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.Interaction effect between vitamin D and gestational diabetes mellitus in the second trimester
Ziwen MA ; Xiaoying DING ; Liming CHU ; Yan ZHANG ; Aifeng ZHANG ; Yanjun ZHU ; Xun WANG ; Zhenyu XIE
Shanghai Journal of Preventive Medicine 2024;36(11):1094-1099
ObjectiveTo investigate the relationship between serum 25(OH)D and gestational diabetes mellitus in the second trimester (GDM), to analyze the interaction effect of key risk factors, so as to provide a basis for clinical personalized vitamin D supplementation. MethodsA total of 266 pregnant women who registered and took regular obstetric check-ups in Shanghai Pudong New Area Health Care Hospital for Women and Children from June to December 2022, were selected as the research subjects. According to the results of oral glucose tolerance test (OGTT), the subjects were divided into the GDM group (131) and control group (135). The level of serum 25(OH)D at the time of OGTT were detected and other clinical indicators were followed up. ResultsThe age, systolic blood pressure in early pregnancy, pre-pregnancy BMI, FPG, OGTT 1-hour and 2-hour glucose, GHb, HOMA-IR, TG, AST, Cr, D-D, FDP and SF at 35 weeks’ gestation of the pregnant women were higher in the GDM group than that of the pregnant women in the normal group, while gestational weight gain and serum 25(OH)D level were significantly lower than that of the pregnant women in the normal group. Serum 25(OH)D was negatively correlated with HOMA-IR and WBS’s, but positively correlated with TG and ALT. Serum 25(OH)D was non-linearly correlated with the risk of GDM in an inverted J-shape, and there was an interaction effect of advanced age, pre-pregnancy obesity and vitamin D deficiency on the risk of GDM. ConclusionVitamin D is non-linearly associated with the risk of GDM. The risk of GDM is significantly reduced when serum 25(OH)D level ≥30 ng∙mL-1.
3.Application of near-infrared autofluorescence probe in intraoperative parathyroid gland identification
Surong HUA ; Junyi GAO ; Zhen CAO ; Huaijin ZHENG ; Hongyu WANG ; Xiaojing NING ; Liyuan FU ; Yang ZHANG ; Yikun WANG ; Ziwen LIU ; Quan LIAO
Chinese Journal of Endocrine Surgery 2024;18(5):675-678
Objective:To explore the use of near-infrared autofluorescence probe (NIRAF-P) and its application in identifying parathyroid glands during surgery.Methods:A total of 68 patients undergoing thyroid surgery at Peking Union Medical College Hospital and Beijing Longfu Hospital between Dec. 2023 and Jun. 2024 were selected. During the operation, the near-infrared parathyroid gland detector was used to identify the parathyroid gland tissue to be tested, and histopathological examination was performed. The positive predictive value and accuracy of the near-infrared parathyroid gland detector were analyzed.Results:A total of 111 parathyroid glands were identified in 68 patients, and the positive predictive value and accuracy of the NIRAF-P were 95.5% and 94.6%, respectively.Conclusions:The NIRAF-P has high accuracy in identifying parathyroid glands. The standardized application of the NIRAF-P can help improve the efficiency of identifying parathyroid glands during surgery.
4.Research Advances in Traditional Chinese Medicine and Natural Products for Cancer Treatment by Targeting Ferroptosis
Quanhui JIAO ; Lingyun ZHONG ; Ziwen CHENG ; Xiaobin LYU ; Changhua ZHANG
Herald of Medicine 2024;43(3):408-413
Ferroptosis is a unique iron-dependent cell death pattern,a novel death phenotype distinct from apoptosis,va-rious forms of necrosis,and autophagy.Numerous active ingredients extracted from traditional Chinese medicine have been found to exert anti-cancer effects by inducing ferroptosis in various cancers.An increasing number of studies have found that the regulation of ferroptosis can influence the sensitivity of tumor cells to drugs and even reverse drug resistance.When combined with chemo-therapy drugs such as cisplatin,5-FU and gemcitabine,some natural products enhance cancer cells'sensitivity to chemothera-peutic drugs by inducing ferroptosis.This paper mainly summarizes traditional Chinese medicine and its natural products that can exert anti-cancer effects by inducing ferroptosis,providing new insights for cancer treatment and drug resistance reversal.Addition-ally,it contributes to exploring the potential advantages of traditional Chinese medicine,thereby expanding its scope of applica-tion.
