1.Effectiveness of Lianhua Qingwen Granule and Jingyin Gubiao Prescription in Omicron BA.2 Infection and Hospitalization: A Real-World Study of 56,244 Cases in Shanghai, China.
Yu-Jie ZHANG ; Guo-Jian LIU ; Han ZHANG ; Chen LIU ; Zhi-Qiang CHEN ; Ji-Shu XIAN ; Da-Li SONG ; Zhi LIU ; Xue YANG ; Ju WANG ; Zhe ZHANG ; Lu-Ying ZHANG ; Hua FENG ; Yan-Qi ZHANG ; Liang TAN
Chinese journal of integrative medicine 2025;31(1):11-18
OBJECTIVE:
To examine the effectiveness of Chinese medicine (CM) Lianhua Qingwen Granule (LHQW) and Jingyin Gubiao Prescription (JYGB) in asymptomatic or mild patients with Omicron infection in the shelter hospital.
METHODS:
This single-center retrospective cohort study was conducted in the largest shelter hospital in Shanghai, China, from April 10, 2022 to May 30, 2022. A total of 56,244 asymptomatic and mild Omicron cases were included and divided into 4 groups, i.e., non-administration group (23,702 cases), LHQW group (11,576 cases), JYGB group (12,112 cases), and dual combination of LHQW and JYGB group (8,854 cases). The length of stay (LOS) in the hospital was used to assess the effectiveness of LHQW and JYGB treatment on Omicron infection.
RESULTS:
Patients aged 41-60 years, with nadir threshold cycle (CT) value of N gene <25, or those fully vaccinated preferred to receive CM therapy. Before or after propensity score matching (PSM), the multiple linear regression showed that LHQW and JYGB treatment were independent influence factors of LOS (both P<0.001). After PSM, there were significant differences in LOS between the LHQW/JYGB combination and the other groups (P<0.01). The results of factorial design ANOVA proved that the LHQW/JYGB combination therapy synergistically shortened LOS (P=0.032).
CONCLUSIONS
Patients with a nadir CT value <25 were more likely to accept CM. The LHQW/JYGB combination therapy could shorten the LOS of Omicron-infected individuals in an isolated environment.
Humans
;
Drugs, Chinese Herbal/therapeutic use*
;
Male
;
Female
;
Middle Aged
;
Adult
;
China/epidemiology*
;
Hospitalization
;
COVID-19 Drug Treatment
;
COVID-19/epidemiology*
;
SARS-CoV-2
;
Retrospective Studies
;
Treatment Outcome
;
Length of Stay
;
Young Adult
;
Aged
2.Clinical study on the effect of glycosaminoglycans on vascular endothelial glycocalyx in sepsis.
Zewen TANG ; Liang GUO ; Zhuxian ZHANG ; Lei WANG ; Ju LIN ; Dongcheng LIANG ; Wei CAO ; Leqing LIN
Chinese Critical Care Medicine 2025;37(6):527-534
OBJECTIVE:
To explore the protective effect of glycosaminoglycans (GAG) on vascular endothelium in patients with sepsis.
METHODS:
A prospective study was conducted on adult patients with sepsis admitted to the intensive care unit (ICU) of Hangzhou Normal University Affiliated Hospital from December 2022 to December 2023. Patients were randomly divided into conventional treatment group and GAG intervention group. Both groups were treated according to the 2021 Surviving Sepsis Campaign Guidelines. The GAG intervention group was additionally treated with GAG (2 mL of sulodexide intramuscular injection once daily for 7 days) on the basis of conventional treatment. Venous blood was collected from patients at 0, 6, 24, 48, 72 hours and 7 days after enrollment to detect serum vascular endothelial glycocalyx [heparan sulfate (HS) and syndecan-1 (SDC-1)], inflammatory markers [C-reactive protein (CRP), procalcitonin (PCT), tumor necrosis factor-α (TNF-α), interleukin-6 (IL-6)], and coagulation markers [prothrombin time (PT), activated partial thromboplastin time (APTT), antithrombin-III (AT-III), fibrinogen (Fib), D-Dimer], and to perform acute physiology and chronic health evaluation II (APACHE II), sequential organ failure assessment (SOFA), and International Society on Thrombosis and Haemostasis (ISTH) scores. The prognosis of patients (length of hospital stay, ICU and 28-day mortality) was observed. The receiver operator characteristic curve (ROC curve) was drawn to evaluate the value of HS in predicting the prognosis of sepsis patients, and the correlation between endothelial glycocalyx degradation products and various clinical indicators was analyzed.
