1.Recent advances in application of machine learning for food safety risk early warning systems
Lujing ZHANG ; Ziwen ZHOU ; Ye YAO ; Shaojie PENG
Journal of Environmental and Occupational Medicine 2025;42(10):1252-1259
Food safety risk early warning is a crucial technical approach to ensure that regulation stays ahead of potential risks. In recent years, machine learning, as an emerging technology, has demonstrated its immense potential in food safety risk early warning due to its powerful data processing and analysis capabilities. This paper introduced the concept of food safety risk early warning and the current food safety risk early warning systems both domestically and internationally. It reviewed the main principles, basic characteristics, and application progress of various machine learning methods, including logistic regression, least absolute shrinkage and selection operator, support vector machine, random forest, Bayesian network, extreme gradient boosting, light gradient boosting machine, and artificial neural networks. The paper also presented the advantages and disadvantages of machine learning in current food safety risk early warning application scenarios, as well as future development directions. In particular, advanced technologies such as multimodal data fusion and deep learning are expected to play an increasingly important role in future food safety risk early warning.
2.The value of EBNA2 in distinguishing infectious mononucleosis from EBV-associ-ated diffuse large B-cell lymphoma
Jianlan XIE ; Lujing YANG ; Bing YUE ; Yuanyuan ZHENG ; Yanlin ZHANG ; Xiaoge ZHOU
Chinese Journal of Clinical and Experimental Pathology 2025;41(8):991-996,1003
Purpose To compare the expression and pattern of EBNA2 in infectious mononucleosis(IM),EBV-positive diffuse large B-cell lymphoma(EBV+DLBCL),and EBV+DLBCL arising in immune deficiency/dysregulation(IDD-related EBV+DLBCL),and to investigate the potential diagnostic value of EBNA2 in IM and EBV-associated diffuse large B-cell lymphoma.Methods A retrospective study was conducted on 46 cases of IM,31 cases of EBV+DLBCL,and 16 cases of IDD(post-transplantation)-related EBV+DLBCL.Clinical information,immunohistochemis-try and EBER were reviewed to further confirm the diagnoses.All samples were stained for EBNA2.The expression ra-tio and intensity of EBER and EBNA2 in the same area were assessed.Results EBER was positive in all IM,EBV+DLBCL,and IDD(post-transplantation)-related EBV+DLBCL,while the positivity rate of EBNA2 was 95.65%,6.45%,and 100%,respectively.The positive intensity of EBNA2 was weak(71.73%),strong(87.5%)and nega-tive(93.54%)in IM,IDD(post-transplantation)-related EBV+DLBCL and EBV+DLBCL respectively.The average values of EBNA2/EBER were 31%,3%,and 78%among the three groups.The positivity rate and average value of EBNA2/EBER in IM were significantly higher than those in EBV+DLBCL(P<0.001);however,the average value of EBNA2/EBER was significantly lower than that in IDD(post-transplantation)-related EBV+DLBCL(P<0.001).The weak positive expression of EBNA2 in IM was significantly higher than that in EBV+DLBCL(P<0.001),where-as strong positive expression of EBNA2 in IDD(post-transplantation)-related EBV+DLBCL was higher than that in IM(P<0.001).Conclusion EBNA2 is often positive in IM and predominantly weakly positive,which is distinct from the pattern in EBV+DLBCL and IDD(post-transplantation)-related EBV+DLBCL.EBNA2 can serve as an effective marker for distinguishing them.
