1.Establishment and validation of a model for femoral head necrosis after internal fixation of femoral neck fracture using logistic regression and SHAP analysis
Long LIAO ; Zepeng ZHAO ; Zongyuan LI ; Qinglong YU ; Tao ZHANG ; Jinyuan TANG ; Nan YE ; Han XU ; Bo SHI
Chinese Journal of Tissue Engineering Research 2026;30(3):626-633
BACKGROUND:The most common complication of traumatic femoral neck fractures after internal fixation is femoral head necrosis.Currently,many studies have reported on the risk factors that affect the occurrence and development of postoperative femoral head necrosis,but there is still a lack of tools to predict the risk of femoral head necrosis after internal fixation of femoral neck fractures.OBJECTIVE:To develop a predictive model that estimates the risk of femoral head necrosis shortly after patients with femoral neck fractures receive cannulated screw internal fixation.METHODS:A retrospective analysis reviewed clinical records of 172 patients who underwent cannulated screw internal fixation for femoral neck fractures at Department of Orthopedics of Mianyang Central Hospital from January 2013 to June 2023.Patients were categorized into two groups based on the presence or absence of femoral head necrosis within one year post-operation:the necrosis group and the non-necrosis group.Univariate analysis,Lasso regression,and multivariate Logistic regression techniques were employed to identify the determinants of femoral head necrosis.A nomogram prediction model was constructed using R language's"rms"package,version 4.0.The receiver operating characteristic curve was used to evaluate the discriminatory ability of the model.The Hosmer-Lemeshow test was used to evaluate the goodness of fit of the model,and the decision curve analysis was used to determine its clinical application benefits.Internal validation of the study was conducted using the Bootstrap method,involving 1 000 repeated samplings.To delve deeper into the primary factors influencing femoral head necrosis post-internal fixation of the femoral neck,this paper employed the SHAP method for data set analysis.RESULTS AND CONCLUSION:(1)The risk factors leading to femoral head necrosis in the short term after cannulated screw fixation of femoral neck fractures include:smoking,diabetes,Garden classification,fracture line location,reduction quality,age,and operation time.(2)The prediction model demonstrated robust performance,evidenced by an area under the curve of 0.940(95%Confidence Interval:0.903 to 0.977),indicating a high level of prediction accuracy.The model achieved a sensitivity of 90.2%and a specificity of 87.6%,indicating that its diagnostic performance was stable.The Hosmer-Lemeshow goodness-of-fit test yielded a chi-square value of 6.593 with a P-value of 0.581,confirming that the model's predictions closely align with the observed outcomes.(3)The calibration curve of the model also performed well,and its overall trend was very close to the ideal curve,further proving the high accuracy of the model.(4)The internal validation was carried out by the Bootstrap method with 1 000 repeated samplings,and the area under the curve of the model internal validation was still as high as 0.939,proving that the model had good stability.(5)Through the decision curve,it is found that within the probability threshold range of 1%to 92%,the model can obtain the maximum net benefit value.(6)The SHAP analysis results show that among the risk factors analyzed in this study,the location of the fracture line serves as the most significant predictor of femoral head necrosis following internal fixation with cannulated screws in femoral neck fractures,and subcapital fractures are extremely prone to femoral head necrosis after surgery.(7)It is concluded that the validated prediction model demonstrates strong discriminative power and reliability,offering practical clinical utility.It serves as a useful reference tool for short-term risk assessment of femoral head necrosis following internal fixation of femoral neck fractures.
