1.Establishment of a predictive model for the risk of hypoalbuminemia after partial hepatectomy based on machine learning methods
Dongqing CAI ; Shanhua TANG ; Yuancan XIAO ; Xiru LEI ; Suicheng LI ; Jie ZHOU
Journal of Clinical Hepatology 2026;42(5):1109-1118
ObjectiveTo investigate the application value of a machine learning model based on preoperative clinical indicators in predicting the risk of hypoalbuminemia after partial hepatectomy. MethodsA retrospective analysis was performed for the clinical data of 700 patients who underwent partial hepatectomy in Nanfang Hospital, Southern Medical University, from January 2018 to January 2023, including demographic data, history of underlying diseases, tumor characteristics, preoperative laboratory markers, and perioperative indicators. The research data were divided into a training set and a test set at a ratio of 7∶3. The two-independent-samples t test was used for comparison of normally distributed continuous data between two groups; the two-independent-samples Wilcoxon rank-sum test was used for comparison of continuous data with skewed distribution between two groups; the chi-square test or the Fisher’s exact test was used for comparison of categorical data between two groups. The least absolute shrinkage and selection operator (LASSO) regression analysis was used to identify characteristic variables, and 7 machine learning algorithms were used to construct predictive models, i.e., logistic regression, decision tree, artificial neural network, K-nearest neighbors (KNN), support vector machine, eXtreme gradient boosting, and light gradient boosting machine. The receiver operating characteristic (ROC) curve and the area under the ROC curve (AUC) were used to assess the discriminatory ability of models, and the DeLong test was used for comparison of AUC. The calibration curve and decision curve analysis were used to assess the calibration and clinical practicability of models, and the models were compared with albumin-bilirubin (ALBI) score and Model for End-Stage Liver Disease (MELD) score. SHapley Additive exPlanations (SHAP) were used to interpret the key influencing factors for the optimal model. ResultsA total of 700 patients were finally enrolled, 283 (40.42%) developed hypoalbuminemia after surgery. The LASSO regression analysis identified 8 predictive factors of age, hepatitis B, fatty liver, blockade time, preoperative albumin (Alb), time of operation, intraoperative blood loss, and preoperative aspartate aminotransferase (AST). Among the 7 machine learning models, the KNN model showed the best overall predictive performance, with an AUC of 0.835 (95% confidence interval: 0.781 — 0.889), a sensitivity of 84.0%, and a specificity of 65.5% in the test set. ALBI and MELD scores had an AUC of 0.652 and 0.524, respectively, and the KNN model had a better predictive performance than these two scores (Z=5.309 and 8.945, both P <0.001). The calibration curve showed good consistency between predicted probabilities and actual incidence rates, and the decision curve analysis showed that the KNN model had net clinical benefit across a wide threshold range. The SHAP analysis showed that preoperative Alb, hepatitis B, time of operation, and age were the most significant influencing factors, and a synergistic effect was observed between hepatitis B and age/time of operation. ConclusionThe KNN machine learning model constructed based on preoperative clinical indicators can effectively predict the risk of hypoalbuminemia after partial hepatectomy and has a better performance than traditional scoring models, which provides a reference for the early identification of high-risk patients in clinical practice.
2.A retrospective analysis comparing mandibular fibula reconstruction by transoral versus submandibular approach
Fan XU ; Dongqing MIAO ; Yuli WANG ; Yifeng BIAN ; Na XIAO ; Yifei DU ; Xu DING
STOMATOLOGY 2025;45(5):355-359,366
Objective To compare the clinical and functional differences between transoral and submandibular approach in mandibu-lar segmental resection and reconstruction with free fibula flaps(FFFs).Methods Patients who underwent mandibular segmental re-section and FFFs reconstruction in the Department of Oral and Maxillofacial Surgery of the Affiliated Stomatological Hospital of Nanjing Medical University from January 2015 to March 2023 were retrospectively analyzed.All cases were divided into transoral approach and submandibular approach groups.Clinical characteristics of the patients were recorded including age,gender,follow-up time,pathologi-cal diagnosis,body mass index(BMI),American Society of Anesthesiologists(ASA)classification,James Brown classification of mandibular defect and number of fibular segments.The perioperative indexes,such as average operation time,average bleeding vol-ume,average blood transfusion volume,average drainage volume,average hospitalization time and postoperative complications such as malocclusion,fistula,infection,flap failure,and restriction of mouth opening were compared between the two groups.The University of Washington Quality of Life Questionnaire was used to investigate the appearance,function of swallow and speech more than 6-month postoperatively.Results The average intraoperative bleeding and postoperative drainage were significantly lower in the transoral ap-proach group than in the submandibular approach group(P=0.013 9,P=0.001 9).The appearance score was significantly higher in the transoral approach group than in the submandibular approach group(83.52±12.37)vs.(67.19±13.64)(P<0.000 1).The differ-ences between the two groups in other variables were not statistically significant.Conclusion Cases of transoral approach had signifi-cantly better aesthetic outcomes compared with those of submandibular approach.
