1.Establishment of a risk prediction model for patients with type 2 diabetes and coronary heart disease based on machine learning of laboratory data
Zhichao GU ; Yunzhe WU ; Fan YANG ; Yide LU
International Journal of Laboratory Medicine 2025;46(2):135-140
Objective To analyze the characteristics of clinical indicators in patients with type 2 diabetes,and to establish a simple and effective risk prediction model for type 2 diabetes complicated with coronary heart disease by screening risk prediction indicators with machine learning.Methods A retrospective study was conducted,and 217 patients diagnosed with coronary artery disease combined with type 2 diabetes mellitus who were hospitalized in the Hospital from January 2022 to November 2023 were selected.Additionally,214 patients diagnosed with T2DM during the same period in the outpatient department were selected as the con-trol group.Their routine laboratory test data were recorded.The Least Absolute Shrinkage and Selection Op-erator(Lasso)algorithm was used to select features,and the models were built by using seven machine learn-ing algorithms:Random Forest,Decision Tree,Support Vector Machine,eXtreme Gradient Boosting,Logistic Regression,K-Nearest Neighbor,and Artificial Neural Network.The diagnostic efficacy of different models through receiver operating characteristic curve(ROC),area under curve(AUC),calibration curve,specificity,sensitivity,F1 value,and other indicators were evaluated.Results Twenty key factors,including age,gender,systolic blood pressure,diastolic blood pressure,heart rate,C-reactive protein and blood glucose were selected using Lasso regression.When incorporated into various models,the SVM model exhibited the highest sensitiv-ity(88.37%),negative predictive value(82.14%),and area under curve(0.845).The Random Forest model had the highest accuracy(76.47%),positive predictive value(76.74%),and F1 score(0.77).Meanwhile,the XGBoost algorithm demonstrated relatively good specificity(80.95%).After introducing the SHAP model,it was inferred that blood glucose had a significant positive impact on the occurrence of coronary heart disease in individuals with type 2 diabetes.Conclusion Machine learning can serve as an effective tool for assessing the risk of coronary heart disease in patients with type 2 diabetes.In this study,SVM,Random Forest,and XG-Boost models all demonstrate good predictive performance,indicating promising clinical application prospects.
2.Comparison of femoral neck system and inverted triangle cannulated screws in treatment of femoral neck fractures in young adults
Zhichao WANG ; Ping GU ; Ji WANG ; Xinfei QU ; Beibei ZHANG ; Mingming ZHANG ; Kun ZANG ; Wei ZHANG
Journal of Navy Medicine 2025;46(7):745-750
Objective To compare the effectiveness of femoral neck system(FNS)and inverted triangle cannulated screws(ITCS)in the treatment of femoral neck fractures in young adults.Methods A retrospective study was conducted on 106 young and middle-aged patients who had been surgically treated for femoral neck fracture at our hospital from December 2020 to June 2022.The patients were assigned to FNS group(57 cases)or ITCS group(49 cases)according to the different internal fixations.The operation time,intraoperative fluoroscopy frequency,intraoperative blood loss,extra assisted reduction procedures(Kirschner wire prying reduction or open reduction),hospital stays,healing time,complications,postoperative recovery,and follow-up duration were compared between the two groups.Results The operation time,fluoroscopy frequency,and healing time in the FNS group were less than those in the ITCS group(P<0.001).The shortening degree and length of femoral neck in moderate and severe patients of the FNS group were lower than those of the ITCS group(P<0.001).The Harris score of the FNS group was higher than that of the ITCS group 12 months after surgery(P<0.001).There was no significant difference in intraoperative blood loss,reduction assistance,Garden index,or hospital stays between the two groups(P>0.05).Conclusion FNS is a better choice for internal fixation in patients with femoral neck fractures than ITCS,with faster recovery and less postoperative complications.
3.Comparison of femoral neck system and inverted triangle cannulated screws in treatment of femoral neck fractures in young adults
Zhichao WANG ; Ping GU ; Ji WANG ; Xinfei QU ; Beibei ZHANG ; Mingming ZHANG ; Kun ZANG ; Wei ZHANG
Journal of Navy Medicine 2025;46(7):745-750
Objective To compare the effectiveness of femoral neck system(FNS)and inverted triangle cannulated screws(ITCS)in the treatment of femoral neck fractures in young adults.Methods A retrospective study was conducted on 106 young and middle-aged patients who had been surgically treated for femoral neck fracture at our hospital from December 2020 to June 2022.The patients were assigned to FNS group(57 cases)or ITCS group(49 cases)according to the different internal fixations.The operation time,intraoperative fluoroscopy frequency,intraoperative blood loss,extra assisted reduction procedures(Kirschner wire prying reduction or open reduction),hospital stays,healing time,complications,postoperative recovery,and follow-up duration were compared between the two groups.Results The operation time,fluoroscopy frequency,and healing time in the FNS group were less than those in the ITCS group(P<0.001).The shortening degree and length of femoral neck in moderate and severe patients of the FNS group were lower than those of the ITCS group(P<0.001).The Harris score of the FNS group was higher than that of the ITCS group 12 months after surgery(P<0.001).There was no significant difference in intraoperative blood loss,reduction assistance,Garden index,or hospital stays between the two groups(P>0.05).Conclusion FNS is a better choice for internal fixation in patients with femoral neck fractures than ITCS,with faster recovery and less postoperative complications.
