1.Impact of future-oriented coping on depression among medical staff: A chain mediation model involving psychological resilience and perceived stress.
Minghui LIU ; Xinyu CHEN ; Qing LU ; Daifeng DONG ; Yi ZHANG ; Muli HU ; Na YAO
Journal of Central South University(Medical Sciences) 2025;50(2):281-289
OBJECTIVES:
Depression is a common negative emotion that can significantly impact physical and mental health. Due to their occupational characteristics, medical staff are more susceptible to depression compared to the general population. This study aims to explore the influence of future-oriented coping on depression among medical staff and the mediating roles of psychological resilience and perceived stress, providing theoretical guidance for depression intervention strategies in this group.
METHODS:
A cross-sectional survey was conducted among medical staff at a tertiary hospital using convenience sampling. Data were collected via the "Wenjuanxing" platform. A total of 754 questionnaires were distributed; after excluding invalid responses (e.g., duplicate IPs or insufficient completion time), 655 valid questionnaires were retained (valid response rate: 86.87%). Instruments included a demographic questionnaire, the Future-Oriented Coping Scale, the Connor-Davidson Resilience Scale, the Perceived Stress Scale, and the Self-Rating Depression Scale. All scales demonstrated high internal consistency (Cronbach's α>0.88) and validity. SPSS 27.0 was used for descriptive analysis, and PROCESS macro (Model 6) was used to test the chain mediation model. Harman's one-factor test was applied to control for common method bias.
RESULTS:
Descriptive analyses showed that future-oriented coping was positively correlated with psychological resilience and negatively correlated with perceived stress and depression. Mediation analysis revealed that future-oriented coping significantly predicted lower depression levels among medical staff (β=-0.283, P<0.001). Psychological resilience partially mediated the relationship (effect size=-0.329, accounting for 34.13% of the total effect), as did perceived stress (effect size=-0.099, 10.27%). A significant chain mediation path was identified: "future-oriented coping → psychological resilience → perceived stress → depression" (effect size=-0.253, 26.24%). The total indirect effect accounted for 70.64% of the overall effect, highlighting the substantial role of the mediating pathways.
CONCLUSIONS
Future-oriented coping can reduce depressive symptoms in medical staff, with psychological resilience and perceived stress serving as key mediators in a chain structure. These findings suggest that enhancing future-oriented coping strategies and psychological resilience may improve stress adaptation and reduce depression levels in this population.
Humans
;
Adaptation, Psychological
;
Resilience, Psychological
;
Cross-Sectional Studies
;
Depression/psychology*
;
Surveys and Questionnaires
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Stress, Psychological/psychology*
;
Male
;
Female
;
Adult
;
Middle Aged
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Medical Staff/psychology*
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Occupational Stress/psychology*
2.Research on the Algorithm of Mining Information of Traditional Chinese Herb System Biology Based on Graph Neural Net-work
Daifeng ZHANG ; Guoqiang BIAN ; Jiayi HE ; Jiadong XIE ; Chenjun HU ; Kongfa HU
Journal of Nanjing University of Traditional Chinese Medicine 2025;41(4):483-493
OBJECTIVE To provide help for further exploring the mechanism of action of traditional Chinese herb by constructing a complex network of traditional Chinese herb-gene-protein,optimizing the mining method of potential associated genes of traditional Chinese herb and improving the mining efficiency of traditional Chinese herb system biology information.METHODS A graph neural network model HERBGAT with an attention mechanism was proposed.A small amount of traditional Chinese herb-related gene data in the public data platform was used as input,and deep mining was performed in the traditional Chinese herb-gene-protein complex net-work to output potential traditional Chinese herb-related genes.The prediction results were analyzed by disease association analysis and KEGG signaling pathway analysis on the bioinformatics platform to clarify their mechanism of action,and the prediction results were verified by the literature retrieval platform.RESULTS The training results showed that the average prediction accuracy of the HERB-GAT model could reach 94%.Compared with the other two advanced complex network mining methods,HERBGAT showed better per-formance in the three indicators of ACC,AUC and AUPR.In the literature verification stage,the model prediction results were verified by TCM clinical literature and modern pharmacology literature,showing the good effect of HERBGAT in practical application.At the end of this paper,taking the HERBGAT model and the improved EMOGI model to explore the mechanism of action of Pinellia ternata in treating lung cancer as an example,199 potential associated genes of Pinellia ternata in treating lung cancer were found,and these potential associated genes were preliminarily analyzed and discussed with the help of bioinformatics methods.CONCLUSION The HERBGAT model can effectively mine potential traditional Chinese herb-associated genes,improve the mining efficiency of traditional Chinese herb-gene-protein complex networks,provide new ideas and references for the optimization of traditional Chinese herb system biology information mining methods,and provide data basis and experimental direction for exploring the mechanism of action of tradi-tional Chinese herb.
