1.Comparison of small-sample multi-class machine learning models for plasma concentration prediction of valproic acid
Xi CHEN ; Shen’ao YUAN ; Hailing YUAN ; Jie ZHAO ; Peng CHEN ; Chunyan TIAN ; Yi SU ; Yunsong ZHANG ; Yu ZHANG
China Pharmacy 2025;36(11):1399-1404
OBJECTIVE To construct three-class (insufficient, normal, excessive) and two-class (insufficient, normal) models for predicting plasma concentration of valproic acid (VPA), and compare the performance of these two models, with the aim of providing a reference for formulating clinical medication strategies. METHODS The clinical data of 480 patients who received VPA treatment and underwent blood concentration test at the Xi’an International Medical Center Hospital were collected from November 2022 to September 2024 (a total of 695 sets of data). In this study, predictive models were constructed for target variables of three-class and two-class models. Feature ranking and selection were carried out using XGBoost scores. Twelve different machine learning algorithms were used for training and validation, and the performance of the models was evaluated using three indexes: accuracy, F1 score, and the area under the working characteristic curve of the subject (AUC). RESULTS XGBoost feature importance scores revealed that in the three-class model, the importance ranking of kidney disease and electrolyte disorders was higher. However, in the two-class model, the importance ranking of these features significantly decreased, suggesting a close association with the excessive blood concentration of VPA. In the three-class model, Random Forest method performed best, with F1 score of 0.704 0 and AUC of 0.519 3 on the test set; while in the two-class model, CatBoost method performed optimally, with F1 score of 0.785 7 and AUC of 0.819 5 on the test set. CONCLUSIONS The constructed three-class model has the ability to predict excessive VPA blood concentration, but its prediction and model generalization abilities are poor; the constructed two-class model can only perform classification prediction for insufficient and normal blood concentration cases, but its model performance is stronger.
2.The sedative effect of remimazolam on ICU elderly patients undergoing mechanical ventilation and its influence on the circulatory system
Peng ZHAO ; Fangchao YAO ; Yi ZHENG ; Hailing DONG ; Jiuqing CUI ; Hao SUN ; Renjie LI ; Jingpu TIAN
Chinese Journal of Postgraduates of Medicine 2024;47(7):640-646
Objective:To investigate the sedative effect of remimazolam on ICU elderly patients undergoing mechanical ventilation and its influence on circulatory system.Methods:Using a prospective research approach, 189 ICU elderly patients undergoing mechanical ventilation in Hebei Petro China Central Hospital from October 2021 to June 2023 were selected. The patients were divided into remimazolam group, dexmedetomidine group and propofol group by random number table method with 63 cases in each group. The patients in remimazolam group, dexmedetomidine group and propofol group were sedated with remimazolam, dexmedetomidine and propofol, respectively. The sedation standard time, sedation standard rate, sedation maintenance time and recovery time after drug withdrawal were compared among the three groups. The heart rate, mean arterial pressure (MAP), respiratory rate and pulse oxygen saturation (SpO 2) before medication (T 0) and medication for 15 min (T 1), 30 min (T 2), 1 h (T 3), 6 h (T 4), 12 h (T 5) were recorded. The incidences of bradycardia, hypotension, respiratory depression, body movement and delirium during sedation were recorded. Results:The sedation standard time and recovery time after drug withdrawal in remimazolam group were significantly shorter than those in dexmedetomidine group and propofol group: (22.27 ± 5.31) min vs. (29.45 ± 6.24) and (30.12 ± 5.87) min, (28.66 ± 7.06) min vs. (32.22 ± 6.85) and (34.34 ± 7.24) min, and there were statistical differences ( P<0.05); there were no statistical difference between dexmedetomidine group and propofol group ( P>0.05). The sedation standard rate in remimazolam group and dexmedetomidine group was significantly higher than that in propofol group: 87.43% (661/756) and 83.60% (632/756) vs. 72.49% (548/756), and there was statistical difference ( P<0.016 7); there was no statistical difference between remimazolam group and dexmedetomidine group ( P>0.016 7). There was no statistical difference in