RESULTS:
A total of 50 adult patients with sepsis meeting the inclusion criteria were enrolled, with 25 in the conventional treatment group and 25 in the GAG intervention group. In terms of degradation products of endothelial glycocalyx, compared to baseline, both groups showed an increasing trend in HS and SDC-1 levels post-treatment. However, the GAG intervention group exhibited significantly lower HS levels at 72 hours and 7 days, as well as lower SDC-1 levels at 6, 24, 48, 72 hours and 7 days compared to the conventional group. Among the surviving patients, the HS levels at 72 hours and SDC-1 levels at 6 hours of treatment in the GAG intervention group were significantly reduced compared to the conventional treatment group. In terms of severity score, compared with before treatment, the GAG intervention group showed a significant decrease in APACHE II, SOFA, and ISTH scores after 7 days of treatment. The SOFA scores of the GAG intervention group after 48 hours and 7 days of treatment were significantly lower than those of the conventional treatment group. In terms of inflammatory indicators, compared with before treatment, the GAG intervention group showed a significant decrease in IL-6 levels after 48 hours of treatment. With the prolongation of treatment time, the CRP levels of both groups of patients showed a significant downward trend, and at 7 days of treatment, the CRP level in the GAG intervention group was significantly lower than that in the conventional treatment group. In terms of coagulation function, with prolonged treatment time, PT and APTT of both groups of patients showed an increasing trend, while Fib showed a decreasing trend. The GAG intervention group showed a significant prolongation of PT after 72 hours of treatment compared to the conventional treatment group. In terms of prognosis, there were no statistically significant differences in ICU and 28-day mortality rates between the two groups. The GAG intervention group had significantly shorter hospital stays than the conventional treatment group. ROC curve analysis showed that HS, CRP, APTT, IL-6, APACHE II, SOFA, and ISTH scores were predictive factors for the prognosis of sepsis patients (all P < 0.05). Compared to a single indicator, the combined detection of multiple indicators has a higher value in predicting the prognosis of sepsis patients [area under the curve (AUC) = 0.911, 95% confidence interval (95%CI) was 0.817-1.000], with a sensitivity of 76.9% and a specificity of 91.9%. Correlation analysis showed that HS was significantly negatively correlated with Fib, PT, TNF-α, IL-6, and PCT (r values were -0.338, -0.396, -0.288, -0.319, and -0.340, all P < 0.05), while HS was significantly positively correlated with D-Dimer and CRP (r values were 0.347 and 0.354, both P < 0.05); SDC-1 was significantly negatively correlated with Fib, PT, APTT, TNF-α, IL-6, and ISTH scores (r values were -0.314, -0.294, -0.408, -0.353, -0.289, -0.287, all P < 0.05).
CONCLUSIONS
Early glycocalyx degradation can occur in sepsis patients. GAG have a protective effect on,the vascular endothelium, reducing the severity of sepsis and providing organ protection. HS, CRP, APTT, IL-6, APACHE II score, SOFA score, and ISTH score are independent predictive factors for the prognosis of sepsis patients. The combination of HS and the above indicators can significantly improve the accuracy of prediction.
Humans
;
Sepsis/blood*
;
Glycocalyx/drug effects*
;
Glycosaminoglycans/pharmacology*
;
Prospective Studies
;
Endothelium, Vascular/metabolism*
;
Syndecan-1/blood*
;
Male
;
Female
;
C-Reactive Protein/metabolism*
;
Interleukin-6/blood*
;
Heparitin Sulfate/blood*
;
Middle Aged
;
Adult
;
Tumor Necrosis Factor-alpha/blood*
;
Procalcitonin/blood*
3.Expert consensus on clinical randomized controlled trial design and evaluation methods for bone grafting or substitute materials in alveolar bone defects.