3.Research on the Algorithm of Mining Information of Traditional Chinese Herb System Biology Based on Graph Neural Net-work
Daifeng ZHANG ; Guoqiang BIAN ; Jiayi HE ; Jiadong XIE ; Chenjun HU ; Kongfa HU
Journal of Nanjing University of Traditional Chinese Medicine 2025;41(4):483-493
OBJECTIVE To provide help for further exploring the mechanism of action of traditional Chinese herb by constructing a complex network of traditional Chinese herb-gene-protein,optimizing the mining method of potential associated genes of traditional Chinese herb and improving the mining efficiency of traditional Chinese herb system biology information.METHODS A graph neural network model HERBGAT with an attention mechanism was proposed.A small amount of traditional Chinese herb-related gene data in the public data platform was used as input,and deep mining was performed in the traditional Chinese herb-gene-protein complex net-work to output potential traditional Chinese herb-related genes.The prediction results were analyzed by disease association analysis and KEGG signaling pathway analysis on the bioinformatics platform to clarify their mechanism of action,and the prediction results were verified by the literature retrieval platform.RESULTS The training results showed that the average prediction accuracy of the HERB-GAT model could reach 94%.Compared with the other two advanced complex network mining methods,HERBGAT showed better per-formance in the three indicators of ACC,AUC and AUPR.In the literature verification stage,the model prediction results were verified by TCM clinical literature and modern pharmacology literature,showing the good effect of HERBGAT in practical application.At the end of this paper,taking the HERBGAT model and the improved EMOGI model to explore the mechanism of action of Pinellia ternata in treating lung cancer as an example,199 potential associated genes of Pinellia ternata in treating lung cancer were found,and these potential associated genes were preliminarily analyzed and discussed with the help of bioinformatics methods.CONCLUSION The HERBGAT model can effectively mine potential traditional Chinese herb-associated genes,improve the mining efficiency of traditional Chinese herb-gene-protein complex networks,provide new ideas and references for the optimization of traditional Chinese herb system biology information mining methods,and provide data basis and experimental direction for exploring the mechanism of action of tradi-tional Chinese herb.
4.Application and Prospect of Network Pharmacology in the Field of Traditional Chinese Medicine
Daifeng ZHANG ; Chenjun HU ; Kongfa HU
Journal of Medical Informatics 2024;45(6):30-36,56
Purpose/Significance To summarize the research results of network pharmacology in traditional Chinese medicine(TCM)in recent years,and to propose a large-scale biomedical data analysis method in the era of artificial intelligence(AI),so as to provide ideas and references for the development trend and future application of network pharmacology in TCM.Method/Process Based on literature analysis,the research process of network pharmacology and its research progress in the material basis of TCM efficacy,mechanism of TCM efficacy and analysis of molecular mechanism of disease are reviewed.The application and trend of AI represented by graph neural network in TCM network pharmacology are discussed.Result/Conclusion The graph neural network is introduced into the research of TCM network pharmacology,and the AI model is used to further enrich the research methods of network pharmacology,ana-lyze the mechanism of TCM in depth,and provide technical support for the construction of modern TCM basic theoretical system.