3.Hypoxic transcriptional phenotype and cellular ultrastructural changes of tumor-associated macrophages in gliomas
Haizhen FAN ; Lixia WANG ; Yue CHENG ; Lujing WANG ; Qianying RUAN ; Jiale JI ; Mengru WANG ; Zhen QIN ; Yi ZHANG ; Zhicheng HE ; Yifang PING ; Yu SHI
Journal of Army Medical University 2025;47(9):904-911
Objective To investigate the effects of hypoxia on the transcriptional phenotype and ultrastructure of tumor-associated macrophages(TAMs)in glioma.Methods CD14+monocytes were isolated from healthy human peripheral blood samples collected from the Blood Bank of the First Affiliated Hospital of Army Medical University,and the cells were induced to differentiate into TAMs through co-culture with glioma cell-conditioned medium.Hypoxic TAM models were established using varying concentrations of cobalt chloride hexahydrate(CoCl2,50~400 μmol/L)or hypoxic conditions(1%,5%,10%O2)for 48 h,while normoxic TAM models(21%O2)served as controls.RT-qPCR and transcriptome sequencing were employed to analyze transcriptional changes in TAMs under normoxic and hypoxic conditions.Gene set enrichment analysis(GSEA)was applied to compare the differences in angiogenesis,glycolysis and other hypoxia-responsive pathways between the 2 conditions.Transmission electron microscopy(TEM)or immunofluorescence staining was conducted to assess the ultrastructural alterations in cytoskeleton,endoplasmic reticulum(ER),and mitochondria in normoxic and hypoxic TAMs(1%O2).Results Hypoxic TAMs exhibited up-regulated transcription of hypoxia-responsive markers(oxygen transport,glycolysis,pro-angiogenesis),with the effects correlating with hypoxia severity(P<0.05).GSEA revealed significant up-regulation of hypoxia,angiogenesis regulation,glycolysis and gluconeogenesis,and starvation stress pathways,alongside down-regulation of innate immunity,macrophage activation,cytoskeleton,and protein maturation pathways in hypoxic TAMs(P<0.05).TEM and immunofluorescence staining demonstrated obvious ultrastructure changes,including disrupted cytoskeletal organization,shortened rough ER with reduced ribosomes,mitochondrial swelling with cristae damage,and diminished ER-mitochondria contacts in hypoxic TAMs.Conclusion CoCl2 and hypoxia induce a hypoxic transcriptional phenotype in TAMs,which may potentially associated with ultrastructural remodeling of the cytoskeleton,ER,and mitochondria.
4.The value of EBNA2 in distinguishing infectious mononucleosis from EBV-associ-ated diffuse large B-cell lymphoma
Jianlan XIE ; Lujing YANG ; Bing YUE ; Yuanyuan ZHENG ; Yanlin ZHANG ; Xiaoge ZHOU
Chinese Journal of Clinical and Experimental Pathology 2025;41(8):991-996,1003
Purpose To compare the expression and pattern of EBNA2 in infectious mononucleosis(IM),EBV-positive diffuse large B-cell lymphoma(EBV+DLBCL),and EBV+DLBCL arising in immune deficiency/dysregulation(IDD-related EBV+DLBCL),and to investigate the potential diagnostic value of EBNA2 in IM and EBV-associated diffuse large B-cell lymphoma.Methods A retrospective study was conducted on 46 cases of IM,31 cases of EBV+DLBCL,and 16 cases of IDD(post-transplantation)-related EBV+DLBCL.Clinical information,immunohistochemis-try and EBER were reviewed to further confirm the diagnoses.All samples were stained for EBNA2.The expression ra-tio and intensity of EBER and EBNA2 in the same area were assessed.Results EBER was positive in all IM,EBV+DLBCL,and IDD(post-transplantation)-related EBV+DLBCL,while the positivity rate of EBNA2 was 95.65%,6.45%,and 100%,respectively.The positive intensity of EBNA2 was weak(71.73%),strong(87.5%)and nega-tive(93.54%)in IM,IDD(post-transplantation)-related EBV+DLBCL and EBV+DLBCL respectively.The average values of EBNA2/EBER were 31%,3%,and 78%among the three groups.The positivity rate and average value of EBNA2/EBER in IM were significantly higher than those in EBV+DLBCL(P<0.001);however,the average value of EBNA2/EBER was significantly lower than that in IDD(post-transplantation)-related EBV+DLBCL(P<0.001).The weak positive expression of EBNA2 in IM was significantly higher than that in EBV+DLBCL(P<0.001),where-as strong positive expression of EBNA2 in IDD(post-transplantation)-related EBV+DLBCL was higher than that in IM(P<0.001).Conclusion EBNA2 is often positive in IM and predominantly weakly positive,which is distinct from the pattern in EBV+DLBCL and IDD(post-transplantation)-related EBV+DLBCL.EBNA2 can serve as an effective marker for distinguishing them.
