1.Construction and external validation of a non-invasive pre-hospital screening model for stroke patients: a study based on artificial intelligence DeepFM algorithm
Chenyu LIU ; Ce ZHANG ; Yuanhui CHI ; Chunye MA ; Lihong ZHANG ; Shuliang CHEN
Chinese Critical Care Medicine 2024;36(11):1163-1168
Objective:To construct a non-invasive pre-hospital screening model and early based on artificial intelligence algorithms to provide the severity of stroke in patients, provide screening, guidance and early warning for stroke patients and their families, and provide data support for clinical decision-making.Methods:A retrospective study was conducted. The clinical information of stroke patients ( n = 53?793) were extracted from the Yidu cloud big data server system of the Second Affiliated Hospital of Dalian Medical University from January 1, 2001 to July 31, 2023. Combined with the results of single factor screening and the opinions of experts with senior professional titles in neurology, the input variable was determined, and the output variable was the National Institutes of Health Stroke Scale (NIHSS) representing the severity of the disease at admission. Python 3.7 was used to build DeepFM algorithm model, and five data mining models including Logistic regression, CART decision tree, C5.0 decision tree, Bayesian network and deep neural network (DNN) were built at the same time. The original data were randomly divided into 80% training set and 20% test set, which were used to train and test the models, adjust the parameters of each model, respectively calculate the accuracy, sensitivity and F-index of the six models, carry out the comprehensive comparison and evaluation of the model. The receiver operator characteristic curve (ROC curve) and calibration curve were drawn, compared the prediction performance of DeepFM model and the other five algorithms. In addition, the data of stroke patients ( n = 1?028) were extracted from Dalian Central Hospital for external verification of the model. Results:A total of 14?015 stroke patients with complete information were selected, including 11?212 in the training set and 2?803 in the testing set. After univariate screening, 14 indicators were included to construct the model, including gender, age, recurrence, physical impairment, facial problems, speech disorders, head reactions, disturbance of consciousness, visual disorders, abnormal cough and swallowing, high risk factor, family history, smoking history and drinking history. DeepFM model adopted the two-order crossover feature. The number of hidden layers in DNN layer was 3. Dropout was used to discard the neurons in the neural network. Rule was used as the activation function. Each layer used Dense full connection. The objective function was random gradient descent. The number of iterations was 15. There were 133?922 training parameters in total. Comparing the predictive value of the six models showed that the accuracy of DeepFM model was 0.951, the sensitivity was 0.992, the specificity was 0.814, the F-index was 0.950, and the area under the curve (AUC) was 0.916. The accuracy of the other five data mining models were between 0.771-0.780, the sensitivity were between 0.978-0.987, the F-index were between 0.690-0.707, and the AUC were between 0.568-0.639. The calibration curve of the DeepFM model was more aligned with the ideal curve than the other five data mining models. Suggesting that the prediction performance of DeepFM model was the best. External validation was conducted on the DeepFM model, and its accuracy was 0.891, indicating good generalization performance of the model.Conclusion:The pre-hospital non-invasive screening prediction model based on DeepFM can accurately predict the severity grading of stroke patients, and has potential application value in rapid screening and early clinical decision-making of stroke.
2.Clinical effects of pedicled omental flap transplantation in repairing secondary rejection wounds after brain pacemaker implantation
Haonan GUAN ; Xian MA ; Yingkai LIU ; Yiwen NIU ; Bomin SUN ; Jiajun TANG ; Shuliang LU
Chinese Journal of Burns 2023;39(9):882-885
Objective:To explore the clinical effects of pedicled omental flap transplantation in repairing secondary rejection wounds after brain pacemaker implantation.Methods:A retrospective observational study was conducted. From January to August 2021, 5 patients with secondary rejection wounds after brain pacemaker implantation who met the inclusion criteria were admitted to the Wound Repair Center of Ruijin Hospital of Shanghai Jiao Tong University School of Medicine, including 3 males and 2 females, aged 56-69 years, with the wound developed at the pulse generator implantation site in the chest in 2 cases, at the connection site of the wire and electrode behind the ear in 2 cases, and at both the chest and the back of the ear in 1 case. All the wounds were repaired by pedicled omental flap transplantation. The wound area after debridement was 2-15 cm 2. After operation, the wound healing and related complications (pain, infection, incisional hernia, omental flap necrosis, etc.) were observed. During follow-up, the recurrence of the wound was observed. Results:The wounds of all 5 patients healed within 2 weeks after operation, without related complications. During follow up of 12-18 months, 1 patient got a recurrence of rejection wound behind the left ear 4 months after surgery and eventually had the brain pacemaker removed; the other 4 patients had no recurrence of wounds.Conclusions:Pedicled omental flap transplantation can repair the secondary rejection wounds after brain pacemaker implantation safely and effectively, with few postoperative complications.