sedation maintenance time among the three groups ( P>0.05). There were no statistical difference in T 0 heart rate, MAP, respiratory rate and SpO 2 among the three groups ( P>0.05). The T 1 to T 5 heart rate and MAP in remimazolam group were significantly higher than those in dexmedetomidine group and propofol group, the T 2 to T 5 heart rate and MAP in dexmedetomidine group were significantly lower than those in propofol group, and there were statistical differences ( P<0.05). The T 2 to T 5 respiratory rate in remimazolam group was significantly lower than that in dexmedetomidine group, the T 1 to T 5 respiratory rate in remimazolam group and dexmedetomidine group was significantly higher than that in propofol group, and there were statistical differences ( P<0.05). The T 2 to T 5 SpO 2 in remimazolam group and dexmedetomidine group was significantly higher than that in propofol group, and there was statistical difference ( P<0.05). The incidence of bradycardia in remimazolam group was significantly lower than that in dexmedetomidine group: 7.94% (5/63) vs. 25.40% (16/63), the incidence of hypotension was significantly lower than that in propofol group: 6.35% (4/63) vs. 23.81% (15/63), and there were statistical differences ( P<0.016 7). The incidence of respiratory depression in remimazolam group and dexmedetomidine group was significantly lower than that in propofol group: 4.76% (3/63) and 1.59% (1/63) vs. 22.22% (14/63), and there was statistical difference ( P<0.016 7). There was statistical difference in incidence of delirium among the three groups ( P<0.05), but there was no statistically significant difference in pairwise comparison ( P>0.016 7). There was no statistical difference in the incidence of body movement among the three groups ( P>0.05). Conclusions:The effect of remimazolam sedation in ICU elderly patients undergoing mechanical ventilation is satisfactory, with little influence on circulation and respiratory system and few adverse reactions.
3.Clinical characteristics of children and adults infected with severe acute respiratory syndrome coronavirus 2 Omicron variant BA.5 or BA.2
Xiaomin FU ; Mei ZENG ; Yanfeng ZHU ; Yanling GE ; Hailing CHANG ; Jingjing LI ; Gongbao LIU ; Qirong ZHU ; He TIAN
Chinese Journal of Infectious Diseases 2024;42(3):167-175
Objective:To understand and compare the clinical characteristics of children and adults infected with severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) Omicron variant BA.5 and BA.2 subtypes in Shanghai City.Methods:The clinical data of 524 children hospitalized with coronavirus disease 2019(COVID-19) at the Children′s Hospital of Fudan University during the period of BA.5 predominance from December 1, 2022 to January 20, 2023 were collected, which included age, gender, clinical symptoms and laboratory examination results. And the clinical data of household close contacts were also collected. The clinical data of children and their household contacts infected with Omicron BA.2 subtypes during the period of BA.2 predominance from April 4 to April 30, 2022 were collected and compared.The clinical characteristic of critical and non-critical cases, child and adult cases during the period of BA.5 predominance were compared.Statistical analyses were conducted using independent samples t-test, Mann-Whitney U test, chi-square test or Fisher′s exact test. Results:The age of 524 hospitalized children was five days to 16 years old. Among them, 301(57.4%) were male and 223(42.6%) were female. Additionally, there were 29 critical cases (5.5%) and 495 non-critical cases (94.5%). Critical cases had significantly higher fever peak, more shortness of breath occurrence, more pneumonia and underlying diseases compared to non-critical cases, with statistically significant differences ( t=12.06, χ2=34.90, 10.04 and 31.10, respectively, all P<0.05). Regarding laboratory examinations, critical cases exhibited significantly higher frequencies of decreased lymphocyte count, elevated levels of C-reactive protein, procalcitonin and interleukin-6, abnormal liver function and kidney function, and abnormal creatine kinase isoenzyme compared to non-critical cases, with statistically significant differences ( χ2=8.18, Z=-4.61, Z=-4.28, Z=-5.13, χ2 =195.90, Fisher′s exact test and χ2=136.13, respectively, all P<0.05). Non-critical children cases infected with Omicron variant BA.5 subtype exhibited a higher proportion of symptomatic