Xiaoyu LIAO ; Yang XUE ; Xueni ZHENG ; Enbo WANG ; Jian PAN ; Duohong ZOU ; Jihong ZHAO ; Bing HAN ; Changkui LIU ; Hong HUA ; Xinhua LIANG ; Shuhuan SHANG ; Wenmei WANG ; Shuibing LIU ; Hu WANG ; Pei WANG ; Bin FENG ; Jia JU ; Linlin ZHANG ; Kaijin HU
West China Journal of Stomatology 2025;43(5):613-619
Bone grafting is a primary method for treating bone defects. Among various graft materials, xenogeneic bone substitutes are widely used in clinical practice due to their abundant sources, convenient processing and storage, and avoidance of secondary surgeries. With the advancement of domestic production and the limitations of imported products, an increasing number of bone filling or grafting substitute materials isentering clinical trials. Relevant experts have drafted this consensus to enhance the management of medical device clinical trials, protect the rights of participants, and ensure the scientific and effective execution of trials. It summarizes clinical experience in aspects, such as design principles, participant inclusion/exclusion criteria, observation periods, efficacy evaluation metrics, safety assessment indicators, and quality control, to provide guidance for professionals in the field.
Humans
;
Bone Substitutes/therapeutic use*
;
Randomized Controlled Trials as Topic/methods*
;
Consensus
;
Bone Transplantation
;
Research Design
4.The factors affecting pathological complete response of triple negative breast cancer patients after neoadjuvant chemotherapy and the construction of related model
Liu YANG ; Fu-Qing JI ; Ming-Kun ZHANG ; Zhe WANG ; Ju-Liang ZHANG
Medical Journal of Chinese People's Liberation Army 2024;49(8):855-860
Objective To analyze the factors affecting pathological complete response(pCR)of triple-negative breast cancer(TNBC)patients after neoadjuvant chemotherapy,and construct a nomogram to forecast the pCR rate.Methods The clinical and pathological data of 348 TNBC patients who received neoadjuvant chemotherapy in the Air Force Medical University-Affiliated Xijing Hospital from May 2018 to May 2021 were collected and set as modeling set.The clinical and pathological data of 69 TNBC patients who received neoadjuvant chemotherapy in the Xi'an No.3 Hospital from May 2018 to May 2021 were collected and set as validation set.The clinical and pathological characteristics were compared between the modeling set and the validation set.In the modeling set,the independent risk factors of pCR in TNBC patients after neoadjuvant chemotherapy were screened by LASSO regression model analysis,and the nomogram model was constructed.Internal validation of the model was conducted using Bootstrap method,and the discrimination of the model was assessed by receiver operating characteristic(ROC)curve.The accuracy of the model was evaluated by the calibration curve and the clinical benefits and application value of the model were evaluated by clinical decision curve analysis(DCA).Results There were significant differences in surgical method and T stage between the patients in modeling set and validation set(P<0.05).The results of analysis of LASSO regression model showed that T stage,N stage,the use of platinum drugs and clinical efficacy evaluation were independent risk factors of pCR in TNBC patients after neoadjuvant chemotherapy(P<0.05).Based on the above variables,the nomogram models were constructed.In modeling set,area under curve(AUC)was 0.811(95%CI 0.763-0.859);in validation set,AUC was 0.801(95%CI 0.727-0.928).The Bootstrap method showed the C-index for internal validation was 0.79,indicating the model has good discrimination in both the modeling and validation sets.The calibration curve analysis showed that model predicted pCR rates had a good consistency with the actual observed values,and the DCA showed that model can bring clinical benefit.Conclusion The nomogram can accurately predict the pCR rates of TNBC patients after neoadjuvant chemotherapy and provide scientific basis for clinical diagnosis and treatment.
