1.Application of time series and machine learning models in predicting the trend of sickness absenteeism among primary and secondary school students in Shanghai
WANG Zhengzhong, ZHANG Zhe, ZHOU Xinyi, YUAN Linlin, ZHAI Yani, SUN Lijing, LUO Chunyan
Chinese Journal of School Health 2025;46(3):426-430
Objective:
To analyze the temporal variation patterns of sickness absenteeism among primary and secondary school students in Shanghai, so as to explore models suitable for predicting peaks and intensity of absenteeism rates.
Methods:
The seasonal and trend decomposition using loess (STL) method was used to analyze the seasonal and long term trend changes in sickness absenteeism among primary and secondary school students from September 1 in 2010 to June 30 in 2018, in Shanghai. A hierarchical clustering method based on Dynamic Time Warping (DTW) was employed to classify absenteeism symptoms with similar temporal patterns. Based on historical data, the study constructed and evaluated different time series algorithms and machine learning models to optimize the accuracy of predicting the trend of sickness absenteeism.
Results:
During the research period, the average new absenteeism rate due to illness was 16.86 per 10 000 person day for every academic year, and the trend of sickness absenteeism exhibited both seasonality and a long term upward trend, reaching its highest point in the 2017 academic year (22.47 per 10 000 person day). The symptoms of absenteeism were divided into three categories: high incidence in winter and spring (respiratory symptoms, fever and general discomfort, etc.), high incidence in summer (eye symptoms, nosebleeds, etc.) and those without obvious seasonality (skin symptoms, accidental injuries, etc.).The constructed time series models effectively predicted the trend of absenteeism due to illness, although the accuracy of predicting peak intensity was relatively low. Among them, the multi layer perceptron (MLP) model performed the best, with an root mean squared error (RMSE) of 8.96 and an mean absolute error (MAE) of 4.37, reducing 36.51% and 39.02% compared to the baseline model.
Conclusion
Time series models and machine learning algorithms could effectively predict the trend of sickness absenteeism, and corresponding prevention and control measures can be taken for absenteeism caused by different symptoms during peak periods.
2.Efficacy and safety of chimeric antigen receptor T cell therapy combined with zanubrutinib in the treatment of relapsed/refractory diffuse large B-cell lymphoma.
Langqi WANG ; Chunyan YUE ; Xuan ZHOU ; Jilong YANG ; Bo JIN ; Bo WANG ; Minhong HUANG ; Huifang CHEN ; Lijuan ZHOU ; Sanfang TU ; Yuhua LI
Chinese Medical Journal 2025;138(6):748-750
3.Application of domestic single-port robotic surgical system in thyroid cancer.
Qian MA ; Sicheng ZHANG ; Longyue ZHANG ; Jinyuan LIU ; Ronghao SUN ; Yuqiu ZHOU ; Linjie MA ; Chunyan SHUI ; Yongcong CAI ; Chao LI
Journal of Clinical Otorhinolaryngology Head and Neck Surgery 2025;39(11):1044-1047
Objective:To explore the feasibility and preliminary efficacy of domestic single-port robotic surgical system in the surgical treatment of thyroid cancer. Methods:Thyroid cancer patients who underwent domestic single-port robotic surgery in the Department of Head and Neck Surgery of Sichuan Cancer Hospital from June 2024 to January 2025 were prospectively included. Clinical data, oncological characteristics, and perioperative indicators were systematically collected. Results:A total of 7 patients were included, including 3 males and 4 females, with an age of (34.57±10.26) years. All procedures were successfully completed without conversion to open surgery. Operative time was(180.00±30.41) minutes. Blood loss was(5.00[15.00 ])mL. Postoperative drainage volume was (167.86±130.95) mL. The postoperative pathological results were all thyroid papillary carcinoma. There were no system failures, no device-related complications and adverse events were observed during the operation and perioperative period. No tumor recurrence or metastasis was observed during the follow-up period. Conclusion:Preliminary data indicate that the domestic single-port robotic surgical system is safe and feasible for the surgical treatment of thyroid cancer, providing a practical basis for subsequent multi-disease, multi-center, and large-sample studies.
