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.Myelodysplastic syndrome/myeloproliferative neoplasms with ring sideroblasts and thrombocytosis: 4 cases
Juanjuan XIAO ; Shaojie YE ; Huimei GUO ; Songying ZHAO ; Jing WANG ; Hua XUE
Journal of Leukemia & Lymphoma 2024;33(6):352-356
Objective:To enhance the understanding of the diagnosis and individualized treatment of myelodysplastic syndrome/myeloproliferative neoplasms with ring sideroblasts and thrombocytosis (MDS/MPN-RS-T).Methods:A retrospective case series study was conducted. The clinical data, diagnosis and treatment process and prognosis of 4 patients with MDS/MPN-RS-T admitted to Affiliated Hospital of Hebei University from September 2015 to May 2021 were retrospectively analyzed, and the related literature was reviewed.Results:All the 4 patients were male, aged 63 to 75 years. Patients 1 and 2 were classified as revised international prognostic scoring system (IPSS-R) high-risk group, combined with ASXL1 mutation and high risk cytogenetic abnormality. The therapeutic effect of various treatment regimens was poor, and they were converted to acute myeloid leukemia (AML) and then died due to disease progression. Patient 3 was classified as IPSS-R medium-risk group. His main manifestation was myelodysplastic syndrome (MDS) combined with ring sideroblasts in the early stage and was transformed into MDS/MPN-RS-T during the treatment, and JAK2 mutation occurred in the subsequent treatment. After lenalidomide treatment, the patient was removed from blood transfusion and the condition was stable at present. Patient 4 was classified as IPSS-R medium-risk group, and lenalidomide showed significant therapeutic effects and he was in stable condition.Conclusions:Lenalidomide can significantly improve transfusion dependence in patients with MDS/MPN-RS-T, and ASXL1 mutation and high-risk cytogenetic abnormality may be associated with AML transformation.
3.Association of peer bullying, life satisfaction with self harm among junior high school students
YE Juan, WANG Shaojie, WANG Gengfu
Chinese Journal of School Health 2023;44(9):1360-1364
Objective:
To explore the association between adolescent peer bullying, life satisfaction and self-harm, so as to provide intervention support for the prevention of adolescent self-harm behaviors.
Methods:
In October 2022, 5 724 junior high school students from Xuancheng, Hefei, Huaibei in Anhui Province were selected by multistage stratified random cluster sampling, and a self-administered adolescent mental health behavior questionnaire was used to conduct the survey.
Results:
The detection rate of peer bullying among adolescents was 30.0%, and the detection rates of the five self-harm behaviors including highly lethal self-harm, less lethal self-harm with visible tissue damage, self-harm without visible tissue damage, self-harm with latency damage, and psychological self-harm were 10.2%, 25.8%, 35.5%, 20.8% and 28.2%, respectively. Logistic regression model results showed a positive association between exposure to peer bullying and the five self-harmful behaviors ( OR =2.52-3.21, P <0.01), and a negative association between life satisfaction and the five self-harmful behaviors ( OR =0.19-0.33, P <0.01). Adolescent life satisfaction had a moderating effect between exposure to peer bullying and highly lethal self-harm, less lethal self-harm with visible tissue damage, self-harm without visible tissue damage, and self-harm with latency damage ( OR=1.53, 1.42, 1.30, 1.39, P <0.05), and no moderating effect between exposure to peer bullying and psychological self-harm ( P >0.05).
Conclusion
Peer bullying among adolescents may increase the risk of self-harm behavior. Improvement of life satisfaction can effectively mitigate the negative effects of peer bullying on adolescent self-harm.