5.Exploration of the Effect of Guhuaisi Kangfu Pills on Neovascularisation of Steroid-Induced Osteonecrosis of the Femoral Head in Rats Based on Gene Expression of VEGF/PI3K/Akt Pathway
Wen-Xi LI ; Liang-Yu TIAN ; Jin ZHANG ; Cai-Hong SHEN ; Zhi-Min YANG ; Xiao-Yan FENG ; Jia-Qiao GUO ; Yu-Ju CAO
Journal of Guangzhou University of Traditional Chinese Medicine 2024;41(8):2127-2135
Objective To observe the therapeutic effect and mechanism of Guhuaisi Kangfu Pills on rats with steroid-induced osteonecrosis of the femoral head(SONFH).Methods Sixty rats were randomly divided into blank group,model group,Xianling Gubao Capsules group and Guhuaisi Kangfu Pills low-,medium-and high-dose groups,10 rats in each group.Except for the blank group,the SONFH model was established by lipopolysaccharide combined with Glucocorticoid induction method in all other groups of rats.At the end of the intervention,for the femoral head,blood vessel radiography was performed to observe the microvascular changes in the bone marrow,and hematoxylin-eosin(HE)staining and calculation of the empty bone trap rate,Micro-CT scanning analysis,and compression experiments were carried out,and the real-time quantitative polymerase chain reaction(RT-qPCR)was used to detect the gene expressions of phosphatidylinositol 3-kinase(PI3K),protein kinase B(Akt)1,vascular endothelial growth factor(VEGF)and platelet endothelial cell adhesion molecule 1(CD31)in whole blood.Results Compared with the blank group,the blood supply in the femoral head medullary cavity of the model group was poor,the empty bone lacuna rate was increased(P<0.05),the bone mineral density and bone volume fraction were significantly decreased(P<0.05),the maximum load and elastic modulus of the femoral head were decreased(P<0.05),and the mRNA expression levels of Akt1,PI3K,VEGF and CD31 in whole blood were decreased(P<0.05).Compared with the model group,the blood supply in the femoral head medullary cavity was relatively good,the empty bone lacuna rate was decreased(P<0.05),the bone mineral density,bone volume fraction,trabecular number and trabecular thickness were significantly increased(P<0.05),the trabecular separation was significantly decreased(P<0.05),the maximum load and elastic modulus of the femoral head were increased(P<0.05),and the mRNA expression levels of Akt1,PI3K,VEGF and CD31 in the whole blood were increased(P<0.05)in the high-dose group of Guhuaisi Kangfu Pills and Xianling Gubao Capsules group.There was no significant difference in the above indexes between the high-dose group of Guhuaisi Kangfu Pills and the Xianling Gubao Capsules group(P>0.05).Conclusion Guhuaisi Kangfu Pills improves SONFH in rats,and its mechanism is related to the promotion of VEGF/PI3K/Akt pathway gene expression,thereby promoting angiogenesis.
6.Construction and application of the project approval evaluation system for traditional Chinese medicine prepara-tion in medical institutions
Xiaoyu JU ; Liang ZHAO ; Yue ZHAO ; He TANG ; Jingyi ZHANG ; Junxue LI ; Yurun XUE ; Shengjiang GUAN ; Jie CHENG
China Pharmacy 2024;35(10):1168-1173
OBJECTIVE To establish the project approval evaluation system for traditional Chinese medicine (TCM) preparations in medical institutions guided by new drug conversion, to improve the success rate of approval for TCM preparations in medical institutions and lay the foundation for the later drug conversion. METHODS Research and development team used the literature research method and brainstorming method to list and organize relevant elements of project evaluation and determine the initial indicator system. Experts were consulted using the Delphi method to confirm the evaluation index. The weights were calculated based on the proportion of importance scores for each indicator and assigned specific scores to each item. The indicator system was used to evaluate 31 TCM preparations applied for filing by various departments of our hospital from April to July 2023. RESULTS After two rounds of 17 experts’ consultation, the final TCM preparation system included five primary indicators, i.e. theoretical basis, clinical research foundation, pharmaceutical foundation, prescription, and clinical value, as well as 17 secondary indicators including prescription source, traditional Chinese medicine theory, clinical positioning and so on. Human experience was considered as the item which would be rejected as one vote. Based on the above indicator system, our hospital further improved the filing and project approval process for TCM preparations in medical institutions. Among the 31 TCM preparations applied for filing by various departments from April to July 2023, 8 TCM preparations with a score ≥65 were selected for development. CONCLUSIONS The evaluation system is objective, comprehensive, and highly operable. It is suitable for the selection of TCM preparations in medical institutions before research and development.