infections compared to adults. Among children, the occurrence rates of fever and gastrointestinal symptoms (nausea, vomiting, diarrhea) were higher, whereas among adults, the occurrence rate of cough was higher. The differences were statistically significant ( χ2=11.16, 11.83, 8.50 and 28.14, respectively, all P<0.05).From December 1, 2022 to January 20, 2023, a total of 588 children cases and 791 adult cases were collected, while from April 4 to April 30, 2022, a total of 355 children cases and 755 adult cases were collected.In the children group, the occurrence rates of cough, convulsions and critical cases were higher in BA.5 subtype-infected children compared to those infected with the BA.2 subtype, with statistically significant differences ( χ2=37.95, 40.78 and 15.54, respectively, all P<0.001).In the adult group, BA.5 subtype-infected individuals had higher fever peak, longer duration of fever, and higher occurrence of fever, cough and gastrointestinal symptoms, compared to those infected with the BA.2 subtype.The differences were statistically significant ( t=-4.40, Z=-9.64, χ2=47.29, 124.09 and 29.90, respectively, all P<0.001). Conclusions:During the peak periods of BA.5 subtype of the Omicron variant in Shanghai City, critical cases have severe systemic symptoms and a higher prevalence of underlying diseases compared to non-critical cases. Among non-critical cases infected with BA.5 subtype, the proportion of symptomatic infections in children is higher than adults, with fever and gastrointestinal symptoms more common than adults, while cough symptoms are more common seen in adults.The occurrence rate of convulsions and critical cases is higher in children infected with variant BA.5 subtype compared to those infected with BA.2 subtype.The systemic symptoms are more severe in adults infected with BA.5 subtype compared to those infected with BA.2 subtype.
4.Virulence associated characteristics and drug resistance of Klebsiella pneumoniae isolated from patients living in Zhongjiang county of Sichuan province
Hailing ZENG ; Limin DONG ; Ping TANG ; Jiaojiao XU ; Tian LENG ; Yue LI
Chinese Journal of Primary Medicine and Pharmacy 2023;30(8):1220-1224
Objective:To investigate the distribution characteristics of virulence-related phenotypes/genotype, capsular serotype, drug resistance phenotypes, and sequence typing (ST) of Klebsiella pneumoniae in patients living in Zhongjiang county, improve clinical understanding, and provide evidence for the prevention and control of bacterial drug resistance and clinical rational drug use. Methods:The data of 135 strains of Klebsiella pneumoniae isolated from patients who received treatment in Zhongjiang County People's Hospital from July to December 2019 were retrospectively analyzed. Bacterial identification and drug sensitivity testing were performed using the WalkAway-40Plus automated microbiology system. Strains with a high viscosity phenotype were identified using wire drawing experiments. Hypervirulence-associated capsular serotype and virulence genes were verified by polymerase chain reaction. ST of Klebsiella pneumoniae strain was identified using multilocus sequence typing. Results:Strains with a high viscosity phenotype were identified in 50.4% of the 135 strains. 54.1%, 54.8%, and 54.1% of the strains were positive for virulence genes iucA, iroN, rmpA. The proportion of strains with capsular Serotype K1 or K2 was 11.9% and 15.6%, respectively. A total of 65 kinds of ST were identified, with ST23 and ST37 being the most common, accounting for 11.1% and 6.7%, respectively. The resistance rate of the strains to 16 kinds of antibiotics was 0.0%-25.2%, and the resistance rate to Carbapenem antibiotics, Amikacin, and Tigecycline was less than 1%. The positive rate of virulence gene of strains with a high viscosity phenotype was significantly higher than that of strains without a high viscosity phenotype ( P < 0.001), and its resistance rate to Cephalosporin was significantly lower in strains with a high viscosity phenotype than that in strains without a high viscosity phenotype ( P < 0.001). Conclusion:Klebsiella pneumoniae in Zhongjiang County is characterized by "high virulence and low drug resistance". It is necessary to continuously monitor the changes in the virulence and drug resistance of Klebsiella pneumoniae in Zhongjiang County, Sichuan Province, and be alert to the rapid dissemination of highly virulent strains.