5.A Case Report of Multidisciplinary Diagnosis and Treatment of a Patient with Tuberous Sclerosis Complex and Multi-Organ Involvement
Hua ZHENG ; Yunfei ZHI ; Lujing YING ; Lan ZHU ; Mingliang JI ; Ze LIANG ; Jiangshan WANG ; Haifeng SHI ; Weihong ZHANG ; Mengsu XIAO ; Yushi ZHANG ; Kaifeng XU ; Zhaohui LU ; Yaping LIU ; Ruiyi XU ; Huijuan ZHU ; Li WEN ; Yan ZHANG ; Gang CHEN ; Limeng CHEN
JOURNAL OF RARE DISEASES 2024;3(1):79-86
Tuberous sclerosis complex(TSC)is a rare genetic disease that can lead to benign dysplasia in multiple organs such as the skin, brain, eyes, oral cavity, heart, lungs, kidneys, liver, and bones. Its main symptoms include epilepsy, intellectual disabilities, skin depigmentation, and facial angiofibromas, whilst incidence is approximately 1 in 10 000 to 1 in 6000 newborns. This case presents a middle-aged woman who initially manifested with epilepsy and nodular depigmentation. Later, she developed a lower abdominal mass, elevated creatinine, and severe anemia. Based on clinical features and whole exome sequencing, the primary diagnosis was confirmed as TSC. Laboratory and imaging examinations revealed that the lower abdominal mass originated from the uterus. CT-guided biopsy pathology and surgical pathology suggested a combination of leiomyoma and abscess. With the involvement of multiple organs and various complications beyond the main diagnosis, the diagnostic and therapeutic process for this patient highlights the importance of rigorous clinical thinking and multidisciplinary collaboration in the diagnosis and treatment of rare and challenging diseases.
6.Effect of temperature on the inhibitory effect induced by hydrogen peroxide on cell proliferation and osteogenic differentiation in preosteoblast MC3T3-E1 cells
Lujing GENG ; Zhixin SUN ; Yuchen LI ; Yu ZHANG ; Peipei SHI
Journal of Xinxiang Medical College 2024;41(2):109-114
Objective To investigate the effect of temperature on cell proliferation and osteogenic differentiation inhibition of preosteoblast induced by hydrogen peroxide(H2 O2).Methods The MC3T3-E1 cells in the logarithmic phase were randomly divided into 0,450,500,550,600,650 μmol·L-1 H2O2 intervention groups and incubated with 0,450,500,550,600,650 μmol·L-1 H2O2 for 2 h,respectively.Other MC3T3-E1 cells in the logarithmic phase were selected and randomly divided into the control group,model group,low-temperature group,and high-temperature group.Cells in the control group were cul-tured in an incubator with 5%CO2 for 24 h at 37 ℃;cells in the model group were incubated with H2O2 for 2 h and cultured in an incubator with 5%CO2 for 24 h at 37 ℃;cells in the low-temperature group were incubated with H2O2 for 2 h and cultured in an incubator with 5%CO2 for 24 h at 32 ℃;cells in the high-temperature group were incubated with H2O2 for 2 h and cultured in an incubator with 5%CO2 for 24 h at 40 ℃.The cell proliferation in all groups was detected by cell counting kit-8.The expression levels of Runt-related transcription factor 2(RUNX2),osteopontin(OPN)and osteocalcin(OC)mRNA were detected by real-time fluorescence quantitave polymerase chain reaction;and the expression levels of RUNX2,OPN and OC protein were detected by Western blot.Results There was no statistically significant difference in cell proliferation among the 0,450 and 500 μmol·L-1 H2O2 intervention groups(P>0.05);the cell proliferation rate in the 550,600 and 650 μmol·L-1 H2O2 intervention groups was significantly lower than that in the 0,450 and 500 μmol·L-1 H2O2 intervention groups,showing a significant decrease in cell proliferation with the increase of H2O2 concentrations(P<0.05).In order to ensure that there were enough cells to perform the following experiments,550 μmol·L-1 H2 O2 was chosen.The cell proliferation rate in the model group and the low-temperature group was significantly lower than that in the control group and high-temperature group(P<0.05);there was no significant difference in the cell proliferation rate between the control group and high-temperature group(P>0.05).The relative expression of RUNX2 mRNA in the model group and high-temperature group were significantly higher than that in the control group and low-temperature group(P<0.05);the relative expression of RUNX2 mRNA in the low-temperature group was significantly