7.Staphylococcus epidermidis phylotypes in hair follicles in skin lesions of patients with moderate acne vulgaris: a preliminary study
Jiaqi LI ; Mengchen LIANG ; Xinyi WU ; Qiujing ZHANG ; Sitong LI ; Xiaohui MO ; Qiang JU
Chinese Journal of Dermatology 2024;57(4):295-301
Objective:To compare the phylotypes of Staphylococcus epidermidis (SE) in skin lesions of acne vulgaris patients versus hair follicles of healthy people, and to analyze their roles in the pathogenesis of acne vulgaris. Methods:A cross-sectional study was conducted from August 2022 to August 2023. Patients with moderate acne vulgaris, as well as healthy volunteers, were enrolled from the Department of Dermatology, Renji Hospital, School of Medicine, Shanghai Jiaotong University. SE strains were isolated from the pustules of acne vulgaris patients and hair follicles of healthy volunteers. Housekeeping genes were amplified by PCR. Sequencing and multilocus sequence typing were performed to compare the phylotypes and genetic relationships of strains from different sources.Results:The acne group consisted of 28 patients (10 males and 18 females) with the age being 22.6 ± 2.6 years, while the healthy group consisted of 19 volunteers (7 males and 12 females) with the age being 22.4 ± 0.96 years. There were no significant differences in age or gender ratio between the two groups (both P > 0.05). The positive rates of SE in the samples of the acne group and the healthy group were 60.71% (17/28) and 73.68% (14/19), respectively, with no significant difference between the two groups ( P = 0.53). The 144 SE strains from the healthy group could be divided into 10 sequence types (STs), and the most common ST was ST35 (8 cases), followed by ST73 (4 cases), ST193 (2 cases), ST59 (2 cases) and ST540 (2 cases) ; 190 SE strains from the acne group could be divided into 16 STs, and the most common STs were ST59 (6 cases) and ST73 (6 cases), followed by ST802 (3 cases), ST130 (3 cases) and ST35 (2 cases). The positive rate of ST35 was significantly lower in the acne group than in the healthy group ( P = 0.018), while there were no significant differences in the positive rates of other STs between the two groups (all P > 0.05). The evolutionary tree analysis showed that the SE strains were mainly distributed in 3 branches. Most of the SE strains from the healthy group belonged to clade A. The proportion of SE strains in clade A ( M[ Q]) was significantly lower in the acne group (25% [85%]) than in the healthy group (100% [33.33%], P = 0.025), while the proportion of SE strains in clade B was significantly higher in the acne group (14.29% [89.17%]) than in the healthy group (0[0], U = 62, P = 0.010), and there was no significant difference in the proportion of SE strains in clade D between the acne group (0 [57.14%]) and healthy group (0[4.17%], P = 0.420) . Conclusion:The phylotypes of SE strains differed between acne vulgaris patients and healthy controls, possibly associated with the occurrence and development of acne vulgaris.
8.Ischemia-free liver transplantation improves the prognosis of recipients using functionally marginal liver grafts
Shuai WANG ; Xiaohong LIN ; Yunhua TANG ; Yichen LIANG ; Min ZHANG ; Zhonghao XIE ; Yiwen GUO ; Yuqi DONG ; Qiang ZHAO ; Zhiyong GUO ; Dongping WANG ; Xiaoshun HE ; Weiqiang JU ; Maogen CHEN
Clinical and Molecular Hepatology 2024;30(3):421-435
Background/Aims:
The shortage of donor liver hinders the development of liver transplantation. This study aimed to clarify the poor outcomes of functionally marginal liver grafts (FMLs) and provide evidence for the improvement of ischemia-free liver transplantation (IFLT) after FML transplantation.
Methods:
Propensity score matching was used to control for confounding factors. The outcomes of the control group and FML group were compared to demonstrate the negative impact of FMLs on liver transplantation patients. We compared the clinical improvements of the different surgical types. To elucidate the underlying mechanism, we conducted bioinformatic analysis based on transcriptome and single-cell profiles.
Results:
FMLs had a significantly greater hazard ratio (HR: 1.969, P=0.018) than did other marginal livers. A worse 90-day survival (Mortality: 12.3% vs. 5.0%, P=0.007) was observed in patients who underwent FML transplantation. Patients who received FMLs had a significant improvement in overall survival after IFLT (Mortality: 10.4% vs 31.3%, P=0.006). Pyroptosis and inflammation were inhibited in patients who underwent IFLT. The infiltration of natural killer cells was lower in liver grafts from these patients. Bulk transcriptome profiles revealed a positive relationship between IL-32 and Caspase 1 (R=0.73, P=0.01) and between IL-32 and Gasdermin D (R=0.84, P=0.0012).
Conclusions
FML is a more important negative prognostic parameter than other marginal liver parameters. IFLT might ameliorate liver injury in FMLs by inhibiting the infiltration of NK cells, consequently leading to the abortion of IL-32, which drives pyroptosis in monocytes and macrophages.
9.Construction of Panax ginseng root yeast library and screening of interacting proteins of PgD14 and Pgpht2-1.
