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.Segmented Time Study and Optimization Strategy for Clinical Application of Ethos Online Adaptive Radiotherapy.
Dandan ZHANG ; Yuhan KOU ; Shilong ZHU ; Xiaoyu LIU ; Meng NING ; Peichao BAN ; Jinyuan WANG ; Changxin YAN ; Zhongjian JU
Chinese Journal of Medical Instrumentation 2025;49(2):134-140
OBJECTIVE:
To analyze the time characteristics of the Ethos online adaptive radiotherapy (OART) process in clinical practice and provide guidance for the comprehensive optimization of each stage of adaptive radiotherapy.
METHODS:
The study involved 61 patients with cervical, rectal, gastric, lung, esophageal, and breast cancers who underwent Ethos OART. The mean ± standard deviation of segmental time, total time, and target volume for these patients were tracked. The time characteristics for different cancer types were evaluated, and the average time for target and organ at risk (OAR) modifications was compared with the average target volume for each cancer type.
RESULTS:
Cervical cancer born the longest total treatment time, while breast cancer had the shortest. For all cancer types except breast cancer, the modification time for target and OAR was the most time-consuming segment. The average time for target and OAR modifications aligned with the trend of the average target volume.
CONCLUSION
The total treatment time for various cancers ranges from 15 to 35 minutes, indicating room for improvement.
Humans
;
Radiotherapy Planning, Computer-Assisted/methods*
;
Neoplasms/radiotherapy*
;
Female
4.Comparison and study of multiple scales results in children with cochlear reimplantation, mainly the speech, spatial, and other qualities of hearing scale for parents.
Tian NI ; Jinyuan SI ; Haotian LIU ; Xinyi YAO ; Xiangling ZHANG ; Huilin YIN ; Lin ZHANG ; Xiuyong DING ; Yu ZHAO
Journal of Clinical Otorhinolaryngology Head and Neck Surgery 2025;39(5):433-442
Objective:To compare the outcomes of multiple scales, primarily the speech, spatial, and other qualities of hearing scale for parents(SSQ-P), in children with ipsilateral vs. Contralateral cochleareimplantat ion(CRI). Methods: A total of 69 children who received cochlear implantation surgery from April 1999 to June 2024 were included. Patients were divided into two groups based on whether the implantation was on the same side. General information such as gender, age, age at initial implantation and reimplantation was collected. The primary caregivers of the children were followed up by telephone using the categories of auditory performance(CAP), speech intelligibility rating(SIR), and SSQ-P questionnaires. Statistical methods including stepwise regression, linear regression, and permutation tests were employed to investigate if there were any statistically significant differences in the scores of CAP, SIR, SSQ-P total, SSQ-P speech perception, SSQ-P spatial hearing, and SSQ-P auditory quality dimensions between the ipsilateral and contralateral reimplantation groups. Results:Of the 69 children included, 62 were in the ipsilateral reimplantation group with a mean age of 11.1 years, and 7 were in the contralateral reimplantation group with a mean age of 11.7 years. Statistical analysis showed that patients in the contralateral reimplantation group had significantly lower SSQ-P total scores (P<0.05) and spatial hearing dimension scores (P<0.05) than those in the ipsilateral reimplantation group after controlling for the corresponding confounders. Conclusion:The effect of ipsilateral reimplantation of cochlear implants is superior to that of contralateral reimplantation in terms of overall auditory function and spatial hearing in daily life for children, but the mechanisms require further investigation.
Humans
;
Cochlear Implantation
;
Child
;
Parents
;
Speech Perception
;
Male
;
Cochlear Implants
;
Female
;
Hearing
;
Surveys and Questionnaires
;
Speech
;
Child, Preschool
5.Application of domestic single-port robotic surgical system in thyroid cancer.
Qian MA ; Sicheng ZHANG ; Longyue ZHANG ; Jinyuan LIU ; Ronghao SUN ; Yuqiu ZHOU ; Linjie MA ; Chunyan SHUI ; Yongcong CAI ; Chao LI
Journal of Clinical Otorhinolaryngology Head and Neck Surgery 2025;39(11):1044-1047
Objective:To explore the feasibility and preliminary efficacy of domestic single-port robotic surgical system in the surgical treatment of thyroid cancer. Methods:Thyroid cancer patients who underwent domestic single-port robotic surgery in the Department of Head and Neck Surgery of Sichuan Cancer Hospital from June 2024 to January 2025 were prospectively included. Clinical data, oncological characteristics, and perioperative indicators were systematically collected. Results:A total of 7 patients were included, including 3 males and 4 females, with an age of (34.57±10.26) years. All procedures were successfully completed without conversion to open surgery. Operative time was(180.00±30.41) minutes. Blood loss was(5.00[15.00 ])mL. Postoperative drainage volume was (167.86±130.95) mL. The postoperative pathological results were all thyroid papillary carcinoma. There were no system failures, no device-related complications and adverse events were observed during the operation and perioperative period. No tumor recurrence or metastasis was observed during the follow-up period. Conclusion:Preliminary data indicate that the domestic single-port robotic surgical system is safe and feasible for the surgical treatment of thyroid cancer, providing a practical basis for subsequent multi-disease, multi-center, and large-sample studies.