5.Analysis of brain network activations patterns and gender differences in depressed patients under psychosocial stress
Daifeng DONG ; Xiaocui ZHANG ; Chuting LI ; Chang CHENG ; Xiaoqiang SUN ; Ge XIONG ; Shuqiao YAO
Chinese Journal of Psychiatry 2024;57(5):282-289
Objective:To investigate the activation patterns of the default mode network (DMN), executive central network (ECN), salience network (SN), and frontoparietal network (FPN) in depressed patients under psychosocial stress processing, and the gender differences.Methods:A prospective study was conducted to collect clinical data, behavior data, and functional magnetic resonance imaging (fMRI) data under psychosocial stress tasks from first-episode, unmedicated depressed patients (depression group,124 cases) who visited the outpatient department of the Second Xiangya Hospital of Central South University from July 2017 to September 2019, including 48 males, aged ( M ( Q1, Q3)) 25 (21, 28) years, and 76 females, aged 26(19, 31) years. At the same period, behavioral data and fMRI data under psychosocial stress tasks were prospectively collected from healthy controls (control group,243 cases) from universities and communities in Changsha, including 106 males, aged 21(19, 21) years, and 137 females, aged 21(20, 21) years. Independent component analysis was used to detect the DMN, ECN, SN, and FPN activation values in each group under psychosocial stress tasks. Repeated measures ANOVA was used to detect the between-group differences in the activation values of the networks of interest. Results:Compared with the healthy control group, the depression group exhibited significantly reduced activation of the SN under stress tasks (activation value: 0.01±0.01vs 0.03±0.01; F=6.50, P=0.011). The brain activation pattern of the FPN showed a significant diagnostic and gender interaction effect ( F=4.30, P=0.039). Simple effect analysis revealed that only the female depression group exhibited significantly reduced negative activation of the FPN under stress tasks compared with the corresponding gender healthy control group (activation value:-0.42±0.06 vs -0.62±0.05; PBonferroni-corrected=0.015, 95%CI=0.038-0.352). Conclusion:Depressed patients exhibit gender-consistent and gender-specific brain network activity patterns during stress processing.
6.Analysis of brain network activations patterns and gender differences in depressed patients under psychosocial stress
Daifeng DONG ; Xiaocui ZHANG ; Chuting LI ; Chang CHENG ; Xiaoqiang SUN ; Ge XIONG ; Shuqiao YAO
Chinese Journal of Psychiatry 2024;57(5):282-289
Objective:To investigate the activation patterns of the default mode network (DMN), executive central network (ECN), salience network (SN), and frontoparietal network (FPN) in depressed patients under psychosocial stress processing, and the gender differences.Methods:A prospective study was conducted to collect clinical data, behavior data, and functional magnetic resonance imaging (fMRI) data under psychosocial stress tasks from first-episode, unmedicated depressed patients (depression group,124 cases) who visited the outpatient department of the Second Xiangya Hospital of Central South University from July 2017 to September 2019, including 48 males, aged ( M ( Q1, Q3)) 25 (21, 28) years, and 76 females, aged 26(19, 31) years. At the same period, behavioral data and fMRI data under psychosocial stress tasks were prospectively collected from healthy controls (control group,243 cases) from universities and communities in Changsha, including 106 males, aged 21(19, 21) years, and 137 females, aged 21(20, 21) years. Independent component analysis was used to detect the DMN, ECN, SN, and FPN activation values in each group under psychosocial stress tasks. Repeated measures ANOVA was used to detect the between-group differences in the activation values of the networks of interest. Results:Compared with the healthy control group, the depression group exhibited significantly reduced activation of the SN under stress tasks (activation value: 0.01±0.01vs 0.03±0.01; F=6.50, P=0.011). The brain activation pattern of the FPN showed a significant diagnostic and gender interaction effect ( F=4.30, P=0.039). Simple effect analysis revealed that only the female depression group exhibited significantly reduced negative activation of the FPN under stress tasks compared with the corresponding gender healthy control group (activation value:-0.42±0.06 vs -0.62±0.05; PBonferroni-corrected=0.015, 95%CI=0.038-0.352). Conclusion:Depressed patients exhibit gender-consistent and gender-specific brain network activity patterns during stress processing.
