1.Construct a machine learning model for differential diagnosis of bloodstream infection based on laboratory indicators
Mei ZHANG ; Miaoling JIN ; Cui LI
China Modern Doctor 2024;62(31):55-59
		                        		
		                        			
		                        			Objective To construct a diagnosis models for differential diagnosis of bloodstream infection(BSI)using nomogram model,random forest model,and decision tree model,respectively.Methods A retrospective analysis was performed on 225 BSI patients diagnosed and treated in Pujiang County People's Hospital from January 2022 to January 2024,and the patients were divided into a training set and a validation set according to a ratio of 7:3.The differential diagnostic models for Gram negative BSI(GN-BSI)and Gram positive BSI(GP-BSI)were established by nomogram model,random forest model,and decision tree model,and the differential diagnostic efficacy of different models were analyzed.Results Binary Logistic regression analysis showed that neutrophil to lymphocyte ratio(NLR),C-reactive protein(CRP),interleukin-6(IL-6),red cell volume distribution width to platelet ratio(RPR),procalcitonin(PCT)were diagnostic variable between GN-BSI and GP-BSI(P<0.05).In training set,area under the curve(AUC)of nomogram model,random forest model and decision tree model to identify GN-BSI and GP-BSI were 0.900,0.911 and 0.884,respectively,and AUC of random forest model was significantly higher than that of decision tree model(Z=3.521,P=0.038).In verification set,AUC of nomogram model,random forest model and decision tree model for identifying GN-BSI and GP-BSI were 0.908,0.916 and 0.893,respectively,and AUC of random forest model was significantly higher than that of decision tree model(Z=3.412,P=0.042).Conclusion The three models have good identification value for GN-BSI and GP-BSI,among which the random forest model and nomogram model have better identification performance.
		                        		
		                        		
		                        		
		                        	
2.The concept of Health-Literate Schools and implications for China
TONG Yingge ; WEI Yeling ; QIAN Jinwei ; LI Yixuan ; LIN Ying ; WANG Miaoling ; LUO Lingling
Journal of Preventive Medicine 2024;36(3):264-267
		                        		
		                        			Abstract
		                        			Enhancing the health literacy of the entire population is a prerequisite for improving the health of the entire population, and since the health attitudes and behaviors formed during childhood and adolescence have a profound impact on the health patterns of adulthood, the enhancement of health literacy of children and adolescents is of particular importance. As the main place for children and adolescents to receive education, schools should better fulfil the function of education and promotion of health literacy. China has been carrying out the pilot and promotion of health promoting schools (HPS) since 1995, and is currently in the stage of comprehensive improvement of HPS construction. This paper introduces the background and characteristics of Health-Literate Schools (HeLit-Schools) in foreign countries and compares them with HPS in China, drawing on the advantages of HeLit-Schools to provide a new idea and a new way of thinking for the construction of HPS in China and for the practice of the "Healthy China Initiative".
		                        		
		                        		
		                        		
		                        	
3.Application of family-community-hospital linked care in patients with chronic hepatitis B
Miaoling HUANG ; Yanxia MO ; Xiaodong ZHU ; Shubing ZHONG ; Yanfen LI ; Zimin DU
Journal of Clinical Medicine in Practice 2024;28(23):132-135
		                        		
		                        			
		                        			Objective To explore the application effect of family-community-hospital linked care in patients with chronic hepatitis B. Methods A total of 118 patients with chronic hepatitis B were selected and randomly divided into control group and observation group using a random number table method, with 59 patients in each group. The control group received routine health education, while the observation group received family-community-hospital ternary linked care on the basis of the control group received family-community-hospital linked care. The social support, treatment adherence, quality of life, and fear of disease progression between the two groups were compared before intervention and 2 months after the intervention. Results Two months after the intervention, the scores of the Social Support Rating Scale (SSRS), the Treatment Adherence Scale for chronic hepatitis B patients, and the Chronic Liver Disease Questionnaire (CLDQ) increased in both groups compared with those before the intervention, and the above scores were higher in the observation group than in those in the control group (
		                        		
		                        	
4.Efficacy and safety of SIMPLE regimen in treatment of extranodal NK/T-cell lymphoma
Miaoling QIU ; Hua YANG ; Huijun LI ; Jing HUANG ; Mei CHEN ; Yun MA ; Xiaojuan AN ; Jinhui HE ; Xiaoling QIU ; Jun WANG ; Jiacai ZHUO ; Zhimei ZHU
Journal of Leukemia & Lymphoma 2023;32(4):210-214
		                        		