Humans
;
Thyroid Neoplasms/surgery*
;
Robotic Surgical Procedures/instrumentation*
;
Male
;
Female
;
Adult
;
Thyroidectomy/methods*
;
Operative Time
;
Middle Aged
;
Prospective Studies
4.GLP-1RAs attenuated obesity and reversed leptin resistance partly via activating the microbiome-derived inosine/A2A pathway.
Chunyan DONG ; Bailing ZHOU ; Binyan ZHAO ; Ke LIN ; Yaomei TIAN ; Rui ZHANG ; Daoyuan XIE ; Siwen WU ; Li YANG
Acta Pharmaceutica Sinica B 2025;15(2):1023-1038
Extensive evidence has demonstrated that glucagon-like peptide-1 receptor agonists (GLP-1RAs) can ameliorate obesity. Our previous studies revealed that (Ex-4)2-Fc, a long-acting GLP-1RA we developed, depends on the leptin pathway to treat obesity. However, the mechanisms linking (Ex-4)2-Fc and leptin resistance remain largely unclear. To address this question, we explored the mechanism of GLP-1RAs from the perspective of the gut microbiota, as increasing evidence indicates an important link between the gut microbiota and obesity. This study aimed to explore the potential role of the gut microbiota in the treatment of GLP-1RAs. We found that (Ex-4)2-Fc treatment reshaped obesity-induced gut microbiota disturbances and substantially increased the abundance of Akkermansia muciniphila (Am). In addition, (Ex-4)2-Fc did not respond well in antibiotic-treated (ATB) Obese mice. Subsequent studies have shown that this defect can be overcome by gavage with Am. In addition, we found that Am enhanced (Ex-4)2-Fc therapy by producing the metabolite inosine. Inosine regulates the macrophage adenosine A2A receptor (A2A) pathway to indirectly reduce leptin levels in adipocytes Thus, elucidating the role of metabolites in regulating the leptin pathway will provide new insights into GLP-1RAs therapy and may lead to more effective strategies for guiding the clinical use of antidiabetic agents.
5.Multi-omics reveals the inhibition mechanism of Bacillus velezensis DJ1 against Fusarium graminearum.
Meng SUN ; Lu ZHOU ; Yutong LIU ; Wei JIANG ; Gengxuan YAN ; Wenjing DUAN ; Ting SU ; Chunyan LIU ; Shumei ZHANG
Chinese Journal of Biotechnology 2025;41(10):3719-3733
Bacillus velezensis DJ1 exhibits broad-spectrum antagonistic activity against diverse phytopathogenic fungi, while its biocontrol mechanisms against Fusarium graminearum, the causal agent of maize stalk rot, remain poorly characterized. In this study, we integrated genomics and transcriptomics to elucidate the antifungal mechanisms of strain DJ1. The results demonstrated that DJ1 inhibited F. graminearum with the efficacy of 64.4%, while its polyketide crude extract achieved the control efficacy of 55% in pot experiments against this disease. Whole-genome sequencing revealed a single circular chromosome (3 929 792 bp, GC content of 47%) harboring 12 biosynthetic gene clusters for secondary metabolites, six of which encoded known antimicrobial compounds (macrolactin H, bacillaene, difficidin, surfactin, fengycin, and bacilysin). Transcriptomic analysis identified 243 differentially expressed genes (152 upregulated and 91 downregulated, P < 0.05), which were potentially associated with the antagonistic activity against F. graminearum. KEGG enrichment analysis highlighted activation (P < 0.05) of cysteine/methionine metabolism, pentose phosphate pathway, and polyketide biosynthesis pathways, indicating that DJ1 employed synergistic strategies involving antimicrobial compound synthesis, energy metabolism enhancement, and nutrient competition to suppress pathogens. This study provides a theoretical foundation for developing novel microbial resources and application technologies to combat phytopathogenic fungi.