Hao LIANG ; Hai SUN ; Cai SHAO ; Bo-Chen LYU ; Wei-Yu CAO ; Hong-Ju LONG ; Ya-Yu ZHANG
China Journal of Chinese Materia Medica 2024;49(22):6107-6118
To construct a high-quality Panax ginseng cDNA library, transcription factors binding to the P. ginseng PgD14 gene promoter were screened by yeast one-hybrid, and proteins interacting with the P. ginseng Pgpht2-1 gene-encoded protein were screened by yeast two-hybrid. In this study, root tissues of P. ginseng were used as materials. Gateway technology was used to construct the P. ginseng yeast one-hybrid library, and duplex-specific nuclease(DSN) homogenization technology was used to construct the P. ginseng yeast two-hybrid library. The pAbAi-PgD14-Pro961 vector was used as bait to screen candidate transcription factors that might bind to the PgD14 gene promoter from the yeast one-hybrid library, and the pGBKT7-Pgpht2-1 vector was used as bait to screen candidate proteins that might interact with the Pgpht2-1 gene-encoded protein from the yeast two-hybrid library. The yeast one-hybrid library had a size of 1.20×10~7 CFU, a recombination rate of 100%, and an average inserted fragment length of more than 1 000 bp. The yeast two-hybrid library had a size of 1.832×10~5 CFU, a recombination rate of 100%, and an average inserted fragment length of about 1 000 bp. The recombinant vectors pAbAi-PgD14-Pro961 and pGBKT7-Pgpht2-1 were transformed into Y1HGold and AH109 strains, respectively, and interacting proteins were screened by yeast one-hybrid and yeast two-hybrid. As a result, 54 transcription factors that could bind to the PgD14 gene promoter of P. ginseng and 42 proteins that may interact with the protein encoded by the Pgpht2-1 gene were identified. This study successfully constructed the P. ginseng yeast one-hybrid and yeast two-hybrid cDNA libraries, laying a foundation for subsequent studies on the functions of the P. ginseng PgD14, Pgpht2-1, and other genes.
Panax/metabolism*
;
Two-Hybrid System Techniques
;
Plant Proteins/metabolism*
;
Gene Library
;
Plant Roots/chemistry*
;
Protein Binding
;
Transcription Factors/metabolism*
;
Promoter Regions, Genetic
10.Using machine learning algorithm to predict the risk of post-traumatic stress disorder among firefighters in Changsha.
Aoqian DENG ; Yanyi YANG ; Yunjing LI ; Mei HUANG ; Liang LI ; Yimei LU ; Wentao CHEN ; Rui YUAN ; Yumeng JU ; Bangshan LIU ; Yan ZHANG
Journal of Central South University(Medical Sciences) 2023;48(1):84-91
OBJECTIVES:
Firefighters are prone to suffer from psychological trauma and post-traumatic stress disorder (PTSD) in the workplace, and have a poor prognosis after PTSD. Reliable models for predicting PTSD allow for effective identification and intervention for patients with early PTSD. By collecting the psychological traits, psychological states and work situations of firefighters, this study aims to develop a machine learning algorithm with the aim of effectively and accurately identifying the onset of PTSD in firefighters, as well as detecting some important predictors of PTSD onset.
METHODS:
This study conducted a cross-sectional survey through convenient sampling of firefighters from 20 fire brigades in Changsha, which were evenly distributed across 6 districts and Changsha County, with a total of 628 firefighters. We used the synthetic minority oversampling technique (SMOTE) to process data sets and used grid search to finish the parameter tuning. The predictive capability of several commonly used machine learning models was compared by 5-fold cross-validation and using the area under the receiver operating characteristic curve (ROC-AUC), accuracy, precision, recall, and F1 score.
RESULTS:
The random forest model achieved good performance in predicting PTSD with an average AUC score at 0.790. The mean accuracy of the model was 90.1%, with an F1 score of 0.945. The three most important predictors were perseverance, forced thinking, and reflective deep thinking, with weights of 0.165, 0.158, and 0.152, respectively. The next most important predictors were employment time, psychological power, and optimism.
CONCLUSIONS
PTSD onset prediction model for Changsha firefighters constructed by random forest has strong predictive ability, and both psychological characteristics and work situation can be used as predictors of PTSD onset risk for firefighters. In the next step of the study, validation using other large datasets is needed to ensure that the predictive models can be used in clinical setting.
Humans
;
Stress Disorders, Post-Traumatic/diagnosis*
;
Firefighters/psychology*
;
Cross-Sectional Studies
;
Algorithms
;
Machine Learning

Result Analysis
Print
Save
E-mail