4.Learning curve in laparoscopic left lateral hepatic sectionectomy
Sijia BAI ; Ting BI ; Fengyang CHEN ; Chunhui WANG ; Lei HAN ; Yufu TANG ; Jianqiao YE ; Shaojie JIANG ; Wenping ZHOU ; Xiaodong FENG ; Wei ZHANG
Chinese Journal of Hepatobiliary Surgery 2023;29(3):170-175
Objective:To study the learning curve in laparoscopic left lateral hepatic sectionectomy.Methods:The clinical data of 62 consecutive patients who underwent left lateral hepatic sectionectomy by a single operator from February 2015 to May 2022 in General Hospital of Northern Theater Command were retrospectively analyzed. There were 22 males and 40 females, with mean ±s.d. of (50.7±11.7) years. The learning curve was depicted and evaluated by using the cumulative summation test. The general information, operation and postoperative indicators of the growth level group and the master level group were compared.Results:The average operation time of the 62 consecutive subjects was (172.9±70.1) minutes. Intraoperative blood loss was 100 (50, 200) ml. Two patients were converted to open hepatectomy. Clavien-Dindo grade I postoperative complications occurred in 20 patients (32.3%), with grade Ⅱ in 1 patient (1.6%) and grade Ⅲb in another patient (1.6%). The learning curve reached its highest point on the 20th patient by using the cumulative summation test. The study subjects were then assigned into the growth level group (patient 1-20) and the master level group (patient 21-62). The master level group had a significantly wider spread of patient age [(52.9±11.0) years vs (46.1±11.9) years], decreased operation time [(146.8±55.6) min vs (227.9±66.7) min], shortened drainage tube removal time [4(3, 5) d vs 6(4, 7) d] and decreased postoperative hospital stay [5(5, 7) d vs 6.5(4, 9) d] (all P<0.05) when compared with the growth level group. Conclusion:Left lateral hepatic sectionectomy was safe and feasible, and a single operator went through a learning curve of 20 patients before he/she could master the operation more proficiently.
5.Venetoclax combined with azacitidine in the treatment of newly diagnosed chronic myelomonocytic leukemia-2: report of 4 cases and review of literature
Shaojie YE ; Jianmei XU ; Huimei GUO ; Songying ZHAO ; Jing WANG ; Hua XUE
Journal of Leukemia & Lymphoma 2023;32(11):667-670
Objective:To explore the efficacy of venetoclax plus azacitidine (VA) in the treatment of patients with newly diagnosed chronic myelomonocytic leukemia (CMML).Methods:The clinical data of 4 newly diagnosed CMML-2 patients treated with VA regimen in the Affiliated Hospital of Hebei University from February 2022 to March 2023 were retrospectively analyzed, and the related literature was reviewed.Results:All 4 CMML-2 patients achieved the effect of ≥ partial bone marrow remission (PMR) after 1 course of treatment, and with the deepened extension of treatment course, the overall response rate and complete remission (CR) rate was 100% and 50%, respectively. In terms of dose adjustment, the dose and usage day of venetoclax were determined by using dynamic frailty assessment and adverse events. Among the 2 patients who achieved CR, 1 patient initially received venetoclax 200 mg for 14 days, and 1 patient received venetoclax 400 mg for 28 days and then the usage reduced to venetoclax 200 mg for 14 days due to hematological adverse events. All 4 patients maintained CR status. The most common grade 3 and 4 adverse events were neutropenia and thrombocytopenia.Conclusions:The first-line application of VA regimen in the treatment of newly diagnosed CMML-2 patients may achieve faster remission and better safety compared with traditional HMA monotherapy.
6.Efficacy of venetoclax combined azacitidine in newly diagnosed acute myeloid leukemia unfit for standard chemotherapy: a single center experience
Li SUN ; Shaojie YE ; Nan ZHOU ; Xinzhi HAN ; Jiaxu QI ; Xiaojun LIU ; Jianmin LUO ; Lin YANG
Chinese Journal of Hematology 2022;43(10):826-832
Objective:To investigate the effectiveness and safety of the VA regimen, which combines venetoclax with azacitidine in the treatment of patients with newly diagnosed acute myeloid leukemia (AML) who are not suitable candidates for conventional chemotherapy.Methods:In the Department of Hematology at the Second Hospital of Hebei Medical University, 66 AML patients who received venetoclax and azacitidine treatment from May 2020 to March 2022 were the subject of a retrospective study. The complete remission (CR) rate, cCR rate, ORR rate, MRD negative rate, the incidence of adverse events,1-year EFS, and OS were retrospectively analyzed. Patients subgroups with varying ages, ECOG scores, primary and secondary, risk stratifications, and gene mutation were compared for differences in efficacy and survival.Results:The median follow-up was 4.25 (0.9-19.9) months, and the median number of treatment courses was 2 (1–8) cycles. After the first cycle, the cCR rate was 78.8% , and the MRD negative rate was 51.9% . After prolonged treatment, the cCR rate was 81.8% and MRD negative rate was 66.7% . The median EFS and OS, respectively, were13.2 and 15.3 months. Secondary AML showed inferior efficacy and prognosis. IDH1/2 or NPM1 mutation groups had a significantly higher rate of CR than the control group ( P<0.05) . The CR rate and MRD negative rate of patients with rebound thrombocytosis were significantly higher than those without rebound thrombocytosis ( P<0.05) . Those who had epigenetic modification mutations (DNMT3, ASXL1, TET2) were more likely to benefit from ongoing therapy. The most common grade 3 and 4 adverse reactions were neutropenia, thrombocytopenia, and anemia. Conclusions:In real-world patients with newly diagnosed AML who are not candidates for standard chemotherapy, the VA regimen produces rapid deep remission. Primary AML patients, rebound thrombocytosis, IDH1/2, and NPM1 gene mutations are favorable factors for treatment benefit, and adverse reactions were tolerable.