Fusarium/drug effects*
;
Bacillus/metabolism*
;
Plant Diseases/prevention & control*
;
Antifungal Agents/pharmacology*
;
Genomics
;
Zea mays/microbiology*
;
Transcriptome
;
Gene Expression Profiling
;
Antibiosis
;
Multigene Family
;
Multiomics
6.Three cases of occupational chronic chloropropene poisoning
Yuwen CHEN ; Xin ZHOU ; Jie LIU ; Chunyan MIN ; Yulin KONG
Chinese Journal of Industrial Hygiene and Occupational Diseases 2024;42(8):602-604
Chronic chloropropene poisoning is a disease mainly caused by peripheral nerve damage due to close contact with chloropropene in industrial production, its clinical manifestations include varying degrees of sensory, motor, or tendon reflex disorders in the distal limbs, and neuromyography can show neurogenic damage. This article analyzed and summarized the clinical characteristics, diagnosis and treatment methods of three patients with occupational chronic chloropropene poisoning, in order to enhance the clinical understanding of occupational chronic chloropropene poisoning and provide reference for clinical diagnosis and treatment.
7.Three cases of occupational chronic chloropropene poisoning
Yuwen CHEN ; Xin ZHOU ; Jie LIU ; Chunyan MIN ; Yulin KONG
Chinese Journal of Industrial Hygiene and Occupational Diseases 2024;42(8):602-604
Chronic chloropropene poisoning is a disease mainly caused by peripheral nerve damage due to close contact with chloropropene in industrial production, its clinical manifestations include varying degrees of sensory, motor, or tendon reflex disorders in the distal limbs, and neuromyography can show neurogenic damage. This article analyzed and summarized the clinical characteristics, diagnosis and treatment methods of three patients with occupational chronic chloropropene poisoning, in order to enhance the clinical understanding of occupational chronic chloropropene poisoning and provide reference for clinical diagnosis and treatment.
8.Primary malignant giant cell tumor of bone with predominant osteosarcoma morphology:a clinicopathological analysis of seven cases
Ting JIANG ; Juan ZHOU ; Chunyan CHEN ; Yanrui PANG ; Lan SHEN ; Jie CHEN ; Zhiyan LIU
Chinese Journal of Clinical and Experimental Pathology 2024;40(8):807-812
Purpose To elucidate the clinicopathological characteristics of primary malignant giant cell tumor of bone(PMGCTB)with mainly osteosarcoma-like morphology.Meth-ods Clinicopathologic features of 7 cases of PMGCTB were ret-rospectively analyzed.Results Among 7 patients with PMGCTB,there were 4 females and 3 males,aged between 9 and 66 years(mean age 39.5 years,median age 35 years).The distal femur emerged as the most frequent site to be involved(3/6).The main clinical manifestations included pain and swelling at the original site of the tumor.Radiological findings indicated osteolytic lesions,often combined with sclerotic areas;most ca-ses showed cortical bone destruction and soft tissue masses(5/7).Histologically,the majority of tumors exhibited typical mor-phological features of osteosarcoma with a few or without osteo-clast-like multinucleated giant cells.Positive immunoreaction with H3F3A G34W was confirmed in 6 cases and with H3F3A G34V in 1 case.SATB2 and p63 were positive in all cases,p53 was proved to be wild type,the Ki67 proliferation index ranged approximately from 10%to 50%.H3F3A p.G34W mutation was detected in 6 cases and only 1 case harboring H3F3A p.G34V mutation.Conclusion PMGCTB is exceedingly rare and difficult for accurate diagnosis,especially for those with atypical morphological features.A comprehensive analysis involving ra-diological,immunophenotypic,and molecular detection is neces-sary to rule out other high-grade sarcomas.