4.Prevalence and related factors of polypoid lesion of gallbladder of soldiers stationed on an island
Shuai XU ; Zhichao XU ; Yining LIU ; Mingli GU ; Chang SUN
Journal of Navy Medicine 2025;46(10):987-991
Objective To investigate the prevalence and influencing factors of polypoid lesion of gallbladder(PLG)of soldiers stationed on an island.Methods A total of 687 soldiers stationed on an island who underwent annual physical examination from October to December 2020 were selected.They took transabdominal ultrasound and blood biochemical examination,and filled out the questionnaire.There were 62 cases with PLG(PLG group)and 625 cases without PLG(non-PLG group).Age,body mass index(BMI),blood pressure,smoking,eating habits,blood biochemical indexes,and self-rating depression scale(SDS)scores were compared between the two groups.Logistic regression analysis was performed to obtain the independent risk factors for the prevalence of PLG of the soldiers.Results There were significant differences in age,BMI,blood pressure,smoking,irregular diet,total cholesterol(TC),triacylglycerol(TG),low-density lipoprotein cholesterol(LDL-C)and SDS scores between the two groups(all P<0.05).Multivariate Logistic regression analysis showed that age,high BMI,smoking,irregular diet,high TC,high TG,high LDL-C,and high SDS scores were independent risk factors for PLG(all P<0.05).Conclusion There is a high overall prevalence of PLG in the soldiers of this island,which is related to age,high BMI,smoking,irregular diet,high TC,high TG,high LDL-C,and high SDS scores.
5.Retrospective study of 121 patients with plexiform neurofibroma in head and neck
Wei WANG ; Yihui GU ; Beiyao ZHU ; Hao TAN ; Zicheng ZHU ; Bin GU ; Xiaojie HU ; Jun YANG ; Zhichao WANG ; Qingfeng LI
Chinese Journal of Plastic Surgery 2024;40(2):169-178
Objective:The treatment of head and neck in plexiform neurofibroma (PNF) is a major clinical problem, lacking consensus on surgical treatment, classification, operation timing, and treatment method. The purpose of this study was to provide a basis for further consensus formation by analyzing the clinical manifestations, surgical conditions, tumor recurrence, post-operation satisfaction, and changes in quality of life of patients undergoing PNF surgery in head and neck.Methods:Through medical record review and telephone follow-up, a retrospective analysis was conducted on neurofibromatosis type 1 (NF1) patients admitted for surgical treatment for PNF patient in head and neck from May 2012 to July 2022 in Department of Plastic and Reconstructive Surgery, Shanghai Ninth People’s Hospital, Shanghai Jiao Tong University School of Medicine. Complete collection and statistical analysis of patients’clinical data, using telephone follow-up to investigate the immediate postoperative satisfaction and long-term surgical satisfaction of patients and/or their families, as well as standardized quality of life questionnaires HRQol(health related quality of life) and PlexiQol(plexiform neurofibroma quality of life). Based on the data about changes in quality of life before and after surgery and long-term surgical satisfaction, patients were divided into surgical benefit and non-benefit groups. Binary and multivariate logistic regression analysis were used to analyze the clinical characteristics of patients with long-term surgical benefit.Results:Totally 512 patients with head and neck NF1 were admitted for surgery with complete medical records. 121 patients were identified as NF1 related PNF diagnosed by medical history and radiological examination, and effective follow-up was obtained. There were 70 males and 51 females, aged (25.60±12.85) years old, ranging from 7 to 63 years old, with 41 patients who were ≤ 18 years old and 80 patients over 18 years old. 62.81%(76/121) of patients exhibiting clinical dysfunctions, and the tumor mass were mainly characterized by invasive growth. 41.32%(50/121) of patients underwent multiple surgical treatments, with a total of 215 surgeries performed on 121 patients. The surgical objective included appearance improvement and functional repair. The incidence of postoperative complications was 6.05%(13/215). The follow-up period after last operation was (51.41±27.66) months, and 42.15%(51/121) of patients reported postoperative tumor recurrence. 76.03%(92/121) of patients were satisfied with immediate postoperative result, while the rate decreased to 46.28%(56/121) during long-term follow-up. Family members of patients who were ≤ 18 years old had a higher proportion of dissatisfaction with the scars caused by surgery and a stronger willingness to undergo another surgery. The tumor recurrence was closely related to surgical benefits ( OR=2.32, P<0.05). Further analysis found that the gender and age of patients were the main risk factors for the recurrence. The recurrence risk in patients ≤ 18 years old was significantly higher than in that over 18 years old( OR=3.49, P=0.004), and the highest in the 7-12 year-old group, reaching 68.42%(13/19). The recurrence risk in male patients was significantly lower than that in females ( OR=0.40, P=0.026). Conclusion:The clinical manifestations of PNF patients in head and neck region are complex. Clinical diagnosis and treatment in PNF should focus on the applications in comprehensive method such as full preoperative evaluation, active multi-disciplinary treatment cooperation and combined therapies in order to improve the safety and effectiveness of treatment and reduce tumor recurrence.