7.Establishment of clinical features and prognostic scoring model in early-stage hepatitis B-related acute-on-chronic liver failure
Tianzhou WU ; Xi LIANG ; Jiaqi LI ; Tan LI ; Lingling YANG ; Jiang LI ; Jiaojiao XIN ; Jing JIANG ; Dongyan SHI ; Keke REN ; Shaorui HAO ; Linfeng JIN ; Ping YE ; Jianrong HUANG ; Xiaowei XU ; Zhiliang GAO ; Zhongping DUAN ; Tao HAN ; Yuming WANG ; Baoju WANG ; Jianhe GAN ; Tingting FEN ; Chen PAN ; Yongping CHEN ; Yan HUANG ; Qing XIE ; Shumei LIN ; Xin CHEN ; Shaojie XIN ; Lanjuan LI ; Jun LI
Chinese Journal of Hepatology 2020;28(4):310-318
Objective:To explore the clinical characteristics and establish a corresponding prognostic scoring model in patients with early-stage clinical features of hepatitis B-induced acute-on-chronic liver failure (HBV-ACLF).Methods:Clinical characteristics of 725 cases with hepatitis B-related acute-on-chronic hepatic dysfunction (HBV-ACHD) were retrospectively analyzed using Chinese group on the study of severe hepatitis B (COSSH). The independent risk factors associated with 90-day prognosis to establish a prognostic scoring model was analyzed by multivariate Cox regression, and was validated by 500 internal and 390 external HBV-ACHD patients.Results:Among 725 cases with HBV-ACHD, 76.8% were male, 96.8% had cirrhosis base,66.5% had complications of ascites, 4.1% had coagulation failure in respect to organ failure, and 9.2% had 90-day mortality rate. Multivariate Cox regression analysis showed that TBil, WBC and ALP were the best predictors of 90-day mortality rate in HBV-ACHD patients. The established scoring model was COSS-HACHADs = 0.75 × ln(WBC) + 0.57 × ln(TBil)-0.94 × ln(ALP) +10. The area under the receiver operating characteristic curve (AUROC) of subjects was significantly higher than MELD, MELD-Na, CTP and CLIF-C ADs( P < 0.05). An analysis of 500 and 390 cases of internal random selection group and external group had similar verified results. Conclusion:HBV-ACHD patients are a group of people with decompensated cirrhosis combined with small number of organ failure, and the 90-day mortality rate is 9.2%. COSSH-ACHDs have a higher predictive effect on HBV-ACHD patients' 90-day prognosis, and thus provide evidence-based medicine for early clinical diagnosis and treatment.
8.Characteristics of BK polymavirus infection in kidney transplant recipients.
Yi ZHOU ; Leiyu YAO ; Zhe YU ; Naiqian CUI ; Fangxiang FU ; Yuedian YE ; Wenfeng DENG ; Jian XU ; Shaojie FU ; Ruming LIU ; Lixin YU ; Yun MIAO
Journal of Southern Medical University 2019;39(1):120-124
OBJECTIVE:
To analyze the characteristics of BK polymavirus (BKV) infection and the optimal time window for intervention in kidney transplant recipients (KTRs).
METHODS:
We retrospectively analyzed the clinical data and treatment regimens in 226 KTRs in our center between January, 2013 and January, 2018. Among the recipients, 157 had a urine BKV load ≥1.0×10 copy/mL after transplantation, and 69 had a urine BKV load below 1.0×10 copy/mL (control group).
RESULTS:
Among the 157 KTRs, 60 (38.2%) recipients were positive for urine BKV, 66 (42.0%) had BKV viruria, and 31(19.7%) had BKV viremia. The incidence of positive urine occult blood was significantly higher in BKV-positive recipients than in the control group ( < 0.05). The change of urine BKV load was linearly related to that of Tacrolimus trough blood level (=0.351, < 0.05). In urine BKV positive group, the average estimated glomerular filtration rate (eGFR) was below the baseline level (60 mL·min·1.73 m) upon diagnosis of BKV infection reactivation, and recovered the normal level after intervention. In patients with BKV viruria and viremia, the average eGFR failed to return to the baseline level in spite of improvement of the renal function after intervention.