5.Impact of excessive pregnancy weight gain on pregnancy outcomes and neonatal conditions in pre-pregnancy overweight and obese women
Xia CHEN ; Yunlan YUAN ; Yan ZHANG ; Ziwen MA ; Jianmin ZHANG
Shanghai Journal of Preventive Medicine 2024;36(3):255-261
ObjectiveTo explore the influence of excessive weight gain during pregnancy in pre-pregnancy overweight and obese women on pregnancy outcomes and neonatal conditions, and to provide scientific evidence for formulating weight management strategies before and during pregnancy and prevent adverse pregnancy outcomes. MethodsClinical data of 2 172 parturients collected from a community in Huangpu District from 2017 to 2021 were retrospectively analyzed, and they were divided into pre-pregnancy overweight and obesity group (n=530), normal pre-pregnancy weight group(n=937), and underweight pre-pregnancy group(n=705) according to maternal precursor body mass index (BMI). Based on their weight gain during pregnancy,the parturient were divided into moderate gestational weight gain (MGWG) group and excessive gestational weight gain (EGWG) group. Meanwhile, the pregnancy and neonatal outcomes such as postpartum hemorrhage, puerperal infection, placental abruption, premature rupture of membranes, mode of delivery, premature birth, stillbirth, fetal distress, admission to the intensive care unit (ICU), macrosomia, and Apgar score, were recorded. Then the differences in pregnancy and neonatal outcomes between groups were compared. The effects of pre-pregnancy BMI and gestational weight gain on pregnancy outcomes and neonatal conditions was retrospectively analyzed. ResultsThe pre-pregnancy overweight and obese group had higher proportions of placental abruption, premature rupture of membranes, cesarean section, premature birth, fetal distress, and macrosomia compared to the normal pre-pregnancy weight group and the underweight pre-pregnancy group, with Apgar scores lower than the normal pre-pregnancy weight group and the underweight pre-pregnancy group (all P<0.05). The EGWG group had higher proportions of postpartum hemorrhage, placental abruption, premature rupture of membranes, cesarean section, premature birth, fetal distress, admission to the ICU, and macrosomia than the MGWG group (all P<0.05). In the pre-pregnancy overweight and obese group, the EGWG group had higher proportions of placental abruption, premature rupture of membranes, premature birth, fetal distress, admission to the ICU, and macrosomia than the MGWG group, with lower Apgar scores than the MGWG group (all P<0.05). In the normal pre-pregnancy weight group, the EGWG group had higher proportions of placental abruption, premature rupture of membranes, premature birth, fetal distress, admission to the ICU, and macrosomia than the MGWG group (all P<0.05). In the pre-pregnancy overweight and obese group, the EGWG group had higher proportions of premature rupture of membranes, cesarean section, premature birth, fetal distress, and macrosomia than the EGWG group in the normal pre-pregnancy weight group(all P<0.05). Logistic regression analysis showed that EGWG in pre-pregnancy overweight and obese women was a risk factor for placental abruption (OR=2.971, 95%CI: 1.098‒8.042), premature rupture of membranes (OR=4.662, 95%CI: 2.798‒7.770), cesarean delivery (OR=1.375,95%CI: 1.260‒2.541), premature birth (OR=4.249, 95%CI: 2.384‒7.573), fetal distress (OR=3.238, 95%CI: 1.589‒6.598), admission to the ICU (OR=3.010, 95%CI: 1.265‒7.164), and macrosomia (OR=5.437, 95%CI: 3.392‒8.716) (all P<0.05). ConclusionExcessive gestational weight gain in pre-pregnancy overweight and obese women is a risk factors for placental abruption, premature rupture of membranes, cesarean section, premature birth, fetal distress, admission to the ICU, and macrosomia.
6.Analysis of the clinical effects of a three dimensional-printed intracranial pressure balancing device in preventing complications after suboccipital craniectomy
Peng GUO ; Tao LI ; Yutao PENG ; Wenqian WU ; Haoyu ZHANG ; Ziwen YANG ; Yinglun SONG ; Jinping LI
Chinese Journal of Surgery 2024;62(12):1120-1127
Objective:To explore the clinical effects of a 3D-printed intracranial pressure balancing device in preventing complications after suboccipital craniectomy (DC).Methods:This study is a retrospective cohort analysis. The clinical data of 35 patients who underwent DC at Department of Neurosurgery, Beijing Chaoyang Hospital, Capital Medical University, from September 2020 to September 2023 were reviewed. The cohort included 24 males and 11 females, with an age of (48.7±14.9) years (range:17 to 74 years). Nineteen patients (experimental group) received the intracranial pressure balancing device fixed to the bone defect site post-DC. This device was made using medical-grade dicyanamide resin and was three dimensional printed based on postoperative CT scans of the patients. The remaining 16 patients (control group) did not receive the intracranial pressure balancing device, while other treatments and procedures were consistent with the experimental group. Data were compared using the χ2 test or Fisher′s exact probability method. Results:Out of the 35 patients, 30 cases (85.7%) experienced complications following DC. Specific complications included cerebral infarction in 3 cases (8.6%), intracerebral hemorrhage in 1 case (2.9%), subdural effusion in 27 cases (77.1%) with a median onset of (8.8±6.5) days (range: 1 to 23 days), brain tissue protrusion in 15 cases (42.9%) with a median onset of ( M(IQR)) 7.0 (21.0) days (range:2 to 106 days), and hydrocephalus in 6 cases (17.14%) with a median onset of 34.5 (111.0) days (range: 22 to 136 days). There were no significant differences in the occurrence of complications(all P>0.05). However, there was a significant reduction in the incidence of subdural effusion in the experimental group prior to cranioplasty ( P=0.013). No significant differences were noted in mRS scores between the two groups after cranioplasty ( P>0.05). Conclusions:The intracranial pressure balancing device has the effect of prevention and treatment of subdural effusion. However, it did not significantly improve patient prognosis post-DC, warranting further investigation.