2.Establishment and validation of a model for femoral head necrosis after internal fixation of femoral neck fracture using logistic regression and SHAP analysis
Long LIAO ; Zepeng ZHAO ; Zongyuan LI ; Qinglong YU ; Tao ZHANG ; Jinyuan TANG ; Nan YE ; Han XU ; Bo SHI
Chinese Journal of Tissue Engineering Research 2026;30(3):626-633
BACKGROUND:The most common complication of traumatic femoral neck fractures after internal fixation is femoral head necrosis.Currently,many studies have reported on the risk factors that affect the occurrence and development of postoperative femoral head necrosis,but there is still a lack of tools to predict the risk of femoral head necrosis after internal fixation of femoral neck fractures.OBJECTIVE:To develop a predictive model that estimates the risk of femoral head necrosis shortly after patients with femoral neck fractures receive cannulated screw internal fixation.METHODS:A retrospective analysis reviewed clinical records of 172 patients who underwent cannulated screw internal fixation for femoral neck fractures at Department of Orthopedics of Mianyang Central Hospital from January 2013 to June 2023.Patients were categorized into two groups based on the presence or absence of femoral head necrosis within one year post-operation:the necrosis group and the non-necrosis group.Univariate analysis,Lasso regression,and multivariate Logistic regression techniques were employed to identify the determinants of femoral head necrosis.A nomogram prediction model was constructed using R language's"rms"package,version 4.0.The receiver operating characteristic curve was used to evaluate the discriminatory ability of the model.The Hosmer-Lemeshow test was used to evaluate the goodness of fit of the model,and the decision curve analysis was used to determine its clinical application benefits.Internal validation of the study was conducted using the Bootstrap method,involving 1 000 repeated samplings.To delve deeper into the primary factors influencing femoral head necrosis post-internal fixation of the femoral neck,this paper employed the SHAP method for data set analysis.RESULTS AND CONCLUSION:(1)The risk factors leading to femoral head necrosis in the short term after cannulated screw fixation of femoral neck fractures include:smoking,diabetes,Garden classification,fracture line location,reduction quality,age,and operation time.(2)The prediction model demonstrated robust performance,evidenced by an area under the curve of 0.940(95%Confidence Interval:0.903 to 0.977),indicating a high level of prediction accuracy.The model achieved a sensitivity of 90.2%and a specificity of 87.6%,indicating that its diagnostic performance was stable.The Hosmer-Lemeshow goodness-of-fit test yielded a chi-square value of 6.593 with a P-value of 0.581,confirming that the model's predictions closely align with the observed outcomes.(3)The calibration curve of the model also performed well,and its overall trend was very close to the ideal curve,further proving the high accuracy of the model.(4)The internal validation was carried out by the Bootstrap method with 1 000 repeated samplings,and the area under the curve of the model internal validation was still as high as 0.939,proving that the model had good stability.(5)Through the decision curve,it is found that within the probability threshold range of 1%to 92%,the model can obtain the maximum net benefit value.(6)The SHAP analysis results show that among the risk factors analyzed in this study,the location of the fracture line serves as the most significant predictor of femoral head necrosis following internal fixation with cannulated screws in femoral neck fractures,and subcapital fractures are extremely prone to femoral head necrosis after surgery.(7)It is concluded that the validated prediction model demonstrates strong discriminative power and reliability,offering practical clinical utility.It serves as a useful reference tool for short-term risk assessment of femoral head necrosis following internal fixation of femoral neck fractures.
3.Expert consensus on the diagnosis and treatment of chronic sinusitis in children.
Yong FU ; Jia LIU ; Jing LI ; Keqing ZHAO ; Qinglong GU ; Wei SONG ; Qi LI ; Yan JIANG ; Jing YE ; Xiangdong WANG ; Jiren DAI ; Hongtian WANG ; Yu XU ; Meiping LU ; Wenlong LIU ; Hongbing YAO ; Yong LI ; Huabin LI
Journal of Clinical Otorhinolaryngology Head and Neck Surgery 2024;38(12):1091-1099
Objective:Pediatric chronic sinusitis (CRS) is a common disease within the field of otolaryngology-head and neck surgery. Due to the immaturity of sinus development and immune competence in children, its etiology and pathophysiology are complex, and its clinical features and outcomes differ significantly from those in adult patients. Currently, there are issues in the diagnosis and treatment of pediatric CRS, particularly in areas such as antibiotic use and surgical interventions, owing to a lack of sufficient attention. In recognition of this, the Chinese Rhinopathy Research Cooperation Group developed this expert consensus based on a systematic review of the latest literatures from both domestic and international sources, with reference to the latest evidence-based medical evidence worldwide, and in combination with their own clinical experience. The consensus covers various aspects including epidemiology, predisposing factors, pathophysiology, diagnosis and differential diagnosis, as well as treatment strategies such as medical therapy and surgical intervention. It aims to standardize the clinical diagnosis and treatment of pediatric CRS, improve clinical efficacy and patient satisfaction, reduce clinical expenditures, and decrease the occurrence of adverse reactions.