CONCLUSIONS
Positive urine occult blood after transplantation may be associated with BKV infection reactivation in some of the KTRs. BKV infection is sensitive to changes of plasma concentration of immunosuppressive agents. Early intervention of BKV replication in KTRs with appropriate dose reduction for immunosuppression can help to control virus replication and stabilize the allograft function.
BK Virus
;
physiology
;
Humans
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Kidney Transplantation
;
Polyomavirus Infections
;
virology
;
Retrospective Studies
;
Transplant Recipients
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Tumor Virus Infections
;
virology
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Viral Load
;
Virus Replication
9.A murine model of local allergic rhinitis
Baiwen CHEN ; Shenhong QU ; Min LI ; Linsong YE ; Shaojie ZHANG ; Taijie QIN ; Hua FAN
Chinese Journal of Otorhinolaryngology Head and Neck Surgery 2016;51(7):533-537
Objective To establish the murine models of local allergic rhinitis (LAR) and allergic rhinitis (AR) by using ovalbumin (OVA),and to investigate the relationship between them.Methods Thirty BALB/c mice were divided into 5 groups,(1) the nasally sensitized group (group A1) that was challenged with OVA by a 10 d procedure,(2) the control group of A1 that was challenged with phosphatebuffered saline (PBS),(3) the nasally sensitized group (group A2) that was challenged with OVA by a 25 d procedure,(4) the control group of A2 that was challenged with PBS,(5) the intraperitoneally sensitized group (group B).The numbers of sneezing after final challenge were counted,and the serum OVA-specific immunoglobulin E (OVA-slgE),interleukin (IL)-4,IL-13,IL-5 levels in nasal lavage fluid were measured by ELISA.Hematoxylin-eosin staining was performed to evaluate the histological change of nose and lung tissues.Graph Pad Prism 6 software was used to analyze the data.Results Nasally sensitized group A1 displayed LAR symptoms of sneezing and eosinophilic infiltrating,but without increased OVA-sIgE in serum on day 10 compared with the control group of A1(t =0.697,P > 0.05),OVA-sIgE in serum of group A2(2.710 ± 1.406)ng/ml reached to statistical significance and with airway remodeling on day 25 compared with the control group of A2 ((0.221 ± 0.080) ng/ml,t =4.329,P < 0.05).IL-5 and IL-13 in nasal fluid showed a significant increase in the nasally sensitized group A1,compared with the group A2 (t values were 2.442,2.804,P values were less then 0.05).Conclusions A short time intranasal instillation with OVA could establish LAR murine model,continuing OVA challenge could increase serum sIgE level and with airway remodeling.LAR mice show a unique characteristic by expressing higher IL-5 and IL-13 in nose than AR mice,but sIgE in serum remains at a normal level.
10.The correlation between platelet parameters and acute rejection after renal transplantation.
Shaojie FU ; Yongjie LIANG ; Lixin YU ; Min LUO ; Yibin WANG ; Chuanfu DU ; Junsheng YE ; Lulu XIAO
Journal of Southern Medical University 2015;35(3):413-416
OBJECTIVETo investigate the relationship between acute graft rejection early after renal transplantation and the variations of platelet parameters.
METHODSWe retrospectively analyzed the clinical data of 167 renal transplant recipients before and within 2 months after the surgery. Before and at 1-10 days, 15 days, 30 days, 45 days and 60 days after the transplantation, 5 platelet parameters, including platelet count (PLT), platelet hematocrit (PCT), mean platelet volume (MPV), platelet volume distribution width (PDW), and large platelet ratio (P-LCR), were detected in the 35 patients with acute graft rejection within two months (AR group) and in the other 132 recipients with good graft recovery (control group).
RESULTSThe AR group and control group showed no significant difference in PLT, PCT, MPV, or P-LCR before the surgery, but the PDW was significantly higher in the AR group (t=2.18, P=0.035). These parameters were similar within 5 postoperative days between the two groups (P>0.05), but in postoperative days 6-15, the AR group showed significantly increased MPV, PDW and P-LCR compared with the control group (P<0.05). In postoperative days 6-9, MPV, PDW and P-LCR became stable in AR group but tended to decrease in the control group, showing obviously different patterns of variation between the two groups (P<0.05).
CONCLUSIONSPreoperative PDW may have a positive correlation with acute graft rejection after renal transplantation. Monitoring the variations of MPV, PDW and P-LCR may help in the diagnosis of acute graft rejection early after renal transplantation.
Blood Platelets ; cytology ; Graft Rejection ; blood ; Hematologic Tests ; Humans ; Kidney Transplantation ; Platelet Count ; Retrospective Studies


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