Humans
;
Thyroid Neoplasms/surgery*
;
Robotic Surgical Procedures/instrumentation*
;
Male
;
Female
;
Adult
;
Thyroidectomy/methods*
;
Operative Time
;
Middle Aged
;
Prospective Studies
6.GSFM: A genome-scale functional module transformation to represent drug efficacy for in silico drug discovery.
Saisai TIAN ; Xuyang LIAO ; Wen CAO ; Xinyi WU ; Zexi CHEN ; Jinyuan LU ; Qun WANG ; Jinbo ZHANG ; Luonan CHEN ; Weidong ZHANG
Acta Pharmaceutica Sinica B 2025;15(1):133-150
Pharmacotranscriptomic profiles, which capture drug-induced changes in gene expression, offer vast potential for computational drug discovery and are widely used in modern medicine. However, current computational approaches neglected the associations within gene‒gene functional networks and unrevealed the systematic relationship between drug efficacy and the reversal effect. Here, we developed a new genome-scale functional module (GSFM) transformation framework to quantitatively evaluate drug efficacy for in silico drug discovery. GSFM employs four biologically interpretable quantifiers: GSFM_Up, GSFM_Down, GSFM_ssGSEA, and GSFM_TF to comprehensively evaluate the multi-dimension activities of each functional module (FM) at gene-level, pathway-level, and transcriptional regulatory network-level. Through a data transformation strategy, GSFM effectively converts noisy and potentially unreliable gene expression data into a more dependable FM active matrix, significantly outperforming other methods in terms of both robustness and accuracy. Besides, we found a positive correlation between RSGSFM and drug efficacy, suggesting that RSGSFM could serve as representative measure of drug efficacy. Furthermore, we identified WYE-354, perhexiline, and NTNCB as candidate therapeutic agents for the treatment of breast-invasive carcinoma, lung adenocarcinoma, and castration-resistant prostate cancer, respectively. The results from in vitro and in vivo experiments have validated that all identified compounds exhibit potent anti-tumor effects, providing proof-of-concept for our computational approach.
7.Deciphering the significant impact of natural glycosylation on human insulin.
Yaohao LI ; Wenqiang LIU ; Dan LIU ; Ruihan WANG ; Yajing ZHANG ; Xin LI ; Jinyuan GONG ; Shiying SHANG ; Zhongping TAN
Acta Pharmaceutica Sinica B 2025;15(11):5880-5890
In the century-long evolution of insulin pharmaceuticals, each transformative advancement in this drug class has been closely tied to the ability to obtain new insulin isoforms for research. Despite this, the recently discovered naturally occurring isoforms of glycosylated human insulin have remained largely unattainable for proper characterization. Herein, we demonstrate for the first time that total chemical synthesis can be used to generate all isoforms. This achievement required maintaining the correct positions of the interchain disulfide bonds while effectively removing protecting groups on complex glycans. Notably, the availability of seven glycoforms reveals the important effects of natural sialylated glycans in suppressing insulin self-association and enhancing its solubility, surpassing the performance of currently employed rapid-acting insulin drugs. This work not only offers a readily adaptable platform for exploring natural O-glycosylation in other therapeutic proteins and peptides but also lays the groundwork for further research into harnessing natural glycosylation for therapeutic applications.