		                        			
		                        			Objective:To investigate the efficacy and safety of SIMPLE regimen in the treatment of extranodal NK/T-cell lymphoma (ENKTCL).Methods:The clinical data of 11 patients with ENKTCL who were admitted to the University of Hong Kong-Shenzhen Hospital from January 2012 to January 2022 were retrospectively analyzed. The patients received 4-6 courses of SIMPLE (cisplatin, gemcitabine, ifosfamide, etoposide, dexamethasone, and pegasparaginase) regimen chemotherapy, and stage Ⅰ and Ⅱ patients who also received local radiotherapy after 2 or 3 courses of chemotherapy. Patients were evaluated for mid-treatment and end-of-treatment outcomes, and the adverse effects of patients were evaluated in each treatment cycle. The Kaplan-Meier method was used to analyze the progression-free survival (PFS) and overall survival (OS) of the 11 patients.Results:All 11 patients were nasal type, with the median age of 41 years old (26-67 years old), including 5 males and 6 females, 3 relapsed cases and 8 newly treated cases. Of the 10 patients evaluated for efficacy, 9 achieved complete remission and 1 achieved at least partial remission (efficacy was assessed based on follow-up). All 11 patients were followed up for a median time of 50 months (15-72 months) and 2 relapsed patients died due to disease progression. The expected 5-year PFS rate and OS rate of 11 patients were both 90.0%, and the expected 5-year OS rate was 100.0% and 66.6% in newly treated and relapsed patients, respectively. Common adverse effects were hematologic adverse reactions, infections, gastrointestinal symptoms, elevated transaminases, and hypofibrinogenemia, all of which were curable. There is no treatment-related death.Conclusions:The SIMPLE regimen for the treatment of ENKTCL has a high remission rate, the patients have long survival time, and the regimen is moderately well tolerated.
		                        		
		                        		
		                        		
		                        	
5.Qualitative study on delayed experience of seeking medical treatment in patients with advanced lung cancer
Diandian JIANG ; Miaoling CUI ; Zixiu WANG ; Xue LI
Chinese Journal of Practical Nursing 2023;39(7):526-532
		                        		
		                        			
		                        			Objective:To explore the causes and feelings of delayed experience of seeking medical treatment in patients with advanced lung cancer, and to provide new insights for more targeted health education and medical care services.Methods:A semi-structured in depth interview based on the theory of planned behavior was conducted among 30 patients with advanced lung cancer who experienced medical delay from November to December in 2021 admitted to First Affiliated Hospital of Guangxi Medical University. The interview content was analyzed and abstracted by using Colaizzi phenomenological analysis method and Nvivo11.0 software.Results:The delay duration of 30 patients with advanced lung cancer ranged from 90 to 213 days. Four subject groups were extracted by generic analysis: the cause of delay, the cause to seek medical help, the worry about the disease, and solutions.Conclusions:The delay behavior of patients with advanced lung cancer is affected by external situational factors such as symptom severity, family economic capacity, social support, accessibility of health services, prevalence of novel coronavirus, and subjective psychological factors such as sense of stigma and burden of disease, it is necessary to reduce the occurrence of medical delay in patients with advanced lung cancer through the comprehensive management strategy of multiple channels.
		                        		
		                        		
		                        		
		                        	
6.Effects of different early sedation levels on clinical outcomes of ICU patients with mechanical ventilation
Hongwei ZHU ; Debin HUANG ; Miaoling CUI ; Li′an TANG ; Diandian JIANG ; Jinlian QIN
Chinese Journal of Practical Nursing 2023;39(24):1859-1865
		                        		