lower than that in the control group(P<0.05);there was no significant difference in the relative expression of RUNX2 mRNA between the model group and high-temperature group(P>0.05).The relative expression of OPN mRNA in the model group,low-temperature group and high-temperature group was significantly higher than that in the control group(P<0.05);the relative expression of OPN mRNA in the low-temperature group and high-temperature group was significantly higher than that in the model group(P<0.05);the relative expression of OPN mRNA in the low-tem-perature group was significantly higher than that in the high-temperature group(P<0.05).The relative expression of OC mRNA in the model group,low-temperature group and high-temperature group was significantly than that in the control group(P<0.05);the relative expression of OC mRNA in the low-temperature group and high-temperature group was significantly higher than that in the model group(P<0.05);there was no significant difference in the relative expression of OC mRNA between the low-temperature group and high-temperature group(P>0.05).The relative expressions of RUNX2,OPN and OC protein the model group,low-temperature group and high-temperature group were significantly lower than those in the control group(P<0.05);the relative expressions of RUNX2 and OPN protein in the low-temperature group were significantly lower than those in the model group and high-temperature group(P<0.05);the relative expression of OC protein was significantly lower than that in the high-temperature group(P<0.05);and there was no siqnificantly difference in the relatiwe experesson of OC protein between the low-temperature group and model group(P>0.05);the relative expressions of RUNX2,OPN and OC protein in the high-temperature group were significantly higher than those in the model group(P<0.05).Conclusion The inhibitory effects of H2O2 on cell proliferation and osteogenic differentiation are observed in MC3T3-E1 cells;low-tempera-ture incubation can enhance the inhibition of H2O2 on cell proliferation and osteogenic differentiation in MC3T3-E1 cells,while high-temperature incubation can relieve its inhibitory effect on cell proliferation and osteogenic differentiation.RUNX2,OPN and OC protein might play an important role in cell proliferation and osteogenic differentiation mediated by temperature.
7.Dietary exposure assessment of deoxynivalenol in wheat flour and its products sold in Shanghai
Shenghao YU ; Yiqi LI ; Lujing ZHANG ; Shaojie PENG
Shanghai Journal of Preventive Medicine 2023;35(8):729-734
ObjectiveTo investigate the pollution level of deoxynivalenol (DON) in wheat flour and its products sold in Shanghai, and to assess the health risks of DON exposure for residents in Shanghai who ingested DON from wheat flour and its products. MethodsRisk monitoring data of DON in wheat flour and its products sold in Shanghai from 2017 to 2021 were combined with the consumption data of wheat flour and its products by Shanghai residents. A probabilistic assessment method was used to assess dietary exposure of DON in wheat flour and its products. ResultsThe overall detection rate of DON in wheat flour and its products was 77.3% (1 041/1 347), with a mean concentration of 226.3 μg·kg-1, P50 of 130.0 μg·kg-1 and a maximum value of 3 080.0 μg·kg-1. The mean daily exposure and 95th percentile daily exposure (by body weight) of DON from wheat flour and its products in Shanghai residents were 0.279 μg·kg-1 and 1.146 μg·kg, accounting for 27.9% and 114.6% of the daily tolerable intake of DON TDI, 1 μg·kg, respectively. The probability assessment results indicated that 6.1% of the whole population in Shanghai had DON exposure exceeding the TDI value. Among them, 12.8% of the population aged 6 years old and below, 16.4% of the population aged between 7 and 17 years old, 3.9% of the population aged between 18 and 59 years old and 3.2% of the population aged 60 years old and above exceeded the TDI value for daily DON exposure through wheat flour and its products. ConclusionCertain populations in Shanghai may face certain health risks from daily DON intake wheat flour and its products. Special attention should be paid to the health risk of daily DON exposure through wheat flour and its products for individuals age below 18 years old .
