1.Identification of high-risk preoperative blood indicators and baseline characteristics for multiple postoperative complications in rheumatoid arthritis patients undergoing total knee arthroplasty: a multi-machine learning feature contribution analysis.
Kejia ZHU ; Zhiyang HUANG ; Biao WANG ; Hang LI ; Yuangang WU ; Bin SHEN ; Yong NIE
Chinese Journal of Reparative and Reconstructive Surgery 2025;39(12):1532-1542
OBJECTIVE:
To explore, identify, and develop novel blood-based indicators using machine learning algorithms for accurate preoperative assessment and effective prediction of postoperative complication risks in patients with rheumatoid arthritis (RA) undergoing total knee arthroplasty (TKA).
METHODS:
A retrospective cohort study was conducted including RA patients who underwent unilateral TKA between January 2019 and December 2024. Inpatient and 30-day postoperative outpatient follow-up data were collected. Six machine learning algorithms, including decision tree, random forest, logistic regression, support vector machine, extreme gradient boosting, and light gradient boosting machine, were used to construct predictive models. Model performance was evaluated using the area under the receiver operating characteristic curve (AUC), F1-score, accuracy, precision, and recall. SHapley Additive exPlanations (SHAP) values were employed to interpret and rank the importance of individual variables.
RESULTS:
According to the inclusion criteria, a total of 1 548 patients were enrolled. Ultimately, 18 preoperative indicators were identified as effective predictive features, and 8 postoperative complications were defined as prediction labels for inclusion in the study. Within 30 days after surgery, 453 patients (29.2%) developed one or more complications. Considering overall accuracy, precision, recall, and F1-score, the random forest model [AUC=0.930, 95% CI (0.910, 0.950)] and the extreme gradient boosting model [AUC=0.909, 95% CI (0.880, 0.938)] demonstrated the best predictive performance. SHAP analysis revealed that anti-cyclic citrullinated peptide antibody, C-reactive protein, rheumatoid factor, interleukin-6, body mass index, age, and smoking status made significant contributions to the overall prediction of postoperative complications.
CONCLUSION
Machine learning-based models enable accurate prediction of postoperative complication risks among RA patients undergoing TKA. Inflammatory and immune-related blood biomarkers, such as anti-cyclic citrullinated peptide antibody, C-reactive protein, and rheumatoid factor, interleukin-6, play key predictive roles, highlighting their potential value in perioperative risk stratification and individualized management.
Humans
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Arthroplasty, Replacement, Knee/adverse effects*
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Arthritis, Rheumatoid/blood*
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Machine Learning
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Postoperative Complications/blood*
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Female
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Male
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Retrospective Studies
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Middle Aged
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Aged
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Risk Factors
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Preoperative Period
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C-Reactive Protein/analysis*
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Risk Assessment
2.Ganoderma lucidum Polysaccharides Inhibit Malignant Phenotype of Hepatocellular Carcinoma Cells by Regulating PI3K/Akt Signaling Pathway
Rui SHEN ; Jing XU ; Lei WANG ; Biao CAI ; Hang SONG
Chinese Journal of Experimental Traditional Medical Formulae 2023;29(6):88-94
ObjectiveTo investigate the effect of Ganoderma lucidum polysaccharides (GLP) on the proliferation, migration, cycle, and apoptosis of hepatocellular carcinoma SKHEP1 and Huh7 cells and to explore the underlying mechanism. MethodSK-HEP-1 and Huh-7 cells were classified into the blank group and low-, medium-, and high-dose GLP groups (3.5, 7, 14 g·L-1). The proliferation of the cells was examined by cell counting kit-8 (CCK8) assay, and the migration by scratch assay. Cell cycle was measured by flow cytometry and apoptosis was detected based on Hoechst33258 staining. In addition, the expression of phosphatidylinositol 3-kinase (PI3K), protein kinase B (Akt), phosphorylated PI3K (pPI3K), and phosphorylated Akt (pAkt) in the cells was determined by Western blot. ResultCompared with the blank group, the three doses of GLP reduced the proliferation and migration of SKHEP1 and Huh7 cells (P<0.05), increased the percentage of cells in G1 phase (P<0.05), and decreased percentage of cells in S and G2 phase (P<0.05). In addition, the three doses can induce apoptosis of both SK-HEP-1 and Huh-7 cells, particularly the high dose. Moreover, the three doses of GLP lowered the levels of pPI3K and pAkt (P<0.05). ConclusionGLP significantly inhibited the malignant phenotype of SK-HEP-1 and Huh-7 cells through the PI3K/Akt signaling pathway.