7.Effect of oxytocin on empathy in male adolescents with conduct disorder
Qingsen MING ; Jing ZHANG ; Chang CHENG ; Daifeng DONG ; Xiaoqiang SUN ; Wen CHEN ; Shuqiao YAO
Chinese Journal of Behavioral Medicine and Brain Science 2021;30(10):887-891
Objective:To investigate the effect of intranasal oxytocin administration on empathy in male adolescents with conduct disorder.Methods:The male adolescents with conduct disorder in the Psychological Counseling Clinic of the Second Xiangya Hospital of Central South University from September 2015 to August 2016 were selected.And they were randomly assigned to oxytocin group ( n=46) and placebo group ( n=51) by random number table. Subjects in oxytocin group were given nasal spray of 24 IU oxytocin twice per day for two weeks, while those in placebo group were given nasal spray of 0.9% sodium chloride solution for two weeks. The empathy of patients was assessed with a pain-related empathy task and interpersonal reactivity index (IRI) before and after two weeks′ administration. SPSS 20.0 software was used for statistical analysis, and repeated measurement analysis of variance was used to compare the empathy ability of the two groups before and after intervention. Results:Repeated measurement analysis of variance showed that there were significant time×group interaction effects in the scores of painful expressions during the pain-related empathy task ( F=13.86, P<0.001), IRI ( F=5.59, P=0.020) and empathic concern subscale ( F=4.99, P=0.028). There was significant between-group effect in the score of perspective-taking subscale of IRI( F=4.22, P=0.043). Simple effect analysis revealed that after two weeks of intervention, the score of needle-pain expression in oxytocin group was significantly higher than that at baseline ( t=-2.08, P=0.040). And the score of needle-pain expression in oxytocin group was significantly higher than that in placebo group ( t=2.33, P=0.022). After two weeks of intervention, the total IRI score ( t=-2.58, P=0.011) and empathy factor score ( t=-3.15, P=0.002) of oxytocin group were both higher than those at baseline. After intervention, the total IRI score ( t=2.30, P=0.024) and perspective-taking factor score ( t=2.57, P=0.012) in oxytocin group were higher than those in placebo group, and the differences were statistically significant. Conclusions:Oxytocin may improve the cognitive and emotional empathy in male adolescents with conduct disorder.
8.Retrospective analysis of 2 997 inpatients with skin and soft tissue injuries
Yi YANG ; Wanli CHU ; Guang FENG ; Haijun ZHANG ; Daifeng HAO
Chinese Journal of Burns 2020;36(9):821-829
Objective:To analyze the epidemiological characteristics and the related information on the diagnosis and treatment of inpatients with skin and soft tissue injuries.Methods:The medical records of inpatients with skin and soft tissue injuries who were admitted to the Fourth Medical Center of PLA General Hospital (hereinafter referred to as the author′s unit) from January 1, 2014 to December 31, 2018, conforming to the study criteria, were retrospectively analyzed. The indexes included inpatients′gender, age, wound course, underlying disease, wound type, wound site, and wound microbiological culture result, methods and outcome of treatment, type of medical payment, hospital day, and hospitalization cost. Data were statistically analyzed with Mann-Whitney U test, Kruskal-Wallis H test, and chi-square test. Results:(1) A total of 2 997 inpatients, conforming to the study criteria, were admitted to the author′s unit during the 5 years. There were 1 803 (60.16%) males and 1 194 (39.84%) females. The distribution of gender of patients showed significant differences during the 5 years ( χ2=13.203, P<0.05). The age of female patients was significantly older than that of male patients ( Z=-6.387, P<0.01). There were 882 (29.43%) patients with acute wounds and 2 115 (70.57%) patients with chronic wounds. The distribution of acute wounds and chronic wounds of patients showed significant differences during the 5 years ( χ2=66.806, P<0.01). The age of patients with chronic wounds was significantly older than that of patients with acute wounds ( Z=-12.582, P<0.01). A total of 1 910 patients (3 847 cases) were complicated with underlying diseases. The common underlying diseases orderly were diabetes 1 151 (29.92%) cases, hypertension 884 (22.98%) cases, coro-nary