3.Effects of Huangqi Bushen Huoxue Decoction on osteoclast activity in a mouse osteoporosis model induced by aromatase inhibitors
Dongqing PU ; Dandan FENG ; Mengdi ZHANG ; Bingwei LIU ; Guangxi SHI ; Hanhan CHEN ; Jingwei LI
Chinese Journal of Tissue Engineering Research 2025;29(14):2861-2867
BACKGROUND:Although aromatase inhibitors significantly improve the clinical benefit of patients with hormone receptor-positive breast cancer,its associated adverse event-osteoporosis seriously affects the quality of life of patients.Huangqi Bushen Huoxue Decoction can effectively prevent the occurrence of aromatase inhibitor-induced osteoporosis,but its mechanism of action is unclear.OBJECTIVE:To investigate the effects of Huangqi Bushen Huoxue Decoction on osteoclast activity in a mouse model of osteoporosis induced by aromatase inhibitors and relevant mechanisms.METHODS:Sixty 8-week-old female C57BL/6J mice were randomly divided into sham operation group,model group,high-,medium-and low-dose Huangqi Bushen Huoxue Decoction,and positive control group,with 10 mice in each group.Bilateral ovaries were removed to establish postmenopausal animal models in all the groups except for the sham operation group.After 1 week of recovery,letrozole was injected subcutaneously to establish postmenopausal osteoporosis models via subcutaneous injection of letrozole(an aromatase inhibitor).The high-,medium-and low-dose Huangqi Bushen Huoxue Decoction groups were intragastrically given 19.24,9.62 and 4.81 g/kg/d Huangqi Bushen Huoxue Decoction(once a day),respectively.The positive control group was given alendronate 5mg/kg once a week.After 3 months of administration,Micro-CT was used to detect tibial bone mineral density and bone microstructure.Hematoxylin-eosin staining and tartrate-resistant acid phosphatase staining of the femur were performed.Immunohistochemistry was used to detect the protein expression of receptor activator of nuclear factor-κB ligand and osteoprotectin in the femur.ELISA was used to detect the serum levels of carboxyterminal cross-linked telopeptides of type I collagen and tartrate-resistant acid phosphatase 5b.RESULTS AND CONCLUSION:(1)Compared with the sham operation group,the model group showed a significant decrease in bone mineral density,sparse and fractured trabecular morphology,and a significant increase in serum levels of carboxyterminal cross-linked telopeptides of type I collagen and tartrate-resistant acid phosphatase 5b,indicating that the model of aromatase inhibitor-induced osteoporosis was successfully constructed.(2)Compared with the model group,the high-,medium-,and low-dose Huangqi Bushen Huoxue Decoction groups showed significant improvement in bone mineral density and bone microstructure,thickening and densification of trabecular morphology,significantly decreased serum levels of carboxyterminal cross-linked telopeptides of type I collagen and tartrate-resistant acid phosphatase 5b,a decrease in the number of osteoclasts and the expression of receptor activator of nuclear factor-κB ligand proteins,and an increase in the expression of osteoprotegerin.To conclude,Huangqi Bushen Huoxue Decoction may regulate the receptor activator of nuclear factor-κB ligand/receptor activator of nuclear factor-κB/osteoprotegerin signaling pathway,inhibit osteoclast activity,improve trabecular morphology and bone microstructure,and increase bone mineral density,thus preventing the occurrence and development of aromatase inhibitor-induced osteoporosis.