6.Retrospective study of 121 patients with plexiform neurofibroma in head and neck
Wei WANG ; Yihui GU ; Beiyao ZHU ; Hao TAN ; Zicheng ZHU ; Bin GU ; Xiaojie HU ; Jun YANG ; Zhichao WANG ; Qingfeng LI
Chinese Journal of Plastic Surgery 2024;40(2):169-178
Objective:The treatment of head and neck in plexiform neurofibroma (PNF) is a major clinical problem, lacking consensus on surgical treatment, classification, operation timing, and treatment method. The purpose of this study was to provide a basis for further consensus formation by analyzing the clinical manifestations, surgical conditions, tumor recurrence, post-operation satisfaction, and changes in quality of life of patients undergoing PNF surgery in head and neck.Methods:Through medical record review and telephone follow-up, a retrospective analysis was conducted on neurofibromatosis type 1 (NF1) patients admitted for surgical treatment for PNF patient in head and neck from May 2012 to July 2022 in Department of Plastic and Reconstructive Surgery, Shanghai Ninth People’s Hospital, Shanghai Jiao Tong University School of Medicine. Complete collection and statistical analysis of patients’clinical data, using telephone follow-up to investigate the immediate postoperative satisfaction and long-term surgical satisfaction of patients and/or their families, as well as standardized quality of life questionnaires HRQol(health related quality of life) and PlexiQol(plexiform neurofibroma quality of life). Based on the data about changes in quality of life before and after surgery and long-term surgical satisfaction, patients were divided into surgical benefit and non-benefit groups. Binary and multivariate logistic regression analysis were used to analyze the clinical characteristics of patients with long-term surgical benefit.Results:Totally 512 patients with head and neck NF1 were admitted for surgery with complete medical records. 121 patients were identified as NF1 related PNF diagnosed by medical history and radiological examination, and effective follow-up was obtained. There were 70 males and 51 females, aged (25.60±12.85) years old, ranging from 7 to 63 years old, with 41 patients who were ≤ 18 years old and 80 patients over 18 years old. 62.81%(76/121) of patients exhibiting clinical dysfunctions, and the tumor mass were mainly characterized by invasive growth. 41.32%(50/121) of patients underwent multiple surgical treatments, with a total of 215 surgeries performed on 121 patients. The surgical objective included appearance improvement and functional repair. The incidence of postoperative complications was 6.05%(13/215). The follow-up period after last operation was (51.41±27.66) months, and 42.15%(51/121) of patients reported postoperative tumor recurrence. 76.03%(92/121) of patients were satisfied with immediate postoperative result, while the rate decreased to 46.28%(56/121) during long-term follow-up. Family members of patients who were ≤ 18 years old had a higher proportion of dissatisfaction with the scars caused by surgery and a stronger willingness to undergo another surgery. The tumor recurrence was closely related to surgical benefits ( OR=2.32, P<0.05). Further analysis found that the gender and age of patients were the main risk factors for the recurrence. The recurrence risk in patients ≤ 18 years old was significantly higher than in that over 18 years old( OR=3.49, P=0.004), and the highest in the 7-12 year-old group, reaching 68.42%(13/19). The recurrence risk in male patients was significantly lower than that in females ( OR=0.40, P=0.026). Conclusion:The clinical manifestations of PNF patients in head and neck region are complex. Clinical diagnosis and treatment in PNF should focus on the applications in comprehensive method such as full preoperative evaluation, active multi-disciplinary treatment cooperation and combined therapies in order to improve the safety and effectiveness of treatment and reduce tumor recurrence.