atherosclerotic heart disease 414 (10.76%) cases, old cerebral infarction 258 (6.71%) cases, and paraplegia 258 (6.71%) cases. More patients with chronic wounds were complicated with various underlying diseases compared with patients with acute wounds ( χ2=130.649, P<0.01). (2) The common types of wounds were postoperative non-healing wounds, burn wounds, diabetic foot ulcers, pressure ulcers, and skin and soft tissue infection. The distribution of types of wounds showed significant differences during the 5 years ( χ2=342.265, P<0.01). There were 3 957 wounds. The common wound sites were feet, legs, chests, and so on. A total of 976 patients underwent microbiological examination. The results of 719 (73.67%) patients were positive and 257 (26.33%) patients were negative. The positive rate of wound microbiological culture of patients with chronic wounds was significantly higher than that of patients with acute wounds ( χ2=33.981, P<0.01). Among the patients with acute wounds, 111 patients (72.08%) were simply infected, 43 (27.92%) patients were mixed infected. Among the patients with chronic wounds, 364 (64.42%) patients were simply infected, and 201 (35.58%) patients were mixed infected. A total of 1 010 strains of pathogenic bacteria were detected in 719 patients, including 447 (44.26%) Gram-positive bacteria, 548 (54.26%) Gram-negative bacteria, and 15 (1.48%) fungi. There was a significant difference in the distribution of pathogenic microorganisms between patients with acute wounds and chronic wounds ( χ2=12.215, P<0.01). In this group of patients, the common strains of wounds were Staphylococcus aureus, Escherichia coli, Pseudomonas aeruginosa, and so on. The common strains of patients with acute wounds were Staphylococcus aureus, Escherichia coli, Staphylococcus epidermidis, and so on. The common strains of patients with chronic wounds were Staphylococcus aureus, Pseudomonas aeruginosa, Escherichia colis, and so on. (3) The patients in this group were mainly treated by surgery. Finally, 1 330 patients were cured, 1 393 patients were improved, 257 patients were not cured, and 17 patients died. There was a significant difference in the distribution of outcome in patients with acute wounds and chronic wounds ( Z=-7.622, P<0.01). (4) The main types of payment of medical expenses for patients in this group were local medical insurance, remote medical insurance, and self-paying. The total hospitalization cost of patients in this group was 169 268 523.65 yuan, which was mainly consist of the costs of materials and drugs. The hospital day of patients in this group was 21.00 (11.00, 36.00) d, and the hospitalization cost was 30 016.34 (14 439.41, 63 685.60) yuan. There were significant differences in the hospital day and hospitalization cost among patients with different medical payment types ( χ2=285.986, 327.436, P<0.01). There were significant differences in the hospital day and hospitalization cost among patients with different wound types ( χ2=125.912, 131.485, P<0.01). Conclusions:The patients with skin and soft tissue injuries are mainly middle-aged and elderly patients, with more males than females, more chronic wounds than acute wounds. Skin and soft tissue injuries are prone to occur in sites with prominent bone, thin subcutaneous fat, and poor blood supply. The result of wound microbiological culture is mainly Gram-negative bacteria, and the positive rate of wound microbiological culture of patients with chronic wounds is higher than that of patients with acute wounds. The proportion of Gram-positive bacterial infection ranks the highest in patients with acute wounds. The proportion of Gram-negative bacterial infection ranks the highest in patients with chronic wounds. Patients with chronic wounds are often complicated with various underlying diseases, and the course of disease is long, so the constituent ratio of cured patients is lower than that of patients with acute wounds. Patients with skin and soft tissue injuries have long hospital days and high proportion of material cost, which are directly related to the clinical characteristics and long treatment cycle of chronic wounds. Therefore, it is suggested that the medical insurance administration department should adjust the consumption ratio and other management indicators according to the actual clinical needs of elderly patients with chronic wounds.