7.Establishment of the epidemiological cut-off value for antifungal drugs against Cryptococcus neoformans in East China from 2017 to 2022
Lili WANG ; Ziyi ZHOU ; Ziwen WANG ; Wenjie TIAN ; Yan ZHANG ; Lingbing ZENG ; Wenjuan WU
Chinese Journal of Laboratory Medicine 2024;47(6):639-643
Objective:To establish an epidemiological cut-off value (ECV) for antifungal drugs against Cryptococcus neoformans in East China through a multicenter in vitro drug susceptibility test. Methods:A retrospective collection of 479 clinical isolates of Cryptococcus neoformans was conducted by the East China Invasive Fungal Infection Group (ECIFIG) from January 1, 2017 to December 31, 2022. Mass spectrometry and gene sequencing were used for identification. A unified drug susceptibility testing system was established in the fungal laboratories across three sub centers in Shanghai, Jiangxi, and Jiangsu provinces. Drug susceptibility testings of Cryptococcus neoformans were independently completed in each center after passing consistency evaluation. Epidemiological breakpoints were established against fluconazole, voriconazole, amphotericin B, 5-fluorocytosine, isaconazole, posaconazole and itraconazole following the principles and procedures of the Clinical and Laboratory Standards Institute (CLSI) M57. Results:External consistency evaluation revealed that the minimum inhibitory concentration values ??for all drugs in each center did not differ by more than one dilution gradient. A new ECV type of Cryptococcus neoformans in East China was established, including fluconazole 16 mg/L, voriconazole 0.12 mg/L, amphotericin B 1 mg/L, 5-fluorocytosine 8 mg/L, isavuconazole 0.12 mg/L, posaconazole 0.5 mg/L, and itraconazole 0.5 mg/L. Conclusion:This study preliminarily revealed the drug susceptibility characteristics of clinical Cryptococcus neoformans in East China and established the ECVs for antifungal drugs against Cryptococcus neoformans in the region.
8.Exploration and practice of one-stop patient service hotline in a certain hospital
Yisi ZHOU ; Wenpeng WEI ; Lingyan ZENG ; Lei YANG ; Jingshu ZHANG ; Ziwen WANG ; Jiaxin LIU ; Qi YAO
Chinese Journal of Hospital Administration 2024;40(9):727-730
With the progress of society and the continuous improvement of people′s living standards in China, the public′s demand for medical services is becoming increasingly diversified. How to move hospital services forward and improve medical services centered on patients has become a key consideration for hospitals to enhance patients′ sense of medical satisfaction. A certain hospital has established a one-stop patient service hotline, integrating functions such as number inquiry, medical consultation, appointment registration, appointment examination, praise and suggestions, complaint follow-up, etc., injecting a complaint handling management mode, and responding to and solving patient feedback problems in a timely manner. Since the launch of the patient service hotline, it has effectively solved the problems that patients encountered during their visits, effectively reduced the hospital′s complaint rate, and initially formed a service closed-loop management. From March to October 2023, the demand ratio of the 12345 hotline in the hospital has continuously decreased, and was significantly lower than the average level of 22 municipal hospitals in Beijing. In the future, we should further improve the communication skills between doctors and patients, focus on managing appeals and services, and continue to strengthen proactive governance.