		                        			
		                        			Objective:To investigate the current sedation level of patients with mechanical ventilation in ICU, and to explore the influence of early different sedation levels on clinical outcomes, so as to provide theoretical basis for better guidance of clinical sedation evaluation and implementation of sedation strategy management.Methods:This study was a retrospective longitudinal study. The 201 patients with invasive mechanical ventilation who underwent sedation in the Department of Intensive Care Medicine of the First Affiliated Hospital of Guangxi Medical University from January to December 2021 were selected by convenience sampling method. According to the results of Richmond Agitation-Sedation Scale(RASS), the patients were divided into deep sedation group (98 cases) and shallow sedation group (103 cases). The influencing factors of endotracheal intubation retention time and outcome were investigated by Cox multifactor analysis.Results:In the early sedation ≤48 h after the start of mechanical ventilation, 63.2%(2 143/3 389) of patients with invasive mechanical ventilation had a RASS score of shallow sedation, 35.2%(1 194/3 389) of patients with deep sedation, and 1.5%(52/3 389) of patients with insufficient sedation. Cox multivariate regression analysis showed that age, sedation level, duration of invasive mechanical ventilation and continuous renal replacement therapy were the factors influencing the indentation time of tracheal insertion ( χ2 values were 4.73 to 74.31, all P<0.05); early deep sedation was a risk factor for delayed extubation ( HR=0.499, 95% CI 0.276-0.903, P<0.05); gender, sedation level, invasive mechanical ventilation duration, acute physiology and chronic health evaluation Ⅱ scores, admission mode, continuous renal replacement therapywere the influencing factors of patient outcomes ( χ2 values were 4.41 to 26.20, all P<0.05). The deeper the sedation, the worse the patient outcomes ( HR=0.568, 95% CI 0.335-0.963 all P<0.05) . Conclusions:The early sedation level is related to the retention time and outcome of tracheal intubation in ICU patients with mechanical ventilation, and different sedation levels affect the clinical outcome of patients. The retention time of tracheal intubation in patients with shallow sedation was shortened, which was beneficial to the outcome of patients.Therefore, sedation evaluation should be strengthened in clinical work, and sedation methods should be selected according to the needs of patients. In the absence of contraindications, the shallow sedation strategy should be implemented as soon as possible. This study provides some reference and theoretical basis for the formulation and management of clinical sedation strategies.
		                        		
		                        		
		                        		
		                        	
7.Etiologic analysis of hand, foot, and mouth disease in a sentinel surveillance hospital in Guangzhou City in 2017-2021
Jianying HUANG ; Miaoling LIU ; Jian CAI ; Jingjing LI ; Ke WANG ; Xiaoni ZOU
Journal of Public Health and Preventive Medicine 2023;34(6):61-64
		                        		
		                        			
		                        			Objective  To investigate etiologic characteristics of hand, foot, and mouth disease (HFMD) in a sentinel hospital in Guangzhou from 2017 to 2021, and to provide a scientific basis for the prevention and control of HFMD.  Methods  Descriptive epidemiologic methods were used to analyze the etiologic characteristics of mild cases of HMFD during 2017-2021.  Results  A total of 1 633 specimens of mild cases of HMFD were collected from 2017 to 2021. The total enterovirus (EV) positive rate was 78.41%, among which the positive rates of the main pathogen Cox A6, Cox A16, Cox A10, and EV71 were 40.83%, 17.68%, 6.13%, and 1.62%, respectively. The total positive rate of enteroviruses and the positive rate of enteroviruses of all types in each year were statistically different (P<0.001). In 2017-2021, the prevalence of HFMD in Guangzhou was mainly Cox A6, followed by Cox A16 which had the highest positive rate in 2018 (24.62%). The positive rate of EV71 decreased year by year. Cox A6 was highly prevalent from June to December every year, while the detection rate of Cox A16 was high from April to August every year. The positive detection rate of EV71 was high from January to May in 2017 and low from 2018 to 2021, with no epidemic peak.  Conclusion  From 2017 to 2021, the main pathogen of HMFD in Guangzhou is Cox A6, not EV71 or CoxA16, which suggests that it is of great significance to strengthen the monitoring of epidemic trend of HFMD for the prevention and control of HFMD.
		                        		
		                        		
		                        		
		                        	
8.Long-term efficacy and safety of simultaneous integrated boost radiotherapy in non-operative esophageal squamous cell carcinoma: a multicenter retrospective data analysis (3JECROG R-05)
Xiaomin WANG ; Lan WANG ; Xin WANG ; Junqiang CHEN ; Chen LI ; Wencheng ZHANG ; Xiaolin GE ; Wenbin SHEN ; Miaomiao HU ; Qianqian YUAN ; Yonggang XU ; Chongli HAO ; Zhiguo ZHOU ; Shuai QIE ; Na LU ; Chun HAN ; Qingsong PANG ; Ping WANG ; Xinchen SUN ; Kaixian ZHANG ; Gaofeng LI ; Ling LI ; Miaoling LIU ; Yadi WANG ; Xueying QIAO ; Shuchai ZHU ; Zongmei ZHOU ; Yidian ZHAO ; Zefen XIAO
Chinese Journal of Oncology 2021;43(8):889-896
		                        		