3.Guideline for the diagnosis and treatment of chronic refractory wounds in orthopedic trauma patients (version 2023)
Yuan XIONG ; Bobin MI ; Chenchen YAN ; Hui LI ; Wu ZHOU ; Yun SUN ; Tian XIA ; Faqi CAO ; Zhiyong HOU ; Tengbo YU ; Aixi YU ; Meng ZHAO ; Zhao XIE ; Jinmin ZHAO ; Xinbao WU ; Xieyuan JIANG ; Bin YU ; Dianying ZHANG ; Dankai WU ; Guangyao LIU ; Guodong LIU ; Qikai HUA ; Mengfei LIU ; Yiqiang HU ; Peng CHENG ; Hang XUE ; Li LU ; Xiangyu CHU ; Liangcong HU ; Lang CHEN ; Kangkang ZHA ; Chuanlu LIN ; Chengyan YU ; Ranyang TAO ; Ze LIN ; Xudong XIE ; Yanjiu HAN ; Xiaodong GUO ; Zhewei YE ; Qisheng ZHOU ; Yong LIU ; Junwen WANG ; Ping XIA ; Biao CHE ; Bing HU ; Chengjian HE ; Guanglin WANG ; Dongliang WANG ; Fengfei LIN ; Jiangdong NI ; Aiguo WANG ; Dehao FU ; Shiwu DONG ; Lin CHEN ; Xinzhong XU ; Jiacan SU ; Peifu TANG ; Baoguo JIANG ; Yingze ZHANG ; Xiaobing FU ; Guohui LIU
Chinese Journal of Trauma 2023;39(6):481-493
Chronic refractory wound (CRW) is one of the most challengeable issues in clinic due to complex pathogenesis, long course of disease and poor prognosis. Experts need to conduct systematic summary for the diagnosis and treatment of CRW due to complex pathogenesis and poor prognosis, and standard guidelines for the diagnosis and treatment of CRW should be created. The Guideline forthe diagnosis and treatment of chronic refractory wounds in orthopedic trauma patients ( version 2023) was created by the expert group organized by the Chinese Association of Orthopedic Surgeons, Chinese Orthopedic Association, Chinese Society of Traumatology, and Trauma Orthopedics and Multiple Traumatology Group of Emergency Resuscitation Committee of Chinese Medical Doctor Association after the clinical problems were chosen based on demand-driven principles and principles of evidence-based medicine. The guideline systematically elaborated CRW from aspects of the epidemiology, diagnosis, treatment, postoperative management, complication prevention and comorbidity management, and rehabilitation and health education, and 9 recommendations were finally proposed to provide a reliable clinical reference for the diagnosis and treatment of CRW.
4.Expert consensus on diagnosis, prevention and treatment of perioperative lower extremity vein thrombosis in orthopedic trauma patients (2022 edition)
Wu ZHOU ; Faqi CAO ; Ruiyin ZENG ; Baoguo JIANG ; Peifu TANG ; Xinbao WU ; Bin YU ; Zhiyong HOU ; Jian LI ; Jiacan SU ; Guodong LIU ; Baoqing YU ; Zhi YUAN ; Jiangdong NI ; Yanxi CHEN ; Dehao FU ; Peijian TONG ; Dongliang WANG ; Dianying ZHANG ; Peng ZHANG ; Yunfei ZHANG ; Feng NIU ; Lei YANG ; Qiang YANG ; Zhongmin SHI ; Qiang ZHOU ; Junwen WANG ; Yong WANG ; Chengjian HE ; Biao CHE ; Meng ZHAO ; Ping XIA ; Liming XIONG ; Liehu CAO ; Xiao CHEN ; Hui LI ; Yun SUN ; Liangcong HU ; Yan HU ; Mengfei LIU ; Bobin MI ; Yuan XIONG ; Hang XUE ; Ze LIN ; Yingze ZHANG ; Yu HU ; Guohui LIU
Chinese Journal of Trauma 2022;38(1):23-31
Lower extremity deep vein thrombosis (DVT) is one of the main complications in patients with traumatic fractures, and for severe patients, the DVT can even affect arterial blood supply, resulting in insufficient limb blood supply. If the thrombus breaks off, pulmonary embolism may occur, with a high mortality. The treatment and rehabilitation strategies of thrombosis in patients with lower extremity fractures have its particularity. DVT in traumatic fractures patients has attracted extensive attention and been largely studied, and the measures for prevention and treatment of DVT are constantly developing. In recent years, a series of thrombosis prevention and treatment guidelines have been updated at home and abroad, but there are still many doubts about the prevention and treatment of DVT in patients with different traumatic fractures. Accordingly, on the basis of summarizing the latest evidence-based medical evidence at home and abroad and the clinical experience of the majority of experts, the authors summarize the clinical treatment and prevention protocols for DVT in patients with traumatic fractures, and make this consensus on the examination and assessment, treatment, prevention and preventive measures for DVT in patients with different fractures so as to provide a practicable approach suitable for China ′s national conditions and improve the prognosis and the life quality of patients.