9.Correlation and mechanism between chronic kidney disease and periodontitis based on cross-sectional data
Lin SONG ; Ziwen CAO ; Huijing ZHANG ; Mengdie LIU ; Sirui LIU ; Weishu DAI ; Yan LYU ; Luling LI
Chinese Journal of Stomatology 2024;59(6):586-594
Objective:To explore the correlation between periodontitis (PD) and chronic kidney disease (CKD) in adults, as well as the potential mechanisms involved.Methods:Data on PD and CKD from the National Health and Nutrition Examination Survey (NHANES) database between 1999 and 2014 were downloaded. Weighted univariate and multivariate logistic regression analyses were conducted to investigate the risk factors associated with PD and CKD, considering demographic and clinical indicators. Using publicly available genome-wide association study (GWAS) summary datasets for CKD and PD as outcome variables, as well as 731 immune cell phenotypes and 91 inflammatory proteins as exposure factors from the OPEN GWAS database, a two-sample Mendelian randomization (TSMR) analysis was performed using the inverse-variance weighted (IVW) method.Results:Seven demographic indicators including gender, age, race, education level, marital status, income, and health are related to the incidence of CKD and PD. Among them, the elderly (≥60 years old), poverty (poverty-income ratio <1.3), divorce or widowhood, and male ratio in the comorbidity group of CKD and PD [67.12% (833/1 241), 36.83% (457/1 241), 34.41% (427/1 241), and 57.78% (717/1 241) respectively] were significantly higher than those in the control group [23.71% (4 179/17 623), 29.17% (5 141/17 623), 18.16% (3 200/17 623), and 48.73% (8 587/17 623) respectively] (all P<0.001). Those with high educational level (university and above) and self-rated excellent health accounted for a relatively small proportion in the comorbidity group [14.10% (175/1 241) and 8.22% (102/1 241) respectively]. The prevalence of PD increased among individuals with abnormal renal function indices, including glomerular filtration rate, urine protein/creatinine ratio, serum creatinine, serum uric acid, and blood urea nitrogen. Univariate logistic regression analysis showed a positive correlation between the incidence of PD and CKD ( OR=2.14, 95 %CI: 1.90-2.42, P<0.001). Multivariate logistic regression analysis also indicated that PD and CKD were potential risk factors for each other (PD for CKD: OR=1.22, 95 %CI: 1.07-1.40, P=0.004; CKD for PD: OR=1.19, 95 %CI: 1.04-1.37, P=0.012). Furthermore, after adjusting the model based on demographic indicators, there was still a significant correlation between PD and CKD ( P=0.010). Mechanistically, the results of the TSMR analysis support the existence of a common risk factor mediated by immune cells between CKD and PD, namely the expression of CD64 on multiple innate immune cells mediates the occurrence of CKD and PD. The absolute count of CD64 + monocytes is associated with an increased risk for both CKD ( HR=1.11) and PD ( HR=1.07), while same tendency showed in the absolute count of CD64 + neutrophils for CKD ( HR=1.22) and PD ( HR=1.23). Conclusions:There is a positive correlation between CKD and PD, particularly moderate to severe PD, and the shared pathogenesis involves CD64 + monocytes in the circulatory system. Targeted interventions focusing on CD64 molecules or monocyte subsets may be beneficial.
10.Analysis of the clinical effects of a three dimensional-printed intracranial pressure balancing device in preventing complications after suboccipital craniectomy
Peng GUO ; Tao LI ; Yutao PENG ; Wenqian WU ; Haoyu ZHANG ; Ziwen YANG ; Yinglun SONG ; Jinping LI
Chinese Journal of Surgery 2024;62(12):1120-1127
Objective:To explore the clinical effects of a 3D-printed intracranial pressure balancing device in preventing complications after suboccipital craniectomy (DC).Methods:This study is a retrospective cohort analysis. The clinical data of 35 patients who underwent DC at Department of Neurosurgery, Beijing Chaoyang Hospital, Capital Medical University, from September 2020 to September 2023 were reviewed. The cohort included 24 males and 11 females, with an age of (48.7±14.9) years (range:17 to 74 years). Nineteen patients (experimental group) received the intracranial pressure balancing device fixed to the bone defect site post-DC. This device was made using medical-grade dicyanamide resin and was three dimensional printed based on postoperative CT scans of the patients. The remaining 16 patients (control group) did not receive the intracranial pressure balancing device, while other treatments and procedures were consistent with the experimental group. Data were compared using the χ2 test or Fisher′s exact probability method. Results:Out of the 35 patients, 30 cases (85.7%) experienced complications following DC. Specific complications included cerebral infarction in 3 cases (8.6%), intracerebral hemorrhage in 1 case (2.9%), subdural effusion in 27 cases (77.1%) with a median onset of (8.8±6.5) days (range: 1 to 23 days), brain tissue protrusion in 15 cases (42.9%) with a median onset of ( M(IQR)) 7.0 (21.0) days (range:2 to 106 days), and hydrocephalus in 6 cases (17.14%) with a median onset of 34.5 (111.0) days (range: 22 to 136 days). There were no significant differences in the occurrence of complications(all P>0.05). However, there was a significant reduction in the incidence of subdural effusion in the experimental group prior to cranioplasty ( P=0.013). No significant differences were noted in mRS scores between the two groups after cranioplasty ( P>0.05). Conclusions:The intracranial pressure balancing device has the effect of prevention and treatment of subdural effusion. However, it did not significantly improve patient prognosis post-DC, warranting further investigation.

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