络(CNN)模型对牛肉储存时间和氧肌红蛋白含量预测的R2值分别为0.926和0.893,为牛肉新鲜度评估提供了一个高效、科学、鲁棒的框架。
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引用次数: 0
Nitrite reduction and the use of aromatic herbs with Staphylococcus equorum as replacement strategies in bacon 熏肉中亚硝酸盐的减少和含equorum葡萄球菌的芳香草药的替代策略
IF 6.1 1区 农林科学 Q1 Agricultural and Biological Sciences Pub Date : 2026-01-21 DOI: 10.1016/j.meatsci.2026.110041
P. Bernardo , M.J. Fernandes , M.H. Fernandes , M.P. Teixeira , B. Özkan , C.M. Alfaia , L. Patarata , M.J. Fraqueza
This study evaluated the impact of reducing or replacing nitrite on the quality, safety, and sensory characteristics of bacon. Seven formulas were produced: control without nitrite (F1), 150 mg NaNO₂/kg (F2), 80 mg NaNO₂/kg (F3), Thymus citriodorus extract (F4), T. citriodorus with Staphylococcus equorum S2M7 (F5), Salvia elegans extract (F6), and S. elegans with S. equorum (F7). Physicochemical, microbiological, and sensory analyses were performed throughout processing and on final products. Lowering ingoing nitrite from 150 to 80 mg/kg reduced (P < 0.05) residual nitrite (>50%) without affecting colour (L*, a*, b*), pH, water activity, salt content, lipid oxidation, or microbiota. The residual nitrite was not detected in bacons with plant extracts and its use delayed lipid oxidation (TBARS <0.38 mg MDA/kg) and resulted in low biogenic amine contents (<6 mg/kg), as nitrite-containing products. S. equorum S2M7 did not influence microbiota or biogenic amine formation. All samples were absent of Listeria monocytogenes and Salmonella spp. Sensory evaluation revealed that nitrite-containing bacons (F2, F3) were associated with “Typical cured colour” and were most preferred (P < 0.05), while nitrite-free formulations were paler and described as “Boiled” or “Brownish”. Nevertheless, all cooked products achieved mean liking scores above the mid-point of a 9-point scale, and willingness to consume was unaffected. These findings demonstrate that reducing ingoing nitrite to 80 mg NaNO₂/kg complies with EU limits without compromising product safety or sensory quality. Furthermore, T. citriodorus and S. elegans extracts might replace nitrite, supporting the development of cleaner-label bacon with preserved oxidative stability.
本研究评估了减少或替代亚硝酸盐对熏肉质量、安全性和感官特性的影响。共制得7个配方:无亚硝酸盐对照(F1)、150 mg NaNO₂/kg (F2)、80 mg NaNO₂/kg (F3)、麝香草提取物(F4)、柠檬草与equorum葡萄球菌S2M7 (F5)、鼠尾草提取物(F6)、秀丽隐杆线虫与equorum葡萄球菌(F7)。在整个加工过程和最终产品上进行了理化、微生物学和感官分析。将进入的亚硝酸盐从150 mg/kg降低到80 mg/kg,减少了(P < 0.05)残余亚硝酸盐(>50%),而不影响颜色(L*、a*、b*)、pH、水活度、盐含量、脂质氧化或微生物群。在含有植物提取物和其使用延迟脂质氧化(TBARS <0.38 mg MDA/kg)的培根中未检测到亚硝酸盐残留,并且作为含亚硝酸盐的产品,导致低生物胺含量(<6 mg/kg)。马曲霉S2M7不影响微生物群或生物胺的形成。所有样品都没有单核增生李斯特菌和沙门氏菌。感官评价显示,含亚硝酸盐的培根(F2, F3)与“典型的腌制颜色”相关,是最受欢迎的(P < 0.05),而不含亚硝酸盐的配方则更苍白,被描述为“煮熟”或“褐色”。尽管如此,所有熟食的平均喜欢度得分都在9分的中点以上,而且消费意愿没有受到影响。这些研究结果表明,在不影响产品安全性或感官质量的情况下,将进入的亚硝酸盐减少到80毫克纳2 /公斤符合欧盟的限制。此外,柠檬酸和秀丽隐杆线虫提取物可能取代亚硝酸盐,支持清洁标签培根的发展,保持氧化稳定性。
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引用次数: 0
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Meat Science
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