Humans
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Sinusitis/therapy*
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Chronic Disease
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Child
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Consensus
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Anti-Bacterial Agents/therapeutic use*
4.Role and mechanism of exosome transport of miR⁃223 in improving traumatic brain inj ury
Yanchang Sun ; Pengxiang Xu ; Qinglong He ; Yibin Ouyang ; Yehe Mo
Acta Universitatis Medicinalis Anhui 2023;58(7):1111-1118
Objective :
To investigate the effect and mechanism of exosome ( Exo) transported miR⁃223 on brain tissue injury and microglial activation in rats with traumatic brain injury ( TBI) .
Methods :
The miR⁃NC plasmid and miR⁃223 mimic plasmid were transfected into HEK293 cells by liposome method , and the expression level of miR⁃223 in the cells was determined by quantitative real⁃time PCR . Exo was extracted from transfected HEK293 cells and identified by transmission electron microscopy , nanoparticle tracking analysis and Western blot , the expression level of miR⁃223 in Exo was determined by quantitative real⁃time PCR . Forty SD rats were randomly divided into sham group , model group , NC⁃Exo group and miR⁃223 ⁃Exo group , with 10 rats in each group , TBI model was prepared by modified Feeney free fall method in all groups except sham group , rats in NC⁃Exo group and miR⁃223 ⁃Exo group were injected with cell⁃derived Exo transfected with miR⁃NC plasmid and cell⁃derived Exo transfected with miR⁃223 mimic plasmid via tail vein , respectively . Two weeks later , hematoxylin⁃eosin (HE) staining was used to observe the pathological changes of brain tissue in each group , Nissl staining was used to detect the changes and distribution of Nissl bodies in each group , enzyme⁃linked immunosorbent assay (ELISA) was used to measure the serum levels of tumor necrosis factor⁃α (TNF⁃α ) , interleukin⁃1β (IL⁃1β) and interleukin⁃6(IL⁃6) , immunofluorescence double staining was used to observe the expression of nod⁃like receptor family pyrin domain containing 3(NLRP3) and ionized calcium binding adaptor molecule 1 (Iba⁃1) , Western blot was used to detect the protein expression of NLRP3 , apoptosis⁃associated speck⁃like protein containing( ASC) and Caspase⁃1 .
Results:
After transfection , compared with control group and miR⁃NC group , the relative expression of miR⁃223 in miR⁃223 group significantly increased (P < 0. 05) . The isolated particles had typical Exo morphology , the peak particle size was about 120 nm , the Exo marker proteins CD9 , CD63 and CD81 were significantly overexpressed , and the relative expression of miR⁃223 significantly non of brain tissue in the miR⁃223 ⁃Exo group was improved , the morphology and number of Nissl bodies were re⁃increased (P < 0. 05) . Compared with the model group , the damage phenome stored , the levels of TNF⁃α , IL⁃1β and IL⁃6 in serum decreased ( P < 0. 05) , the intensity of NLRP3 and Iba⁃1 fluorescence staining in brain tissue decreased (P < 0. 05) , the relative protein expressions of NLRP3 , ASC and Caspase⁃1 in brain tissue were down⁃regulated (P < 0. 05) .
Conclusion
Exo operation of miR⁃223 can significant ly improve brain tissue injury and inhibit microglial activation in TBI rats , which may be related to the inhibition of NLRP3 .