9.Pediatric giant cell tumor of bone: a clinicopathological analysis of 35 cases
Yanrui PANG ; Juan ZHOU ; Chunyan CHEN ; Qianqian ZHAO ; Keyang SUN ; Zhiyan LIU
Chinese Journal of Pathology 2024;53(11):1122-1126
Objective:To investigate the clinicopathological characteristics of giant cell tumor of bone (GCTB) in children.Methods:A total of 35 cases of GCTB diagnosed at Shanghai Sixth People′s Hospital Affiliated to Shanghai Jiaotong University School from 2016 to 2023 were collected, and a retrospective analysis of clinicopathological features and imaging findings was conducted.Results:Pediatric GCTB accounted for approximately 4.6% of total GCTB cases during the study period. There were 11 males and 24 females. The onset age ranged from 9 to 18 years (mean age 15 years, median age 16 years), with 8 cases (8/35, 22.9%) experiencing postoperative recurrence. Twenty-eight cases (28/35, 80%) primarily affected long bones, while 7 cases involved small or irregular bones. Imaging revealed osteolytic changes as the predominant feature, with 3 cases exhibited open physis, one of which had the tumor primarily at the diaphysis without crossing the physis. Histologically, pediatric GCTB resembled adult cases, characterized by mononuclear cells and osteoclast-like giant cells. Seven cases with denosumab treatment demonstrated degrees of giant cell disappearance, increased fibrous tissue and reactive bone proliferation in the stroma. One case was diagnosed as pediatric multicentric GCTB, and three cases as pediatric primary malignant GCTB, with malignant transformation into osteosarcoma. In all 35 cases, mutations in the H3F3A gene were identified, comprising 32 cases with H3.3 p.G34W mutations, one case with H3.3 p.G34V mutation, and 2 cases with H3.3 p.G34L mutations. Notably, the former two categories were successfully validated at the protein level through immunohistochemical staining, utilizing highly specific antibodies tailored for these mutation types: H3.3 p.G34W antibody and H3.3 p.G34V antibody. However, immunohistochemical staining was not available for the last category.Conclusions:Pediatric GCTB predominantly affects females and occurs primarily in long bones, mainly around the knee joint, the majority of tumors predominantly arise in the epiphysis and extend into the metaphysis; however, in cases where the epiphyseal plates are still unclosed, the tumors may be restricted to the metaphysis. Detection of H3F3A gene mutation is crucial for the diagnosis and differential diagnosis of pediatric GCTB.
10.Clinical effectiveness of vestibular-ocular motor rehabilitation in patients with vestibular vertigo
Huirong YAN ; Chunyan FAN ; Xuyou ZHOU
Journal of Apoplexy and Nervous Diseases 2024;41(8):745-748
Objective To investigate the clinical effectiveness of a vestibular-ocular motor rehabilitation device for vestibular vertigo.Methods A total of 102 patients with vestibular vertigo visiting our hospital from September 2021 to February 2023 were assigned to receive either treatment with betahistine mesylate tablets and vestibular-ocular motor reha-bilitation(group A,n=51)or treatment with betahistine mesylate tablets alone(group B,n=51).The Dizziness Handi-cap Inventory(DHI)score,Berg balance scale score,time consumed in the rising-walking test,clinical response,ocular motor abnormalities,and vestibular abnormalities were compared between the two groups using the t test and chi-square test.Results The overall response rate was significantly higher in group A than in group B(95.83%vs.81.23%,P<0.05).After treatment,both groups showed significant reductions in the DHI score,time consumed in the rising-walking test,the rate of ocular motor abnormalities,and the rate of vestibular abnormalities;and these indicators were signifi-cantly lower in group A than group B(all P<0.05).The Berg balance scale score was significantly increased after treat-ment in both groups,with a significantly higher score in group A than in group B(both P<0.05).Conclusion The vestibular-ocular motor rehabilitation device can relieve vertigo symptoms,improve vestibular function,and strengthen balance and walking abilities in patients with vestibular vertigo.


Result Analysis
Print
Save
E-mail