5.Progress in the application of Traditional Chinese Medicine nursing techniques in obstetrics and gynecology
Runxi TIAN ; Hailing GUO ; Pei ZHAO ; Yuan ZHAO ; Kaiyue CUI ; Ning GAO
Chinese Journal of Modern Nursing 2023;29(24):3221-3226
This article summarizes the current application of Traditional Chinese Medicine (TCM) nursing techniques in clinical nursing of obstetrics and gynecology, providing a reference for the clinical nursing and related research of obstetric and gynecological diseases in TCM, and promoting the widespread application of TCM nursing techniques in obstetrics and gynecology.
6.Disrupted tenogenesis in masseter as a potential cause of micrognathia.
Chao LIU ; Nan ZHOU ; Nan LI ; Tian XU ; Xiaoyan CHEN ; Hailing ZHOU ; Ailun XIE ; Han LIU ; Lei ZHU ; Songlin WANG ; Jing XIAO
International Journal of Oral Science 2022;14(1):50-50
Micrognathia is a severe craniofacial deformity affecting appearance and survival. Previous studies revealed that multiple factors involved in the osteogenesis of mandibular bone have contributed to micrognathia, but concerned little on factors other than osteogenesis. In the current study, we found that ectopic activation of Fgf8 by Osr2-cre in the presumptive mesenchyme for masseter tendon in mice led to micrognathia, masseter regression, and the disrupted patterning and differentiation of masseter tendon. Since Myf5-cre;Rosa26R-Fgf8 mice exhibited the normal masseter and mandibular bone, the possibility that the micrognathia and masseter regression resulted directly from the over-expressed Fgf8 was excluded. Further investigation disclosed that a series of chondrogenic markers were ectopically activated in the developing Osr2-cre;Rosa26R-Fgf8 masseter tendon, while the mechanical sensing in the masseter and mandibular bone was obviously reduced. Thus, it suggested that the micrognathia in Osr2-cre;Rosa26R-Fgf8 mice resulted secondarily from the reduced mechanical force transmitted to mandibular bone. Consistently, when tenogenic or myogenic components were deleted from the developing mandibles, both the micrognathia and masseter degeneration took place with the decreased mechanical sensing in mandibular bone, which verified that the loss of mechanical force transmitted by masseter tendon could result in micrognathia. Furthermore, it appeared that the micrognathia resulting from the disrupted tenogenesis was attributed to the impaired osteogenic specification, instead of the differentiation in the periosteal progenitors. Our findings disclose a novel mechanism for mandibular morphogenesis, and shed light on the prevention and treatment for micrognathia.
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Osteogenesis
7.Thinking and prospect of TCM nursing talent cultivation
Runxi TIAN ; Kaiyue CUI ; Yajuan YANG ; Hailing GUO ; Yufang HAO ; Liping ZHENG ; Danjing ZHANG ; Ning GAO
Chinese Journal of Modern Nursing 2022;28(25):3361-3365
This paper summarizes the current situation and necessity of the training of traditional Chinese medicine (TCM) nursing specialists in China, as well as the existing achievements and existing problems, and puts forward the prospects and suggestions for the training of TCM nursing team, so as to strengthen the construction of TCM nursing culture, build a high-quality TCM nursing talent team, and promote the high-quality development of TCM nursing.
8.Impact of fear of disease progression on quality of life in kidney transplant recipients: the chain mediating effect of intrusive thinking and psychological distress
Tian ZHANG ; Hailing ZHANG ; Mengyuan CHENG ; Li YUAN ; Yueyan FANG ; Aiqin CHU
Chinese Journal of Modern Nursing 2021;27(10):1261-1267
Objective:To explore the chain mediating effect of intrusive thinking and psychological distress on the fear of disease progression and quality of life of kidney transplant recipients, with a view to providing scientific theoretical guidance for effective psychological interventions for kidney transplant recipients.Methods:This study is a cross-sectional study. Convenience sampling was used to select 312 kidney transplant recipients who were followed up in the Outpatient Clinic of the First Affiliated Hospital of University of Science and Technology of China from January to May 2019. Patients were investigated with the General Information Questionnaire, the Fear of Progression Questionnaire, the Impact of Events Scale-Revised Intrusion Subscale, Distress Thermometer and 12-Item Short-Form Health Survey Questionnaire. Mplus 8.3 was used to construct and verify multiple intermediary models.Results:A total of 296 kidney transplant recipients were included in this study. In quality of life, the mental health score was (49.58±8.97) , and the physical health score was (49.90±9.17) . Fear of disease progression, intrusive thinking and psychological distress were all negatively correlated with mental health and physical health of quality of life (the r values were -0.453 to -0.401, P<0.01) . The mediating effect of fear of disease progression on the quality of life was established. The total mediating effect value was -0.273, and the specific mediating effect of intrusive thinking accounted for 46.52%, and the specific mediating effect of psychological distress accounted for 41.76%. The chain mediating effect of intrusive thinking and psychological distress between fear of disease progression and quality of life accounted for 11.72%. Conclusions:The intrusive thinking and psychological distress of kidney transplant recipients are established as a chain mediation between the fear of disease progression and the quality of life. While paying attention to patients' fear of disease, clinical staff should pay attention to assessing patients' intrusive thinking and psychological distress, and take targeted measures to reduce the impact of fear of disease progression on the quality of life.