7.Principles and strategies of surgical treatment of plexiform neurofibromas
Beiyao ZHU ; Yihui GU ; Wei WANG ; Chengjiang WEI ; Bin GU ; Qingfeng LI ; Zhichao WANG
Chinese Journal of Plastic Surgery 2023;39(11):1244-1250
Plexiform neurofibromas (pNF) is significant hallmark of type Ⅰ neurofibromatosis, posing substantial negative impacts on patients’ quality of life and daily functionality. Surgical intervention remains the primary modality of treatment. However, the surgery is fraught with challenges due to the rich vascularization, intricate neural involvement, and ill-defined borders of the tumors. The risk of recurrence and complications further complicates the surgical approach. Through extensive literature review and integrative analysis, this article summarizes the current surgical treatment options and adjunctive techniques available for pNF management. Preoperative radiological assessments, vascular embolization, intraoperative neural monitoring, and fluorescence navigation are among the ancillary techniques that can effectively mitigate surgical risks. The timing of surgery should be guided by specific indications and contraindications, while the surgical plan must be individualized based on the patient’s unique presentation, sometimes necessitating a multidisciplinary approach. Overall, a comprehensive assessment of the patient’s condition and the implementation of multifaceted adjunctive measures are imperative for maximizing tumor resection while minimizing the risks of recurrence and complications.
8.Effectiveness of arthroscopic "hybrid" suture for delaminated rotator cuff tear: A prospective randomized controlled study.
Zhichao CHEN ; Zhiwei ZHANG ; Xie JIANG ; Yu DAN ; Zuchao GU
Chinese Journal of Reparative and Reconstructive Surgery 2023;37(4):398-403
OBJECTIVE:
To investigate the effectiveness of "hybrid" suture with en masse combined with double-layer repair under arthroscopy in repair of delaminated rotator cuff tear by comparison with en masse suture.
METHODS:
Fifty-six patients with delaminated rotator cuff tears met selection criteria between June 2020 and January 2022 were included in the study. Patients were divided into two groups ( n=28) using a random number method. The patients in trial group underwent arthroscopic "hybrid" suture with the combination en masse and double-layer suture. The patients in control group underwent en masse suture under arthroscopy. There was no significant difference between the two groups ( P>0.05) in terms of gender, age, rotator cuff tear side, tear size, cause of injury, disease duration, and preoperative American Association of Shoulder and Elbow Surgeons (ASES) score, the University of California at Los Angeles (UCLA) shoulder scoring, visual analogue scale (VAS) score, and shoulder range of motion (forward flexion and lateral external rotation). The operation time, the difference of ASES score, UCLA score, VAS score, and shoulder range of motion (forward flexion and lateral external rotation) between pre- and post-operation were recorded and compared between the two groups ( P>0.05). The rotator cuff healing was examined by MRI and evaluated based on the classification criteria of rotator cuff healing proposed by Sugaya et al.
RESULTS:
Three cases (1 case in the trial group and 2 cases in the control group) were excluded from the study due to loss of follow-up. Twenty-seven cases in the trial group and 26 cases in the control group were included in the final study analysis. All operations of the two groups were completed successfully. There was no significant difference in the operation time between groups ( P>0.05). The follow-up time was 10-12 months (mean, 10.9 months) in the trial group and 10-13 months (mean, 11.4 months) in the control group. All incisions healed by first intention. No surgery-related complications occurred. The UCLA score, ASES score, VAS score, and shoulder range of motion (forward flexion and lateral external rotation) of both groups at 9 months after operation were significantly superior to those before operation ( P<0.05). The difference of UCLA score, ASES score, and VAS score between before and after operation in the trial group were significantly better than those in the control group ( P<0.05). There was no significant differences between the two groups in the difference of shoulder range of motion (forward flexion and lateral lateral rotation) ( P>0.05). At 9 months after operation, according to the classification criteria of rotator cuff healing proposed by Sugaya et al, MRI showed that the rotator cuff healing of the trial group was significantly better than that of the control group ( P<0.05).
CONCLUSION
Compared with en masse suture, arthroscopic "hybrid" suture for the repair of delaminated rotator cuff tear has advantages in relieving pain and improving shoulder joint function, and the rotator cuff healing is better.