5.Biomechanical Study of New Biodegradable Esophageal Stent.
Wentao YAN ; Hongyi YU ; Biao DING ; Zhongwei ZHENG ; Hang YAN ; Shengli LIN ; Pinghong ZHOU
Chinese Journal of Medical Instrumentation 2022;46(2):126-131
The radial force of the degradable esophageal stent before and after degradation is one of the important indicators for effective treatment of esophageal stricture. Based on a combination of in vitro experiments and finite element analysis, this paper studies and verifies the biomechanical properties of a new type of degradable esophageal stent under different esophageal stricture conditions. Under radial extrusion conditions, the maximum stress at the port of the stent is 65.25 MPa, and the maximum strain is 1.98%; The peak values of stress and strain under local extrusion and plane extrusion conditions both appear in the extrusion area and the compression expansion area at both ends, which are respectively 48.68 MPa, 46.40 MPa, 0.49%, 1.13%. The maximum radial force of the undegraded stent was 11.22 N, and 97% and 51% of the maximum radial force were maintained after 3 months and 6 months of degradation, respectively. The research results verify the safety and effectiveness of the radial force of the new degradable esophageal stent, and provide a theoretical basis for the clinical treatment of esophageal stricture.
Esophageal Stenosis/surgery*
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Finite Element Analysis
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Humans
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Mechanical Phenomena
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Stents
6. Short-Term Visual Experience Leads to Potentiation of Spontaneous Activity in Mouse Superior Colliculus
Qingpeng YU ; Hang FU ; Jiayi ZHANG ; Biao YAN ; Gang WANG
Neuroscience Bulletin 2021;37(3):353-368
Spontaneous activity in the brain maintains an internal structured pattern that reflects the external environment, which is essential for processing information and developing perception and cognition. An essential prerequisite of spontaneous activity for perception is the ability to reverberate external information, such as by potentiation. Yet its role in the processing of potentiation in mouse superior colliculus (SC) neurons is less studied. Here, we used electrophysiological recording, optogenetics, and drug infusion methods to investigate the mechanism of potentiation in SC neurons. We found that visual experience potentiated SC neurons several minutes later in different developmental stages, and the similarity between spontaneous and visually-evoked activity increased with age. Before eye-opening, activation of retinal ganglion cells that expressed ChR2 also induced the potentiation of spontaneous activity in the mouse SC. Potentiation was dependent on stimulus number and showed feature selectivity for direction and orientation. Optogenetic activation of parvalbumin neurons in the SC attenuated the potentiation induced by visual experience. Furthermore, potentiation in SC neurons was blocked by inhibiting the glutamate transporter GLT1. These results indicated that the potentiation induced by a visual stimulus might play a key role in shaping the internal representation of the environment, and serves as a carrier for short-term memory consolidation.
7.Circulating leptin and adiponectin levels in patients with pancreatic cancer.
Qi-Hang YUAN ; Li-Long ZHANG ; Yao XU ; Xu CHEN ; Biao ZHANG ; Lun-Xu LI ; Shuang LI ; Dong SHANG
Chinese Medical Journal 2021;134(17):2134-2136
8. Expert consensus on emergency surgery management for traumatic orthopedics under prevention and control of novel coronavirus pneumonia
Jing LIU ; Hui LI ; Wu ZHOU ; Guohui LIU ; Yingze ZHANG ; Baoguo JIANG ; Peifu TANG ; Guodong LIU ; Xinbao WU ; Zhi YUAN ; Fang ZHOU ; Tianbing WANG ; Zhongguo FU ; Zhiyong HOU ; Jiacan SU ; Bin YU ; Zengwu SHAO ; Tian XIA ; Liming XIONG ; Yue FANG ; Guanglin WANG ; Peng LIN ; Yanxi CHEN ; Jiangdong NI ; Lei YANG ; Dongliang WANG ; Chengjian HE ; Ximing LIU ; Biao CHE ; Yaming LI ; Junwen WANG ; Ming CHEN ; Meng ZHAO ; Faqi CAO ; Yun SUN ; Bobin MI ; Mengfei LIU ; Yuan XIONG ; Hang XUE ; Liangcong HU ; Yiqiang HU ; Lang CHEN ; Chenchen YAN
Chinese Journal of Trauma 2020;36(2):111-116
Since December 2019, novel coronavirus pneumonia (NCP) has been reported in Wuhan, Hubei Province, and spreads rapidly to all through Hubei Province and even to the whole country. The virus is 2019 novel coronavirus (2019-nCoV), never been seen previously in human, but all the population is generally susceptible. The virus spreads through many ways and is highly infectious, which brings great difficulties to the prevention and control of NCP. Based on the needs of orthopedic trauma patients for emergency surgery and review of the latest NCP diagnosis and treatment strategy and the latest principles and principles of evidence-based medicine in traumatic orthopedics, the authors put forward this expert consensus to systematically standardize the clinical pathway and protective measures of emergency surgery for orthopedic trauma patients during prevention and control of NCP and provide reference for the emergency surgical treatment of orthopedic trauma patients in hospitals at all levels.