8.Assessment of dietary exposure to nonylphenol in infant formula retailed in Shanghai
Yiqi LI ; Shenghao YU ; Lujing ZHANG ; Shaojie PENG
Shanghai Journal of Preventive Medicine 2023;35(8):740-744
ObjectiveTo assess the health risk of dietary exposure to nonylphenol in infants aged 0-36 months through infant formula in Shanghai. MethodsA monitoring of nonylphenol pollution in infant formula was conducted in 2022. A total of 90 samples were obtained from maternal and infant stores, supermarkets, and online stores in Shanghai. Based on the daily consumption data of infant formula, a point assessment method was used to assess the dietary exposure to nonylphenol in infant formula. ResultsThe prevalence of nonylphenol in infant formula retailed in Shanghai was 95.6% (86/90). The amount of nonylphenol varied from non-detected to 22.70 μg·kg-1, with the mean value of 8.47 μg·kg-1 and the P50 value of 7.77 μg·kg-1. The mean daily nonylphenol exposure (estimated by body weight) from infant formula in infants aged 0-6 months, 7-12 months and 13-36 months in Shanghai was 0.091, 0.068 and 0.054 μg·kg-1, respectively; furthermore, the P95 value of daily exposure (by body weight) was 0.228, 0.152 and 0.119 μg·kg-1, respectively. These amounts were much lower than the tolerable daily intake (TDI) of nonylphenol (by body weight 5 μg·kg-1). ConclusionThe health risk of daliy nonylphenol intake from infant formula remains low among infants aged 0-36 months in Shanghai.
9.Activating transcription factor 4 protects mice against sepsis-induced intestinal injury by regulating gut-resident macrophages differentiation
Zhenliang WEN ; Xi XIONG ; Dechang CHEN ; Lujing SHAO ; Xiaomeng TANG ; Xuan SHEN ; Sheng ZHANG ; Sisi HUANG ; Lidi ZHANG ; Yizhu CHEN ; Yucai ZHANG ; Chunxia WANG ; Jiao LIU
Chinese Medical Journal 2022;135(21):2585-2595
Background::Gut-resident macrophages (gMacs) supplemented by monocytes-to-gMacs differentiation play a critical role in maintaining intestinal homeostasis. Activating transcription factor 4 (ATF4) is involved in immune cell differentiation. We therefore set out to investigate the role of ATF4-regulated monocytes-to-gMacs differentiation in sepsis-induced intestinal injury.Methods::Sepsis was induced in C57BL/6 wild type (WT) mice and Atf4-knockdown ( Atf4+/-) mice by cecal ligation and puncture or administration of lipopolysaccharide (LPS). Colon, peripheral blood mononuclear cells, sera, lung, liver, and mesenteric lymph nodes were collected for flow cytometry, hematoxylin and eosin staining, immunohistochemistry, quantitative reverse transcription polymerase chain reaction, and enzyme-linked immunosorbent assay, respectively. Results::CD64, CD11b, Ly6C, major histocompatibility complex-II (MHC-II), CX3CR1, Ly6G, and SSC were identified as optimal primary markers for detecting the process of monocytes-to-gMacs differentiation in the colon of WT mice. Monocytes-to-gMacs differentiation was impaired in the colon during sepsis and was associated with decreased expression of ATF4 in P1 (Ly6C hi monocytes), the precursor cells of gMacs. Atf4 knockdown exacerbated the impairment of monocytes-to-gMacs differentiation in response to LPS, resulting in a significant reduction of gMacs in the colon. Furthermore, compared with WT mice, Atf4+/- mice exhibited higher pathology scores, increased expression of inflammatory factor genes ( TNF-α, IL-1β), suppressed expression of CD31 and vascular endothelial-cadherin in the colon, and increased translocation of intestinal bacteria to lymph nodes and lungs following exposure to LPS. However, the aggravation of sepsis-induced intestinal injury resulting from Atf4 knockdown was not caused by the enhanced inflammatory effect of Ly6C hi monocytes and gMacs. Conclusion::ATF4, as a novel regulator of monocytes-to-gMacs differentiation, plays a critical role in protecting mice against sepsis-induced intestinal injury, suggesting that ATF4 might be a potential therapeutic target for sepsis treatment.