Humans
;
Rotator Cuff Injuries/surgery*
;
Prospective Studies
;
Shoulder Joint/surgery*
;
Treatment Outcome
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Arthroscopy/methods*
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Sutures
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Range of Motion, Articular
;
Magnetic Resonance Imaging
9.Tissue distribution and analysis of human umbilical cord mesenchymal stem cells in NOG mice following single intravenous injection
Zhichao YE ; Guoyu CHEN ; Ruolang PAN ; Yuhua SHI ; Liqiang GU ; Lijuan XIA ; Xiaobo LIN ; Qiang ZHANG ; Shasha XU ; Jinjin SHAO ; Lijiang ZHANG
Acta Laboratorium Animalis Scientia Sinica 2023;31(12):1573-1580
Objective To establish a quantitative polymerase chain reaction(PCR)method for the analysis of human-derived SRY DNA in mouse tissues,and to study the tissue distribution of human umbilical cord mesenchymal stem cells(HUCMSCs)in immunodeficient NOG mice after a single intravenous injection.Methods We established a quantitative PCR method for the analysis of human SRY DNA in mouse tissues,and validated the standard curve,linear range,accuracy,precision,and stability.Thirty-six NOG mice(18 male,18 female)were administered 3.5×107 HUCMSCs/kg by single intravenous injection.Six mice were then anesthetized and dissected after blood collection(EDTA anticoagulation)at 6,12,24,and 72 h,and at 1 and 2 weeks,respectively.DNA was extracted from lung,kidney,heart,liver,brain,spinal cord,stomach,small intestine,fat,skin,spleen,testis,uterus,and ovary tissues,and the distribution of HUCMSCs in each tissue was determined by the validated quantitative PCR method for detecting the human-derived SRY gene in mouse tissues.In addition,18 NOG mice(9 male,9 female)were divided into control(n = 6)and treatment groups(n = 12)injected intravenously with 0.9%sodium chloride and 3.5×107 cells/kg,respectively.Acute toxic reactions were observed during the administration period,and four animals were dissected at 72 h and at 2 and 4 weeks after administration to observe the gross organs.Mitochondrial protein expression was detected in paraffin sections of lung tissues by immunohistochemistry to analyze the colonization of HUCMSCs in lung tissues.Results The established RT-qPCR method for human-derived SRY DNA in mouse tissues met the validation criteria for each index.After a single intravenous injection in NOG mice,HUCMSCs were mainly distributed in the lungs and blood within 1 week after administration,with higher concentrations in lung tissues than in blood.The concentrations of HUCMSCs in lung tissue and blood remained relatively stable within 6~24 h and 6~72 h,respectively,and then decreased over time.The distribution of HUCMSCs in other tissues was not measured at all sampling points.The colonization result showed that HUCMSCs were detected in lungs 72 h after intravenous injection,but not at 2 and 4 weeks.No obvious acute toxicity was observed in NOG mice after single intravenous administration of HUCMSCs.Conclusions The above method for analyzing the distribution of HUCMSCs in mouse tissue is reliable and feasible.HUCMSCs were mainly distributed in lung and blood in NOG mice within 1 week after a single intravenous injection,and mainly colonized lung tissue at 72 h.A single intravenous administration of HUCMSCs has a good safety profile.
10.A randomized controlled trial on sodium hyaluronate gel in prevention of postoperative intestinal adhesion
Wensheng HUANG ; Jiancong HU ; Chuanqing WU ; Liang SHANG ; Chengle ZHUANG ; Ke AN ; Zhichao ZHAI ; Changmin DING ; Zhaoya GAO ; Qingkun GAO ; Pengfei NIU ; Yanzhao WANG ; Qingmin ZENG ; Yuming HONG ; Wanshui RONG ; Fuming LEI ; Zhongchen LIU ; Leping LI ; Kaixiong TAO ; Xiaojian WU ; Jin GU
Chinese Journal of General Surgery 2023;38(11):809-813
Objective:To evaluate the efficacy and safety of sodium hyaluronate gel in preventing adhesion after prophylactic enterostomy.Methods:One hundred and twenty four patients from 6 hospitals were enrolled in this prospective multi-center randomized controlled trial. Patients were randomized into the study group ( n=59) or the control group ( n=65).All patients underwent prophylactic enterostomy. Patients of study group received odium hyaluronate gel for adhesion-prevention,while those in control group did not receive any adhesion-prevention treatment. The incidence of moderate to severe adhesion around the incision in the stoma area were evalutated during stoma reduction surgery. Results:The incidence of moderate to severe adhesion around the incision in the stoma area was 6.3% in the study group, the difference was statistically significant ( P<0.05) compared to that of the control group (32.6%). Conclusion:Sodium hyaluronate gel can safely and effectively reduce the incidence of moderate and severe adhesions after abdominal surgery.

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