3.Early and mid-term results of surgical treatment for complete atrioventricular septal defect
Fengxiang LI ; Minghui ZOU ; Yanqin CUI ; Li MA ; Xu ZHANG ; Shuliang XIA ; Chunmei HU ; Xinxin CHEN
Chinese Journal of Thoracic and Cardiovascular Surgery 2023;39(7):398-404
Objective:To summarize the results of surgical treatment for complete atrioventricular septal defect(CAVSD) in early and middle stages.Methods:147 children with CAVSD in Guangzhou Women and Children’s Medical Center from January 2010 to December 2019 were selected, Males 85, females 62, median age of surgery 5 months(1 months-10 years old), median body mass 5.5 kg(2.4-20.9 kg). Complete atrioventricular septal defect was diagnosed by ultrasonic cardiogram before surgery. All the children underwent atrial ventricular valve formation and underwent simultaneous repair.Outpatient follow-up was planned.Ultrasonic cardiogram and electrocardiogram were performed. SPSS 22 statistical software was used for data analysis.Results:All 147 CAVSD patients underwent one-time surgical correction.Early postoperative death occurred in 7 cases(4.76%). The causes of death were: 3 cases of pulmonary hypertension crisis, 3 cases of severe mitral insufficiency(MI), 1 case of postoperative malignant arrhythmia, and the rest of the children were cured and discharged. Permanent pacemaker was installed in 3 patients due to atrioventricular block(AVB). The follow-up time was 1-10 years old, and 2 patients died in late stage: 1 patient did not seek medical treatment in time due to infection, and 1 patient had unknown cause. Five patients underwent secondary surgery: 4 due to severe mitral/tricuspid insufficiency(MI/TI) and 1 due to delayed AVB. The mid-term follow-up showed 9 cases of severe MI and 4 cases of severe TI. Compared with children with surgical age<3 months and ≥3 months, there were statistically significant differences in postoperative ventilator-assisted ventilation time, severe MI before postoperative discharge and total mortality between the two groups( P<0.05). Mid-term follow-up results showed no difference between the two groups. There were statistically significant differences in surgical age, postoperative CICU stay time and total hospital stay between the children with trisomy 21-syndrome and those without trisomy 21-syndrome( P<0.05), and there was no difference between the two groups in mid-term follow-up results. Residual shunt of 1-3 mm VSD was found in 29 cases, 26 cases were closed during follow-up, and 3 cases had smaller residual shunt. Conclusion:Modified single patch technique treatment of CAVSD has good effect, low mortality and low re-operation rate. But age <3 months group, infant mortality was significantly increased, the duration of postoperative mechanical assisted ventilation was prolonged, and the proportion of early postoperative severe MI was high.Severe MI and TI is easy to occur after CAVSD, which requires long-term follow-up and timely treatment. The children with trisomy 21-syndrome were similar to those with normal chromosome except for longer stay in ICU and total hospital stay.