4.Exploration on the Mechanism of Intervention of Modified Sijunzi Decoction in Premature Ovarian Failure Based on PI3K/AKT Signaling Pathway Mediated by PTEN
Yating DAI ; Jing LI ; Yuying SANG ; Rujuan XIN ; Dongqing WEI ; Xinbin WANG
Chinese Journal of Information on Traditional Chinese Medicine 2025;32(11):77-83
Objective To explore the mechanism of modified Sijunzi Decoction in the intervention of premature ovarian failure(POF)rats through PTEN-mediated PI3K/AKT signaling pathway.Methods Totally 50 SPF-grade healthy female SD rats were divided into normal group(10 rats)and model group(40 rats).The model group was injected with cyclophosphamide to establish a POF model,and then randomly divided into model group and TCM low-,medium-and high-dosage group,with 10 rats in each group,TCM low-,medium-and high-dosage group were given modified Sijunzi Decoction 6.3,12.6,25.2 g/kg by gavage,the normal group and model group were given equal volume of normal saline,once a day for 28 days.The general condition and body mass of rats in each group were observed and recorded daily.After administration,the ovarian index was measured,HE staining was used to observe the morphology of ovarian tissue,ELISA was used to detect the contents of serum estradiol(E2)luteinizing hormone(LH),follicle-stimulating hormone(FSH),anti-Müllerian hormone(AMH),gonadotropin-releasing hormone(GnRH)and β-endorphin(β-EP),RT-PCR was used to detect the mRNA expression of PTEN,PI3K and AKT in ovarian tissue,Western blot was used to detect the protein expression of PTEN,PI3K,AKT,p-PI3K and p-AKT,immunohistochemistry was used to detect the positive expression of PTEN,PI3K and AKT.Results Compared with the normal group,the rats in the model group were depressed,the hair fell off,the diet and drinking water were reduced,the stools became thinner,the body mass was reduced(P<0.05),and the ovarian index was reduced(P<0.05),the ovarian tissue structure was disordered,the number of follicles decreased,and the contents of serum LH,FSH and GnRH increased(P<0.05),the contents of E2,AMH and β-EP decreased(P<0.05),the expression of PTEN mRNA and protein decreased(P<0.05),the expressions of PI3K and AKT mRNA and protein increased(P<0.05),and the expressions of p-PI3K and p-AKT protein increased(P<0.05).Compared with the model group,the general condition of rats in each dosage of TCM groups improved significantly,the body mass increased(P<0.05),ovarian index increased(P<0.05),the number of follicles in rat ovarian tissue increased,the contents of LH,FSH and GnRH decreased(P<0.05),the contents of E2,AMH and β-EP increased(P<0.05),the expression of PTEN mRNA and protein increased(P<0.05),the expression of PI3K and AKT mRNA and protein decreased(P<0.05),and the protein expression of p-PI3K and p-AKT decreased(P<0.05).Conclusion Modified Sijunzi Decoction may regulate the PI3K/AKT signaling pathway mediated by PTEN,repair the excessive consumption of follicles in ovarian tissue of POF rats,improve the ovarian function,so as to intervene the process of POF.
5.Literature Quality Evaluation of Randomized Controlled Trials on Acupuncture Treatment for Diminished Ovarian Reserve
Ningning MENG ; Na ZHANG ; Yiyang SUN ; Dongqing DU ; Yuxia MA
Chinese Journal of Information on Traditional Chinese Medicine 2025;32(5):39-46
Objective To evaluate the methodological quality and literature report quality of randomized controlled trials(RCTs)on acupuncture treatment for diminished ovarian reserve published both domestically and internationally;To provide reference for future related clinical research.Methods RCTs on acupuncture treatment for diminished ovarian reserve were retrieved from Cochrane Library,PubMed,Embase,Web of Science,CBM,CNKI,Wanfang Data and VIP from the establishment of the databases to 16th,March 2024.Literature was screened according to the inclusion criteria,and basic research features were extracted from literature.Cochrane Collaborative Network randomized controlled trial bias risk assessment tool RoB2 was used for methodological quality evaluation,and CONSORT statement and STRICTA checklist were used for literature report quality evaluation.Results Totally 19 RCTs were included.The evaluation results of RoB2 showed that 18 RCTs(94.74%)had a certain risk of bias,and 1 RCT(5.26%)had a high risk of bias.In the evaluation of the CONSORT statement,there were a total of 24 items with a research report rate of less than 50%,accounting for 64.86%of all items,and 14 items with a report rate of less than 10%,accounting for 37.84%of all items;in the evaluation of the STRICTA list,there were a total of 3 items with a research report rate of less than 50%,accounting for 17.65%of all items,and 2 items with a report rate of less than 10%,accounting for 11.76%of all items.Conclusion Currently,the overall number of RCTs for acupuncture treatment of diminished ovarian reserve is relatively small,the methodological quality of the study is generally low,and the risk of bias is high.The literature reporting rate of the CONSORT statement items is low.Researchers should further strengthen clinical trial design and methodological training,improve the level of clinical research,and strictly follow the CONSORT statement and STRICTA checklist for standardized reporting.