		                        			
		                        			Objective:To analyze the survival benefits and treatment related toxic effects of simultaneous integrated boost intensity-modulated radiotherapy (SIB-RT) for non-operative esophageal squamous cell carcinoma patients.Methods:The data of 2 132 ESCC patients who were not suitable for surgery or rejected operation, and underwent radical radiotherapy from 2002 to 2016 in 10 hospitals of Jing-Jin-Ji Esophageal and Esophagogastric Cancer Radiotherapy Oncology Group (3JECROG) were analyzed. Among them, 518 (24.3%) cases underwent SIB (SIB group) and 1 614 (75.7%) cases did not receive SIB (No-SIB group). The two groups were matched with 1∶2 according to propensity score matching (PSM) method (caliper value=0.02). After PSM, 515 patients in SIB group and 977 patients in No-SIB group were enrolled. Prognosis and treatment related adverse effects of these two groups were compared and the independent prognostic factor were analyzed.Results:The median follow-up time was 61.7 months. Prior to PSM, the 1-, 3-, and 5-years overall survival (OS) rates of SIB group were 72.2%, 42.8%, 35.5%, while of No-SIB group were 74.3%, 41.4%, 31.9%, respectively ( P=0.549). After PSM, the 1-, 3-, and 5-years OS rates of the two groups were 72.5%, 43.4%, 36.4% and 75.3%, 41.7%, 31.6%, respectively ( P=0.690). The univariate survival analysis of samples after PSM showed that the lesion location, length, T stage, N stage, TNM stage, simultaneous chemoradiotherapy, gross tumor volume (GTV) and underwent SIB-RT or not were significantly associated with the prognosis of advanced esophageal carcinoma patients who underwent radical radiotherapy ( P<0.05). Cox model multivariate regression analysis showed lesion location, TNM stage, GTV and simultaneous chemoradiotherapy were independent prognostic factors of advanced esophageal carcinoma patients who underwent radical radiotherapy ( P<0.05). Stratified analysis showed that, in the patients whose GTV volume≤50 cm 3, the median survival time of SIB and No-SIB group was 34.7 and 30.3 months ( P=0.155), respectively. In the patients whose GTV volume>50 cm 3, the median survival time of SIB and No-SIB group was 16.1 and 20.1 months ( P=0.218). The incidence of radiation esophagitis and radiation pneumonitis above Grade 3 in SIB group were 4.3% and 2.5%, significantly lower than 13.1% and 11% of No-SIB group ( P<0.001). Conclusions:The survival benefit of SIB-RT in patients with locally advanced esophageal carcinoma is not inferior to non-SIB-RT, but without more adverse reactions, and shortens the treatment time. SIB-RT can be used as one option of the radical radiotherapy for locally advanced esophageal cancer.
		                        		
		                        		
		                        		
		                        	
9.Long-term efficacy and safety of simultaneous integrated boost radiotherapy in non-operative esophageal squamous cell carcinoma: a multicenter retrospective data analysis (3JECROG R-05)
Xiaomin WANG ; Lan WANG ; Xin WANG ; Junqiang CHEN ; Chen LI ; Wencheng ZHANG ; Xiaolin GE ; Wenbin SHEN ; Miaomiao HU ; Qianqian YUAN ; Yonggang XU ; Chongli HAO ; Zhiguo ZHOU ; Shuai QIE ; Na LU ; Chun HAN ; Qingsong PANG ; Ping WANG ; Xinchen SUN ; Kaixian ZHANG ; Gaofeng LI ; Ling LI ; Miaoling LIU ; Yadi WANG ; Xueying QIAO ; Shuchai ZHU ; Zongmei ZHOU ; Yidian ZHAO ; Zefen XIAO
Chinese Journal of Oncology 2021;43(8):889-896
		                        		