4.Early and mid-term results of surgical revascularization of pulmonary artery in unilateral absence of a pulmonary artery
Wenlei LI ; Li MA ; Weidan CHEN ; Shuliang XIA ; Minghui ZOU ; Xinxin CHEN
Chinese Journal of Thoracic and Cardiovascular Surgery 2022;38(10):581-585
Objective:To summarize the early and middle terms of the revascularization of remnant pulmonary artery in unilateral absent intrapericardial pulmonary artery.Methods:We retrospectively analyzed the medical records of 14 patients(7 males and 7 females) with unilateral absent pulmonary artery, in which 10 were right and 4 were left, the median age at surgery was 5 months. The patients received operation from January 2009 to December 2020. 14 patients, 2 cases associated with tetralogy of Fallot, and 1 case with aortopulmonary window. The diagnosis was made by enhanced CT scan or pulmonary vein wedge angiography. The median diameter of the affected hilar pulmonary artery remnants was(3.20±0.94)mm, and the Z value was -3.92±1.64. All the patients received single-stage revascularization: group A: tube graft interposition in 3 patients, autologous pericardial roll in 5; group B: direct anastomosis in 2, unifocalization in one and main pulmonary artery flap angioplasty in the rest 3.Results:No hospital death occurred. There were no difference finds in the age and weight at operation, the cardiopulmonary bypass time, the mechanical ventilation time, and the length of intensive care unit stay between the two groups. All the patients took aspirin for anticoagulation for 6 months after the operation. The follow-up period was 1 month to 68 months. Because the neo-PA stenosis at the anastomosis was found in one patient in group B, transcatheter balloon angioplasty was performed at 41 months after surgery. Nonetheless, the results were encouraging, symptoms have improved in all patients. The diameter and Z value of the latest ipsilateral pulmonary artery was(6.25±0.99)mm and -2.34±1.18 respectively, significantly improved when compared to the preoperative value. Residual pulmonary artery hypertension was not found. The Z value of the affected side of the pulmonary artery in group B was significantly improved than that in group A.Conclusion:Early and aggressive pulmonary artery revascularization is effective at restoring normal antegrade flow to the affected lung, resulting in improved diameter of the PA, and UAPA patient’s symptoms. The use of autologous pulmonary artery tissue angioplasty may reach a more satisfying result. However, transcatheter intervention may diminish the new pulmonary artery stenosis temporarily, reoperation is still needed in the long-term follow-up.
5.Effect of deep dermal tissue dislocation injury on skin fibrosis in pig.
Xiao Ping YU ; Ying Kai LIU ; Xian MA ; Jia Jun TANG ; Yi Wen NIU ; Jun Li ZHOU ; Shuliang LU
Chinese Journal of Burns 2022;38(11):1057-1065
Objective: To explore the effect of deep dermal tissue dislocation injury on skin fibrosis in pig, in order to provide some theoretical basis for burn scar treatment. Methods: The experimental research method was applied. Six 2-month-old female Duroc pigs were taken. Fifteen operative areas on the right dorsum of pigs on which medium-thick skin grafts and deep dermal tissue slices were cut and re-implanted were included into dermal in situ reimplantation group, and fifteen operative areas on the left dorsum of pigs on which medium-thick skin grafts and deep dermal tissue slices were cut and the deep dermal tissue slice was placed under the fat layer were included into the dermal dislocation group. The hair growth in the operative areas on post-injury day (PID) 7, 14, and 21 and the cross-sectional structure on PID 14 were observed in the two groups. On PID 7, 14, and 21, the skin thickness (the distance from the epidermis to the upper edge of the fat), the dermal thickness (the distance from the lower edge of the epidermis to the upper edge of the fat, excluding the fibrotic tissue thickness between the dermis and the fat), and the fibrosis tissue thickness of the dermis-fat interface (from the lower edge of the deep dermis to the upper edge of the fat in dermal in situ reimplantation group and from the lower edge of the superficial dermis to the upper edge of the fat in dermal dislocation group) in the operative areas were measured and compared between the two groups; the fibrotic tissue thickness at the dermal cutting interface (from the lower edge of the superficial dermis to the upper edge of the deep dermis) in the operative areas in dermal in situ reimplantation group was measured and compared with the fibrotic tissue thickness at the dermal-fat interface. Sirius red staining was performed to observe and compare the type Ⅰ and Ⅲ collagen content in the dermal-fat interface in the operative areas between the 2 groups and between the dermal cutting interface and dermal-fat interface