10.Efficacy of a skin care ointment containing oligomeric maltose X in the adjuvant treatment of pruritus in patients with mild to moderate eczema: a multicenter, randomized, double-blind controlled clinical study
Yan LI ; Lujing XIANG ; Ming LI ; Mingjun LEI ; Zan TIAN ; Jianguo YUAN ; Hong ZHOU ; Ying LIU ; Jie WANG ; Jinguang CHEN ; Ting WANG ; Shuangshuang GAO ; Yu ZHANG ; Linfeng LI
Chinese Journal of Dermatology 2022;55(11):1021-1025
Objective:To evaluate the clinical efficacy and safety of a skin care ointment containing oligomeric maltose X in the adjuvant treatment of eczema-related pruritus.Methods:A multicenter, randomized, double-blind, vehicle-controlled clinical study was conducted. From March to September 2021, outpatients with mild to moderate eczema were collected from departments of dermatology of 4 hospitals, including Beijing Friendship Hospital, Hebei Traditional Chinese Medical Hospital, the Third People′s Hospital of Hubei Province, and Taizhou Central Hospital in Zhejiang Province. The patients were randomly divided into two groups by using a random number table: observation group topically treated with a skin care ointment containing oligomeric maltose X, and vehicle control group topically treated with an ointment vehicle. The ointments were applied during the attacks of itching for 14 consecutive days. Visits were scheduled before, 7, and 14 days after the start of the adjuvant treatment. The efficacy was evaluated according to the eczema area and severity index (EASI) and visual analog scale (VAS) , and adverse events were recorded. The efficacy and safety analyses were conducted by using chi-square test and t test. Results:Totally, 232 patients with eczema were enrolled, including 90 males and 142 females, with the age being 40.13 ± 13.36 years; 156 patients were in the observation group, and 76 in the vehicle control group. Before the adjuvant treatment, there were no significant differences in EASI (2.07 ± 2.24 points vs. 2.29 ± 2.28 points) or VAS (6.22 ± 1.78 points vs. 6.20 ± 1.79 points) scores between the observation group and vehicle control group ( t = -0.70, 0.06, P = 0.486, 0.955, respectively) . After one-day treatment, the VAS scores significantly decreased compared with the baseline scores in the two groups ( P < 0.001, P = 0.003, respectively) . After 14-day treatment, the VAS score was significantly lower in the observation group (2.67 points) than in the vehicle control group (3.35 points; t = -2.28, P = 0.024) . After 7- and 14-day treatment, the EASI scores significantly decreased compared with the baseline scores in both the two groups (all P < 0.001) , but there were no significant differences between the two groups ( P = 0.853, 0.731) . No adjuvant treatment-related adverse events were recorded in either of the two groups. Conclusion:The skin care ointment containing oligomeric maltose X is safe and effective in the adjuvant treatment of eczema-related pruritus, and can be applied to clinical practice.

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