9.Progress of interruption of schistosomiasis transmission in Jiangsu Province
Wei LI ; Jian-Feng ZHANG ; Feng WU ; Liang SHI ; Chun-Rong XIONG ; Yun-Yi YAO ; Song ZHAO ; Lu LIU ; Yun FENG ; De-Rong HANG ; Qing-Biao HONG ; Yi-Xin HUANG ; You-Sheng LIANG ; Jun GE ; Hong-Hui WU ; Hai-Tao YANG ; Kun YANG
Chinese Journal of Schistosomiasis Control 2019;31(6):583-590
Schistosomiasis was once heavily endemic in Jiangsu Province. Following the control efforts for several decades, schistosomiasis was almost eradicated in all endemic counties in Jiangsu Province in 1980, and transmission control was achieved in the province in 2011. According to the principle of “implementing the control measures with adaptation to local circumstances and guiding the control programs with classified interventions”, an integrated strategy with emphasis on the management of both infectious sources and snails has been recently employed for schitsosomiasis control in Jiangsu Province. In addition, a sensitive and highly effective surveillance system has been built and the application of novel techniques and information construction has been intensified to effectively interrupt the transmission of schistosomiasis in the Province. Transmission interruption of schistosomiasis was achieved in all endemic counties in Jiangsu Province. The paper summarizes the endemic situation of schistosomiasis, progress of schistosomiasis control, and major schistosomiasis control measures implemented during the stage of transmission interruption in Jiangsu Province.
10.Efficacy and Safety of Duloxetine in the Treatment of Major Depressive Disorder :a Meta-analysis
Yun DIAO ; Hang YANG ; Yunfeng SHU ; Biao DU
China Pharmacy 2019;30(24):3443-3447
OBJECTIVE: To systematically evaluate the efficacy and safety of duloxetine in the treatment of major depressive disorder (MDD), and to provide evidence-based reference for clinical drug use. METHODS: Retrieved from the Cochrane Library, PubMed, Embase, CNKI databases, CBM and VIP databases, randomized controlled trials(RCTs) about duloxetine (trial group) versus placebo (control group)in the treatment of MDD were collected. After literature screening and data extraction, the quality of included studies was evaluated by using Cochrane systematic evaluator manual 5.1.0. Rev Man 5.3 software was used for Meta-analysis. RESULTS: A total of 8 RCTs were included, involving a total of 2 772 cases. Meta-analysis showed that the decrease of Montgomery-Asberg Depression Rating Scale [MD=-3.97,95%CI(-4.71,-3.24),P<0.000 01], the decrease of Hamilton Anxiety Rating Scale[MD=-2.12,95%CI(-3.66,-0.57),P=0.007], the decrease of Clinical Global Impression-Severity [MD=-0.47,95%CI(-0.73,-0.21),P=0.000 4], the decrease of Clinical Global Impression-Improvement Scale [MD=-0.58,95%CI(-0.92,-0.25),P=0.000 6] and the decrease of Sheehan Disability Scale [MD=-2.82,95%CI(-4.55,-1.09),P=0.001] in trial group were significantly more than control group. The incidence of nausea, dry mouth, constipation, vomiting, dizziness, drowsiness, insomnia, hyperhidrosis and anorexia in the trial group was significantly higher than control group (P<0.05). There was no statistical significance in the incidence of serious ADR, diarrhea, headache and dyspepsia between 2 groups (P>0.05). CONCLUSIONS: Duloxetine shows significant therapeutic efficacy for the treatment of MDD, but it will increase the occurrence of common mild ADR.

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