5.Exploratory study of tracheal extubation in operating room after single-lung transplantation
Yanran ZHOU ; Qinglong DONG ; Hanyu YANG ; Hui LIU ; Lei CHEN ; Yingfen LI ; Lei WU ; Xin XU ; Chao YANG ; Guilin PENG ; Mengyang LIU ; Lixia LIANG
Organ Transplantation 2022;13(2):246-
Objective To evaluate the feasibility and safety of tracheal extubation in operating room for patients with end-stage chronic obstructive pulmonary disease (COPD) after single-lung transplantation. Methods Clinical data of 57 recipients who underwent single-lung transplantation due to end-stage COPD were retrospectively analyzed. According to the evaluation indexes of tracheal extubation in operating room established by our hospital, 17 recipients eligible for tracheal extubation in operating room were assigned into the operating room extubation group (OR extubation group) and 40 recipients receiving tracheal extubation in intensive care unit (ICU) were allocated in the ICU extubation group. The evaluation results of intraoperative tracheal extubation and postoperative recovery were compared between two groups. Results Compared with the ICU extubation group, recipients in the OR extubation group had higher oxygenation index, lower arterial partial pressure of carbon dioxide (PaCO2), lower blood lactic acid level, less fluctuation range of blood pressure and fewer cases receiving extracorporeal membrane oxygenation (ECMO) during operation (all
6.Research progress of radioprobes targeting fibroblast activating protein
Zhipeng LU ; Qinglong XU ; Panpan CHEN ; Yajuan QIN ; Lijun TANG ; Tingyou LI
Journal of China Pharmaceutical University 2022;53(6):651-662
Fibroblast activating protein (FAP) is an important biomarker of cancer associated fibroblasts and activated fibroblasts, which is highly expressed in activated fibroblasts of many tumor and fibrotic tissues, but not in normal tissues and non malignant lesions. Therefore, FAP has become an excellent target for diagnosis and treatment of tumors and other diseases. PET imaging and internal radiotherapy based on FAP inhibitor (FAPI) have been used in the diagnosis and treatment of many diseases, such as cancer and fibrosis. We first introduce the mechanism of disease occurrence and progression mediated by FAP and its clinical significance as a therapeutic target.Then,we systematically summarize the FAP probes labeled with 125I, 68Ga, 64Cu and other radionuclides, including their structural evolution, imaging, biodistribution and pharmacokinetic properties.After that, the reported strategies to improve the pharmacokinetic properties and target affinity of probes are summarized, including the use of squaramide linkers,modification with albumin binding agent,the development of dual-targeting probes.Finally, some suggestions for the future development of novel radioactive probes targeting FAP and the clinical application of classical probes are proposed.
7.Preparation and performance evaluation of controlled-release chitosan-based microneedles.
Long ZHU ; Jian ZHUANG ; Zewei ZHAO ; Fengyi LIU ; Qinglong XUE ; Jingyao SUN ; Yao HUANG ; Hong XU
Chinese Journal of Biotechnology 2022;38(9):3478-3488
In clinical application, a microneedle system that continuously delivers drugs is of great value for the delivery of some vaccines and hormone drugs. In this study, a controlled-release chitosan-based microneedle array (PVA/CS-MN) was designed, combining microneedle patches with drugs for controlled-release of drugs. Here we report the optimization of the preparation process of PVA/CS-MN. The appearance, morphology, mechanical properties, dissolution and swelling properties, and in vitro penetration properties of the MN arrays were characterized. The PVA/CS-MN prepared by the optimal process showed good morphology and mechanical properties. PVA/CS-MN can smoothly open microchannels on the skin and achieve controllable dissolution and swelling functions. Ascorbic acid (l-ascorbic acid) was used as a model drug to prepare a Vc-PVA/CS-MN. In vitro transdermal diffusion experiments showed that the Vc-PVA/CS-MN released about 57% of the drug within 1 h. About 66.7% of the drug was slowly released within 12 h, and a total of 92% of the drug was released after 7 days. The controllable sustained-release properties and excellent drug delivery efficiency of PVA/CS-MN provide a new option for sustained transdermal drug delivery.
Ascorbic Acid
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Chitosan
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Delayed-Action Preparations
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Drug Delivery Systems
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Hormones
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Vaccines
8.Rapid screening of SARS-CoV-2 inhibitors via ratiometric fluorescence of RBD-ACE2 complexes in living cells by competitive binding.