9.Clinical strategies for preservation of the exposed implant in chronic wounds and wound repair
Wanli CHU ; Daifeng HAO ; Jingfeng ZHAO ; Guang FENG ; Haijun ZHANG ; Tao LI ; Shanyou LI ; Zequn CHEN ; Fan ZHAO ; Dan YAO
Chinese Journal of Burns 2020;36(6):484-487
Objective:To explore the clinical strategies for preservation of the exposed implant in chronic wounds and wound repair.Methods:From January 2016 to January 2019, totally 8 patients (4 males and 4 females, aged 10 to 73 years) sustaining postoperative chronic wounds with exposed implants were admitted to the Fourth Medical Center of PLA General Hospital. There were 2 cases of abdominal patch exposure after abdominal trauma surgery, 2 cases of titanium plate exposure post craniocerebral surgery, 3 cases of internal fixator exposure post orthopedic surgery, and 1 case of cerebrospinal fluid drainage tube exposure after craniocerebral surgery. The wound exudate was collected for bacterial culture on admission. On the basis of glycemic control and correction of anemia and hypoproteinemia, thorough wound debridement was performed as soon as possible and the wound area after debridement ranged from 2.0 cm×0.5 cm to 6.0 cm×5.0 cm. The wounds of 4 patients were immediately closed after debridement, including 1 case by primary closure, 1 case by primary closure after local filling of platelet rich plasma gel, and 2 cases by local flap transplantation, with flap size of 10.0 cm×8.0 cm and 12.0 cm×8.0 cm, respectively. The donor sites of flaps were sutured directly and all the incisions were treated with continuous vacuum sealing drainage (VSD) after surgery. The other 4 patients were treated with continuous VSD after debridement to improve the wound bed. The wound of 1 case healed gradually, 1 case received direct wound suturing, and the wounds of 2 cases were repaired with thin split-thickness skin grafts from the thigh or the head. The results of bacterial culture of wound exudate on admission, wound healing post surgery, and follow-up were observed and recorded.Results:The bacterial culture of wound exudate on admission was positive in 6 patients, and 10 strains of bacteria were isolated with Staphylococcus epidermidis as the main pathogen. All the skin grafts or flaps of patients survived post surgery, with the incisions and wounds healed and all the implants preserved. After 1 to 3 years of follow-up, no recurrence of wound was found in any patient. Conclusions:The postoperative chronic wounds with exposed implants can be closed in primary stage by direct suturing or flap transplantation if it is clean enough on the basis of thorough debridement. The wounds with large defects or serious infection can be treated with continuous VSD firstly and then closed with direct suturing or skin grafting for delayed wound closure, thereby to reach the treatment goal of preserving the implants and repairing the wounds simultaneously.
10. Clinical effects of autologous platelet-rich plasma gel in the repair of chronic wounds
Guang FENG ; Daifeng HAO ; Dan YAO ; Xinjian ZHANG ; Yi YANG
Chinese Journal of Burns 2019;35(6):451-455
Objective:
To explore the clinical application effects of autologous platelet-rich plasma gel in the repair of various chronic wounds.
Methods:
From January 2015 to January 2018, 76 patients with chronic wounds were admitted to our unit, with 39 men and 37 women, aged 28 to 75 (52±6) years. Before the operation, areas of wounds ranged from 2.0 cm×0.5 cm to 17.0 cm×5.0 cm, depths of wounds ranged from 1 to 6 cm, areas of wounds substrate ranged from 3 cm×3 cm to 17 cm×8 cm, and volumes of deep cavities ranged from 7 to 55 mL. All patients received operation 2 to 7 days after admission. Autologous platelet of 220-250 mL was collected from each patient by single extraction to make platelet-rich plasma of 10-50 mL. The cavity was filled completely by injection of platelet-rich plasma gel for 1-3 times. Wounds were sutured directly or covered by local flaps or other materials according to the conditions of wounds, and the unclosed wounds in primary stage were treated by continuous vacuum sealing drainage (VSD). Ultrasound, CT, or magnetic resonance imaging was performed to detect the healing of cavity after the operation. The healing of wound and repair of cavity after the operation and during follow-up were observed.
Results:
Wounds in 39 patients were closed directly after primary operation. Among them, wounds of 36 patients were healed completely, and wounds of the other 3 patients were healed completely after second debridement and topical filling of platelet-rich plasma gel. The cavities in 35 patients were filled with granulation tissue after treatment of platelet-rich plasma gel for 1-3 times combined with VSD, and the wounds were healed after skin grafting or flap transplantation. The treatment of wounds discontinued in the other 2 patients after treatment of platelet-rich plasma gel for once. Postoperative follow-up was lost in 7 patients. During follow-up of 2 and/or 4 months after the primary operation, wounds were healed well with no recurrence, and cavities were filled with fibrous tissue.
Conclusions
Autologous platelet-rich plasma gel has advantages in treating chronic wounds, including a large amount by single extraction, flexible use mode, ability to fully fill the complex cavity, high surgical safety, and mild secondary injury. It′s a new choice for repair of chronic wounds in clinic.

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