9.Clinical analysis of liver chemistries in children and adolescent with 2019-nCoV infection
Xiangshi WANG ; Jiehao CAI ; Mei ZENG ; He TIAN ; Hailing CHANG ; Yanling GE ; Jingjing LI ; Zhongqiu WEI ; Jianshe WANG
Chinese Journal of Hepatology 2021;29(1):41-45
Objective:To describe the clinical features of liver involvement in children and adolescent with 2019-nCoV infection.Methods:The clinical data of 77 hospitalized cases admitted to the Children’s Hospital of Fudan University were collected from January 19 to November 28, 2020. The characteristics and risk factors of abnormal liver chemistries in children with laboratory-confirmed 2019-nCoV infection were analyzed.Results:Of the 77 cases, 44 were male (57.1%) and 33 were female (42.9%), with a median age of 10 years. 27(35.1%) were asymptomatic, 28(36.4%) had mild illness, 22(28.6%)had non-severe pneumonia. Hydroxychloroquine was used in 7 cases. Of the 75 children without underlying diseases, alanine aminotransferase was elevated in 1 case (1.5%, during hydroxychloroquine therapy), aspartate aminotransferase was elevated in 7 cases (10.3%), alkaline phosphatase was elevated in 7 cases (28%), and total bilirubin, direct bilirubin, albumin, international normalized ratio were in normal range. There was no statistical difference between the pneumonia group and the non-pneumonia group in term of liver chemistries ( P > 0.05), same as between the elevated erythrocyte sedimentation rate group and the normal group. There was no aggravation of liver injury in the child with biliary atresia. The child with epilepsy showed no abnormal liver chemistries after infection. Conclusion:Children with 2019-nCoV infection had mild clinical symptoms with few cases of liver injury. The abnormal liver chemistries in children with COVID-19 infection may be related to the underlying disease and the use of antiviral drugs.
10.Research progress in application of cytokines for ionizing radiation injury treatment and its delivery methods
Xinxin TIAN ; Li WU ; Hailing ZHANG ; Jing YANG
International Journal of Biomedical Engineering 2021;44(2):133-138
Acute radiation syndrome (ARS) is a systemic disease caused by radiation exposure, which mainly includes damage to the hematopoietic system and intestinal tract. At present, the application of cytokines to repair hematopoiesis and restore the integrity of the intestinal mucosa is one of the clinical treatment. Cytokines related to hematopoietic system repair include granulocyte colony stimulating factor (G-CSF), granulocyte-macrophage colony stimulating factor (GM-CSF), thrombopoietin and interleukin-12 (IL-12). Meanwhile, the cytokines related to intestinal mucosal repair mainly are epidermal growth factor (EGF) and fibroblast growth factor 2 (FGF2). The application of cytokines can improve the survival of ARS, however, there are still some obstacles such as easily degraded and inactivated by enzymes, short half-life and high toxicity in vivo. In order to overcome these issues, there are numerous developing effective delivery systems were carried out, including nanoparticles, hydrogels and microspheres. All of the delivery systems implied obvious advantages in protecting cytokines from degradation, prolonging half-life and reducing system toxicity. In this paper, the research progress of the functions, mechanism and delivery systems of cytokines in ARS treatment in recent years was reviewed.

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