6.Analysis of latent classes and root cause of kinesiophobia in patients with diabetic peripheral neuropathy
Dongqing CAI ; Huimin DING ; Qun YANG ; Limin DAI
Chinese Journal of Nursing 2025;60(4):439-445
Objective To explore the development trajectory and root cause of kinesiophobia in patients with diabetic peripheral neuropathy.Methods By the convenience sampling method,240 diabetic peripheral neuropathy patients who were hospitalized in the Department of Endocrinology of a tertiary A hospital in Jiangsu Province from May 2022 to November 2022 were selected.The baseline data of the patients are collected using a general questionnaire,the Tampa Scale for Kinesiophobia,the Chinese version of the Multidimensional Fatigue Inventory-20,the Pittsburgh Sleep Quality Index,the Social Support Rate Scale,and the Numerical Rating Scale for Pain.At the time of discharge,and at 3,6,and 12 months post-discharge,the level of kinesiophobia in the patients is assessed.The growth mixture model was used to classify the trajectory of kinesiophobia and analyze its root causes.Results Ultimately,227 patients in this study completed the survey.The trajectories of kinesiophobia in patients with diabetic peripheral neuropathy were divided into 3 latent classes:persistent high kinesiophobia group(22.5%),moderate kinesiophobia decline group(44.9%)and persistent low kinesiophobia group(32.6%).The results of multivariate Logistic regression analysis showed that age,frequency of hypoglycemia,complications,sleep quality,fall history within a year,pain and fatigue score were influencing factors of the latent classes of kinesiophobia trajectories in patients with DPN(P<0.05).Conclusion Within 12 months after discharge,the kinesiophobia of patients with diabetic peripheral neuropathy shows population heterogeneity.Medical staff should give targeted interventions according to the developmental trajectories of kinesiophobia and root cause analysis.
7.Effects of Huangqi Bushen Huoxue Decoction on osteoclast activity in a mouse osteoporosis model induced by aromatase inhibitors
Dongqing PU ; Dandan FENG ; Mengdi ZHANG ; Bingwei LIU ; Guangxi SHI ; Hanhan CHEN ; Jingwei LI
Chinese Journal of Tissue Engineering Research 2025;29(14):2861-2867
BACKGROUND:Although aromatase inhibitors significantly improve the clinical benefit of patients with hormone receptor-positive breast cancer,its associated adverse event-osteoporosis seriously affects the quality of life of patients.Huangqi Bushen Huoxue Decoction can effectively prevent the occurrence of aromatase inhibitor-induced osteoporosis,but its mechanism of action is unclear.OBJECTIVE:To investigate the effects of Huangqi Bushen Huoxue Decoction on osteoclast activity in a mouse model of osteoporosis induced by aromatase inhibitors and relevant mechanisms.METHODS:Sixty 8-week-old female C57BL/6J mice were randomly divided into sham operation group,model group,high-,medium-and low-dose Huangqi Bushen Huoxue Decoction,and positive control group,with 10 mice in each group.Bilateral ovaries were removed to establish postmenopausal animal models in all the groups except for the sham operation group.After 1 week of recovery,letrozole was injected subcutaneously to establish postmenopausal osteoporosis models via subcutaneous injection of letrozole(an aromatase inhibitor).The high-,medium-and low-dose Huangqi Bushen Huoxue Decoction groups were intragastrically given 19.24,9.62 and 4.81 g/kg/d Huangqi Bushen Huoxue Decoction(once a day),respectively.The positive control group was given alendronate 5mg/kg once a week.After 3 months of administration,Micro-CT was used to detect tibial bone mineral density and bone microstructure.Hematoxylin-eosin staining and tartrate-resistant acid phosphatase staining of the femur were performed.Immunohistochemistry was used to detect the protein expression of receptor activator of nuclear factor-κB ligand and osteoprotectin in the femur.ELISA was used to detect the serum levels of carboxyterminal cross-linked telopeptides of type I collagen and tartrate-resistant acid phosphatase 5b.RESULTS AND CONCLUSION:(1)Compared with the sham operation group,the model group showed a significant decrease in bone mineral density,sparse and fractured trabecular morphology,and a significant increase in serum levels of carboxyterminal cross-linked telopeptides of type I collagen and tartrate-resistant acid phosphatase 5b,indicating that the model of aromatase inhibitor-induced osteoporosis was successfully constructed.(2)Compared with the model group,the high-,medium-,and low-dose Huangqi Bushen Huoxue Decoction groups showed significant improvement in bone mineral density and bone microstructure,thickening and densification of trabecular morphology,significantly decreased serum levels of carboxyterminal cross-linked telopeptides of type I collagen and tartrate-resistant acid phosphatase 5b,a decrease in the number of osteoclasts and the expression of receptor activator of nuclear factor-κB ligand proteins,and an increase in the expression of osteoprotegerin.To conclude,Huangqi Bushen Huoxue Decoction may regulate the receptor activator of nuclear factor-κB ligand/receptor activator of nuclear factor-κB/osteoprotegerin signaling pathway,inhibit osteoclast activity,improve trabecular morphology and bone microstructure,and increase bone mineral density,thus preventing the occurrence and development of aromatase inhibitor-induced osteoporosis.