8.Study on the medication law of TCM compound patents for primary dilated cardiomyopathy based on data mining
Jinyuan ZHANG ; Wei LIU ; Hongxu LIU ; Xiaolei LAI ; Tong TONG ; Yanjie LIAN
International Journal of Traditional Chinese Medicine 2025;47(7):992-998
Objective:To investigate the medication law of TCM compound patents for treating primary dilated cardiomyopathy (DCM) based on data mining.Methods:TCM compound patents for the treatment of DCM were retrieved from State Intellectual Property Office of China-Chinese Patent Publication Notice webpage from the establishment of the database to November 18, 2024. After extracting information, statistics were conducted on patent publication time, indications, drug frequency, etc. The association rules of drugs were analyzed using SPSS Modeler 18.0 software based on the Apriori algorithm, and the core drug co-occurrence relationship was visualized using Cytascape 3.9.1 software. SPSS 27.0 software was used to cluster the high-frequency drugs and core co-occurrence drugs. The MCODE plug-in of Cytascape 3.9.1 software was used for graphic clustering analysis.Results:A total of 52 patents were included in this study, with high-frequency syndromes of qi deficiency and blood stasis (16 times), qi and yin deficiency (13 times), blood stasis and water stagnation syndrome (5 times), etc. A total of 236 kinds of Chinese materia medica were involved, with high-frequency herbal medicines such as Astmgali Radix (34 times), Salvia Miltiorrhiza (24 times), Poria (22 times), Ophiopogonis Radix (19 times), etc.; common pairs were Poria → Astmgali Radix (rule support 34.62%, confidence 81.82%), Atractylodes Macrocephala → Poria (rule support 25.0%, confidence 100%), etc.; common medicinal combinations were Atractylodes Macrocephala - Astmgali Radix → Poria (rule support 21.15%, confidence 100%), Astmgali Radix-Schisandrae Chinensis Fructus → Ophiopogonis Radix (rule support 21.15%, confidence 91.67%), etc.; new prescriptions included "Poria, Atractylodes Macrocephala, Ginseng Radix et Rhizoma, Cmnamomi Mmulus, Descurainiae Semen, Aconiti Lateralis Radix Praeparaka, Polyporus", etc.; potential Chinese medicine combinations included "Aconitum Bullatifolium-Eupolyphaga Steleophaga-Myrrh-Os Costaziae-Os Draconis-Olibanum-Moschus-Pyritum", etc.Conclusion:TCM compound patents for treating DCM mainly include qi deficiency and blood stasis, qi-yin deficiency , blood stasis and water stagnation, etc. The basic treatment method is to tonify qi and nourish yin, invigorate blood circulation and eliminate blood stasis, promote water circulation and reduce swelling, and cooperate with the method of softening and dispersing knots.
9.Research advances on immune-combination strategy in bladder-sparing treatment for bladder cancer
Jinyuan CHEN ; Dongliang ZHANG ; Jialiang SHAO ; Xiang WANG
Journal of Modern Urology 2025;30(10):903-908
Bladder-preserving treatment has become a research focus due to its potential to balance therapeutic efficacy and quality of life.In recent years,the rapid development of immunotherapy has brought new opportunities for bladder-sparing strategies.In high-risk non-muscle invasive bladder cancer(HR-NMIBC),emerging regimens such as bacillus calmette-guérin-based immunoenhancement,immuno-chemotherapy combinations,targeted therapy,and gene therapy have demonstrated encouraging efficacy and safety in trials like GU-123 and TRUCE-02,with complete remission rate ranging from 42%-100%.In muscle-invasive bladder cancer(MIBC),immunotherapy is being integrated with trimodal therapy,radiotherapy,chemotherapy,and antibody-drug conjugates,as evidenced by studies such as ReBirth and BTCRC-GU15-023,which reported significant improvements in bladder-intact event-free survival,progression-free survival,and complete remission rate.This review summarizes the latest advances in immunotherapy-based bladder-preserving strategies for both HR-NMIBC and MIBC,aiming to provide insights for future individualized treatment approaches.
10.Flexion versus extension wound closure position in total knee arthroplasty: a meta-analysis
Ke ZHOU ; Xin ZHI ; Jinyuan XIE ; Ming NI ; Guoqiang ZHANG
Chinese Journal of Orthopaedics 2025;45(18):1201-1207
Objective:To analyze the impact of wound closure in knee flexion versus extension on postoperative outcomes after total knee arthroplasty (TKA).Methods:Randomized controlled trials (RCTs) comparing the effects of knee flexion versus extension wound closure on TKA outcomes were retrieved from databases including CNKI, WanFang Data, Chinese Medical Journal Full-text Database, PubMed, Medline, Cochrane Library, and Embase, from inception to October 1, 2024. Outcome measures include knee range of motion (ROM), Knee Society score (KSS), visual analogue scale (VAS), and incidence of postoperative complications at different time points. Meta-analysis was performed using Stata 18.0. The methodological quality of included RCTs was assessed using the modified Jadad scale. A fixed-effects model was applied when heterogeneity was low, while a random-effects model was used when heterogeneity was high.Results:A total of 467 patients from 7 RCTs were included (233 in flexion group, 234 in extension group). The mean age was 66.4 years in the flexion group and 66.7 years in the extension group, with a follow-up ranging from 1 to 12 months. All studies were of high quality. The meta-analysis revealed that the flexion group had significantly greater knee ROM at 1 month [ WMD=3.72, 95% CI(3.12, 4.33), P<0.001] and 3 months [ WMD=5.31, 95% CI(0.79, 9.84), P=0.020] postoperatively compared to the extension group. At 6 months postoperatively, the flexion group showed significantly higher KSS [ WMD=-1.25, 95% CI(-1.51, -0.99), P<0.001]. No significant differences were found in ROM at 6 months [ WMD=0.89, 95% CI(-0.99, 2.77), P=0.350], VAS at 3 months [ WMD=-0.28, 95% CI(-1.59, -0.03), P=0.075], or complication rates [ RD=0.03, 95% CI(-0.01,0.07), P=0.198]. Conclusion:Wound closure in knee flexion can improve early knee range of motion within 3 months and functional outcomes at 6 months after TKA.

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