		                        			
		                        			Objective:To analyze the survival benefits and treatment related toxic effects of simultaneous integrated boost intensity-modulated radiotherapy (SIB-RT) for non-operative esophageal squamous cell carcinoma patients.Methods:The data of 2 132 ESCC patients who were not suitable for surgery or rejected operation, and underwent radical radiotherapy from 2002 to 2016 in 10 hospitals of Jing-Jin-Ji Esophageal and Esophagogastric Cancer Radiotherapy Oncology Group (3JECROG) were analyzed. Among them, 518 (24.3%) cases underwent SIB (SIB group) and 1 614 (75.7%) cases did not receive SIB (No-SIB group). The two groups were matched with 1∶2 according to propensity score matching (PSM) method (caliper value=0.02). After PSM, 515 patients in SIB group and 977 patients in No-SIB group were enrolled. Prognosis and treatment related adverse effects of these two groups were compared and the independent prognostic factor were analyzed.Results:The median follow-up time was 61.7 months. Prior to PSM, the 1-, 3-, and 5-years overall survival (OS) rates of SIB group were 72.2%, 42.8%, 35.5%, while of No-SIB group were 74.3%, 41.4%, 31.9%, respectively ( P=0.549). After PSM, the 1-, 3-, and 5-years OS rates of the two groups were 72.5%, 43.4%, 36.4% and 75.3%, 41.7%, 31.6%, respectively ( P=0.690). The univariate survival analysis of samples after PSM showed that the lesion location, length, T stage, N stage, TNM stage, simultaneous chemoradiotherapy, gross tumor volume (GTV) and underwent SIB-RT or not were significantly associated with the prognosis of advanced esophageal carcinoma patients who underwent radical radiotherapy ( P<0.05). Cox model multivariate regression analysis showed lesion location, TNM stage, GTV and simultaneous chemoradiotherapy were independent prognostic factors of advanced esophageal carcinoma patients who underwent radical radiotherapy ( P<0.05). Stratified analysis showed that, in the patients whose GTV volume≤50 cm 3, the median survival time of SIB and No-SIB group was 34.7 and 30.3 months ( P=0.155), respectively. In the patients whose GTV volume>50 cm 3, the median survival time of SIB and No-SIB group was 16.1 and 20.1 months ( P=0.218). The incidence of radiation esophagitis and radiation pneumonitis above Grade 3 in SIB group were 4.3% and 2.5%, significantly lower than 13.1% and 11% of No-SIB group ( P<0.001). Conclusions:The survival benefit of SIB-RT in patients with locally advanced esophageal carcinoma is not inferior to non-SIB-RT, but without more adverse reactions, and shortens the treatment time. SIB-RT can be used as one option of the radical radiotherapy for locally advanced esophageal cancer.
		                        		
		                        		
		                        		
		                        	
10.Clinical efficacy of dose escalation in 3-dimensional radiotherapy for patients with esophageal squamous cell carcinoma-multicenter retrospective analysis (3JECROG R-03)
Jingjing ZHAO ; Wencheng ZHANG ; Hualei ZHANG ; Weiming HAN ; Xin WANG ; Chen LI ; Junqiang CHEN ; Xiaomin WANG ; Yidian ZHAO ; Xueying QIAO ; Zhiguo ZHOU ; Chun HAN ; Shuchai ZHU ; Wenbin SHEN ; Lan WANG ; Xiaolin GE ; Xinchen SUN ; Kaixian ZHANG ; Miaomiao HU ; Ling LI ; Chongli HAO ; Gaofeng LI ; Yonggang XU ; Yadi WANG ; Na LU ; Miaoling LIU ; Shuai QIE ; Zefen XIAO ; Qingsong PANG ; Ping WANG
Chinese Journal of Radiation Oncology 2020;29(11):941-947
		                        		
		                        			
		                        			Objective:To evaluate the effect of definitive radiotherapy with different doses on overall survival (OS) and identify the prognostic factors of patients with non-metastatic esophageal squamous cell carcinoma (ESCC).Methods:Clinical data of 2 344 ESCC patients treated with definitive radiotherapy (RT) alone or chemoradiotherapy from 2002 to 2016 in 10 hospitals were collected and analyzed retrospectively. After the propensity score matching (PSM)(1 to 2 ratio), all patients were divided into the low-dose group (equivalent dose in 2 Gy fractions, EQD 2Gy<60 Gy; n=303) and high-dose group (EQD 2Gy≥60 Gy; n=606) based on the dose of radiation. Survival analysis was conducted by Kaplan- Meier method. Multivariate prognostic analysis was performed by Cox′s regression model. Results:The median follow-up time was 59.6 months. After the PSM, the 1-, 3- and 5-year overall survival (OS) rate was 66.5%, 34.7%, 27.2% in the low-dose group, 72.9%, 41.7% and 34.7% in the high-dose group, respectively ( P=0.018). The 1-, 3-and 5-year progression-free survival rate was 52.2%, 27.2%, 23.1% in the low-dose group, 58.3%, 38.1% and 33.9% in the high-dose group, respectively ( P=0.001). The outcomes of univariate analysis indicated that cervical/upper esophagus location, early (stage Ⅱ) AJCC clinical stage, node negative status, tumor length ≤5 cm, receiving intensity-modulated radiation therapy (IMRT), receiving concurrent chemotherapy and EQD 2Gy≥60 Gy were closely associated with better OS (all P<0.05). Multivariable analysis demonstrated that tumor location, regional lymph node metastasis, concurrent chemotherapy and EQD 2Gy were the independent prognostic factors for OS (all P<0.05). Conclusion:Three-dimensional conformal or IMRT with EQD 2Gy≥60 Gy yields favorable survival outcomes for patients with locally advanced ESCC.
		                        		
		                        		
		                        		
		                        	
            

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