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叶菜类农场到客户流程模型预测,在系统早期进行产品测试,在有效干预之前,可以最有效地发现污染。

Leafy Green Farm-to-Customer Process Model Predicts Product Testing Is Most Effective at Detecting Contamination When Conducted Early in the System before Effective Interventions.

机构信息

Department of Food Science and Human Nutrition, University of Illinois Urbana-Champaign, Urbana, Illinois, USA.

出版信息

Appl Environ Microbiol. 2023 May 31;89(5):e0034723. doi: 10.1128/aem.00347-23. Epub 2023 Apr 26.

Abstract

Commercial leafy green supply chains often are required to have test and reject (sampling) plans for specific microbial adulterants at primary production or finished product packing for market access. To better understand the impact of this type of sampling, this study simulated the effect of sampling (from preharvest to consumer) and processing interventions (such as produce wash with antimicrobial chemistry) on the microbial adulterant load reaching the system endpoint (customer). This study simulated seven leafy green systems, an optimal system (all interventions), a suboptimal system (no interventions), and five systems where single interventions were removed to represent single process failures, resulting in 147 total scenarios. The all-interventions scenario resulted in a 3.4 log reduction (95% confidence interval [CI], 3.3 to 3.6) of the total adulterant cells that reached the system endpoint (endpoint TACs). The most effective single interventions were washing, prewashing, and preharvest holding, 1.3 (95% CI, 1.2 to 1.5), 1.3 (95% CI, 1.2 to 1.4), and 0.80 (95% CI, 0.73 to 0.90) log reduction to endpoint TACs, respectively. The factor sensitivity analysis suggests that sampling plans that happen before effective processing interventions (preharvest, harvest, and receiving) were most effective at reducing endpoint TACs, ranging between 0.05 and 0.66 log additional reduction compared to systems with no sampling. In contrast, sampling postprocessing (finished product) did not provide meaningful additional reductions to the endpoint TACs (0 to 0.04 log reduction). The model suggests that sampling used to detect contamination was most effective earlier in the system before effective interventions. Effective interventions reduce undetected contamination levels and prevalence, reducing a sampling plan's ability to detect contamination. This study addresses the industry and academic need to understand the effect of test-and-reject sampling within a farm-to-customer food safety system. The model developed looks at product sampling beyond the preharvest stage by assessing sampling at multiple stages. This study shows that individual interventions and combined interventions substantially reduce the total adulterant cells reaching the system endpoint. When effective interventions occur during processing, sampling at earlier stages (preharvest, harvest, receiving) has more power to detect incoming contamination than postprocessing sampling, as prevalence and contamination levels are lower. This study reiterates that effective food safety interventions are crucial for food safety. When product sampling is used to test and reject a lot as a preventive control, it may detect critically high incoming contamination. However, if contamination levels and prevalence are low, typical sampling plans will fail to detect contamination.

摘要

商业叶菜供应链通常需要在初级生产或成品包装时对特定微生物污染物进行测试和拒收(抽样)计划,以确保进入市场。为了更好地了解这种抽样的影响,本研究模拟了抽样(从收获前到消费者)和加工干预(如使用抗菌化学物质进行农产品清洗)对到达系统终点(客户)的微生物污染物负荷的影响。本研究模拟了七个绿叶蔬菜系统,一个最佳系统(所有干预),一个次优系统(无干预)和五个去除单个干预的系统,以代表单个工艺故障,共产生 147 个场景。所有干预的场景导致到达系统终点(终点 TAC)的总污染物细胞减少了 3.4 对数(95%置信区间[CI],3.3 至 3.6)。最有效的单一干预措施是清洗、预清洗和收获前贮藏,分别减少终点 TAC1.3(95%CI,1.2 至 1.5)、1.3(95%CI,1.2 至 1.4)和 0.80(95%CI,0.73 至 0.90)对数。因子灵敏度分析表明,在有效加工干预(收获前、收获和接收)之前进行的抽样计划最能有效降低终点 TAC,与无抽样系统相比,可分别减少 0.05 至 0.66 个对数的额外减少。相比之下,加工后(成品)的抽样并不能对终点 TAC 提供有意义的额外减少(0 至 0.04 对数减少)。该模型表明,用于检测污染的抽样在系统中更早期、在有效干预之前最有效。有效干预措施降低了未检测到的污染水平和流行率,降低了抽样计划检测污染的能力。本研究旨在满足行业和学术界了解农场到客户食品安全系统中测试和拒收抽样效果的需求。所开发的模型通过在多个阶段评估抽样,超越了收获前阶段对产品抽样进行了评估。本研究表明,个别干预措施和综合干预措施可显著减少到达系统终点的总污染物细胞数量。当有效干预发生在加工过程中时,在收获前、收获和接收等早期阶段进行采样比加工后采样更有能力检测到传入的污染,因为此时污染水平和流行率较低。本研究再次强调,有效的食品安全干预措施对于食品安全至关重要。当产品抽样用作预防性控制措施来测试和拒收一批产品时,它可能会检测到传入的极高污染。然而,如果污染水平和流行率较低,典型的抽样计划将无法检测到污染。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/050c/10231246/cf65533cdd0c/aem.00347-23-f001.jpg

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