8.Discussion on the Performance-Based Salary Distribution Reform in Public Hospitals under the Requirements of High-Quality Development
Chang LU ; Dongqing ZHANG ; Xinyue LIU
Chinese Health Economics 2025;44(8):33-35,41
Building a scientific and reasonable performance-based salary distribution system is a key measure for public hospitals to adapt to new policies and environments,enhance operational management capabilities,and improve medical service levels.Based on the high-quality development of public hospitals,combined with medical reform policies and hospital development needs,it analyzes the current situation and problems of performance-based salary distribution in public hospitals,and proposes reform and optimization suggestions to promote high-quality development of public hospitals.
9.Associations between sleep and executive function development in children with attention deficit hyperactivity disorder
Dongqing KUANG ; Feilong ZHU ; Baohua XU ; Shengqi LIN ; Xiaoyu BI ; Xiaotong ZHU ; Yuanchun REN
Chinese Mental Health Journal 2025;39(12):1043-1049
Objective:To investigate the sleep characteristics and executive function development in children aged 6-12 years with attention deficit hyperactivity disorder(ADHD),and to examine the relationship between them.Methods:A total of 112 children diagnosed with ADHD according to the Diagnostic and Statistical Manual of Mental Disorders,Fourth Edition(DSM-Ⅳ),and 45 age-and gender-matched typically developing children were recruited.Sleep characteristics were assessed with the Chinese version of Children's Sleep Habits Questionnaire(CSHQ)and ActiGraph GT9X Link Three-axis acceleration body dynamometert.Core ADHD symptoms and multi-ple dimensions of executive function were evaluated withthe Swanson,Nolan,and Pelham scale,Fourth Edition(SNAP-Ⅳ)assessment scale,Stroop Color-Word Test(SCWT),Rey-Osterrieth Complex Figure Test(ROCFT),and Trail Making Test(TMT).Results:Compared with controls,children with ADHD showed significantly higher total CSHQ scores,sleep resistance,sleep anxiety,and sleep maintenance time(P<0.05),and had significantly lower sleep efficiencies measured by ActiGraph GT9X Link(P<0.05).In the SCWT,children with ADHD re-quired more time in the word interference and color interference tests(P<0.05).In the ROCFT,the scores of im-mediate details,delayed details,immediate structure,and delayed structure were lower in the children with ADHD(P<0.05).In the TMT,the number of errors in the digit connection and the time and number of errors in the digit-letter connection were higher in the children with ADHD(P<0.05).The total CSHQ scores of ADHD children were negatively correlated with the working memory scores and positively correlated with the core symptom scores.Conclusion:Children with ADHD exhibit notable sleep disturbance and underdeveloped executive func-tion.the sleep problems,as measured by CSHQ are associated significantly with deficits in executive function.
10.Advances in advance care planning for older patients with chronic disease
Xiaomeng WU ; Haoying DOU ; Lanrui ZHANG ; Dongqing ZHAO
Chinese Journal of Modern Nursing 2025;31(2):275-280
Advance care planning helps older chronic disease patients and their families receive health care that meets their preferences. This article reviews the concept, assessment tools, influencing factors, and current status of interventions around advance care planning for older patients with chronic disease to inform medical and nursing staff.

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