Lu MIAO ; Wei ZHOU ; Chunyu YAN ; Yuebin ZHANG ; Qinglong QIAO ; Xuelian ZHOU ; Yingzhu CHEN ; Guangying WANG ; Zhendong GUO ; Jun LIU ; Hailong PIAO ; Xia PAN ; Mengxue YAN ; Weijie ZHAO ; Guohui LI ; Yueqing LI ; Zhaochao XU
Acta Pharmaceutica Sinica B 2022;12(9):3739-3742
9.Effects and mechanisms of AKR1C3 inducing doxorubicin resistance in breast cancer
Kaizhen WANG ; Wanwan YANG ; Shengyao XU ; Qinglong GUO ; Li ZHAO
Journal of China Pharmaceutical University 2021;52(3):352-360
To explore the mechanisms by which AKR1C3 induces tumor resistance, human breast cancer cell strain MCF-7/DOX resistant to doxorubicin, MCF-7/ AKR1C3 cells for overexpression of AKR1C3 and MCF-7/DOX-KD cells for knockdown of AKR1C3 in MCF-7/DOX cells were established. Western blot analysis found that AKR1C3 was expressed at a higher level in MCF-7/DOX than MCF-7 wild type cells. Similarly, CCK-8 and DAPI confirmed that MCF-7/ AKR1C3 cells were more resistant to DOX than AKR1C3 wild types as the IC50 was increased 6 times in MCF-7/AKR1C3 cells more than in AKR1C3 wild type cells. Meanwhile, colony formation ability was also enhanced after AKR1C3 was over-expressed in MCF-7 cells.Cytoplasmic/nuclear separation analysis and IF further found that β-catenin nuclear translocation mediated by AKR1C3 was the main reason contributing to the occurrence of DOX-resistant breast cancer cells. β-catenin inhibitor, XAV939, could reverse the AKR1C3 induced doxorubicin resistance in MCF-7 cells.Results indicated that AKR1C3 could be a potential therapeutic target in breast cancer cells.
10.Validity of MemTrax test based on continuous visual recognition tasks online as a screening test for amnestic mild cognitive impairment in Chinese population
Xinjie CHEN ; Feng ZHAO ; Qunzhu SHANG ; Shujuan DAI ; Fan XU ; Qinglong AI ; Junyan ZHANG ; Xiaolei LIU
Chinese Journal of Neurology 2021;54(3):184-190
Objective:To explore the use of internet-based continuous visual recognition task (MemTrax test, MTX) as a rapid screening tool for amnestic mild cognitive impairment (aMCI).Methods:Sixty-four patients with aMCI and 64 individuals with normal cognition as healthy controls were enrolled respectively from Department of Neurology and Health Examination Center of the First Affiliated Hospital of Kunming Medical University from August 2018 to December 2019. Montreal Cognitive Assessment (MoCA) scale and MTX were adopted to assess the cognitive function of all subjects. The total adjusted MoCA scale score, correct rate of MTX, reaction time of MTX and MTX score were obtained and statistically analyzed.Results:The adjusted MoCA scale scores of aMCI patients and healthy controls were 19 (14, 24) and 26 (24, 27; Z=6.795), the correct rate of MTX of aMCI patients and healthy controls were 74% (60%, 80%) and 88% (84%, 94%; Z=8.359), and the MTX score of aMCI patients and healthy controls were 51.11±14.07 and 70.56±14.91 ( t=7.590), respectively, all with statistically significant difference ( P<0.001). Reaction time of MTX of aMCI patients and healthy controls was 1.401 (1.253, 1.590) s and 1.277 (1.163, 1.410) s, respectively ( Z=3.083, P<0.01). After adjustment for age, physical or mental occupation, exercise, hypertension, hyperlipidemia, stroke, sleep time, as well as smoke, the linear regression showed that the aMCI patients had a significant decrease of adjusted MoCA score, correct rate of MTX and MTX score ( P<0.001), and an extension of reaction time of MTX ( P=0.071), compared with the controls. By MTX and MoCA scale assessment, the best cutoff value was 81% for correct rate of MTX and 23 for adjusted MoCA scale score respectively for the prediction of aMCI (with sensitivity of 79.7%, 93.8% respectively, and specificity of 68.8%, 82.8% respectively). The area under the curve (AUC) of correct rate of MTX was 0.93 (95% CI 0.89-0.97, P<0.001), and the AUC of adjusted MoCA score was 0.85 (95% CI 0.78-0.91, P<0.001). There was a statistically significant difference in paired comparison of the two AUCs (χ2=4.620, P<0.05). Conclusion:MTX acts better for the detection of aMCI than MoCA scale, and correct rate of MTX<81% can be considered as the existence of MCI.


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