in the operative areas in dermal in situ reimplantation group. Immunohistochemical staining was performed to observe the positive expressions of proliferating cell nuclear antigen (PCNA), transforming growth factor β1 (TGF-β1), fibroblast growth factor 2 (FGF-2), and hepatocyte growth factor (HGF) in the operative areas in the two groups. The sample number was 6. Data were statistically analyzed with independent sample t test. Results: On PID 7, 14, and 21, the hairs in the operative areas in dermal in situ reimplantation group were denser than those in dermal dislocation group. On PID 14, the skin cross section in the operative areas in dermal dislocation group showed a "sandwich"-like structure, while the skin cross section in the operative areas in dermal in situ reimplantation group had normal structure. On PID 7, 14, and 21, the skin thickness in the operative areas in dermal dislocation group was (4 234±186), (4 688±360), and (4 548±360) μm, respectively, which was close to (4 425±156), (4 714±141), and (4 310±473) μm in dermal in situ reimplantation group (P>0.05); the dermal thickness in the operative areas in dermal dislocation group was significantly thinner than that in dermal in situ reimplantation group (with t values of -9.73, -15.85, and -15.41, respectively, P<0.01); the fibrotic tissue thickness at the dermal-fat interface in the operative areas in dermal dislocation group was significantly thicker than that in dermal in situ reimplantation group (with t values of 14.48, 20.58, and 15.67, respectively, P<0.01); there was no statistically significant difference between the fibrotic tissue thickness at the dermal-fat interface and the dermal cutting interface in the operative areas in dermal in situ reimplantation group (P>0.05). On PID 7, 14, 21, the type Ⅲ collagen content in the dermal-fat interface in the operative areas in dermal dislocation group was increased significantly compared with that in dermal in situ replantation group (with t values of 2.65, 0.61, and 7.39, respectively, P<0.05 or P<0.01), whereas there were no statistically significant differences in the type Ⅰ collagen content at the dermal-fat interface in the operative areas between the 2 groups (P>0.05) and the type Ⅰ and Ⅲ collagen content between the dermal-fat interface and the dermal cutting interface in the operative areas in dermal in situ reimplantation group (P>0.05). On PID 7, 14, and 21, PCNA, TGF-β1, FGF-2, and HGF were positively expressed in the superficial dermis and adipose tissue in the operative areas in dermal dislocation group, while PCNA, TGF-β1, FGF-2, and HGF were positively expressed in the superficial dermis, deep dermis, and adipose tissue in the operative areas in dermal in situ reimplantation group. Conclusions: Inadequate intrinsic thickness of dermal tissue is the key factor causing fibrosis, and the biological purpose of fibrosis is to "compensate" the intrinsic thickness of the skin. Besides, adipose tissue may also be an important component of fibrotic skin repair.
Swine
;
Female
;
Animals
;
Dermis/pathology*
;
Proliferating Cell Nuclear Antigen/metabolism*
;
Fibroblast Growth Factor 2
;
Cross-Sectional Studies
;
Fibrosis
;
Skin Diseases/pathology*
;
Collagen/metabolism*
6.Application value of flexible endoscopy and rigid endoscopy in the clinical examination of chronic sinus tract wounds with different shapes
Guilu TAO ; Yingkai LIU ; Jiajun TANG ; Xian MA ; Lifang HUANG ; Jingqi ZHOU ; Fangyi WU ; Aobuliaximu YAKUPU ; Hanqi WANG ; Haonan GUAN ; Jiaoyun DONG ; Shuliang LU
Chinese Journal of Burns 2021;37(8):747-751
Objective:To explore the application value of flexible endoscopy and rigid endoscopy in the clinical examination of chronic sinus tract wounds with different shapes.Methods:A retrospective observational study was conducted. From January 1 to December 23, 2019, a total of 46 patients with chronic sinus tract wounds, who met the inclusion criteria were admitted to the Wound Healing Center of Ruijin Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, including 23 males and 23 females, aged 18-81 (48±21) years. On admission, computer tomography (CT) imaging and three-dimensional reconstruction were performed to examine the shapes of wound sinus tract and classify the wounds, with the lengths of wound sinus tract by CT imaging examination (hereinafter referred to as reference lengths) recorded. The lengths of wound sinus tract were examined and measured by rigid endoscopy and flexible endoscopy. The wounds with and without obviously curved sinus tract were classified into curve group and linear group respectively, and the deviation rates between the lengths of wound sinus tract measured by flexible endoscopy or rigid endoscopy and the reference lengths (hereinafter referred to as deviation rates of lengths) in each group were calculated. The difference between the deviation rates of lengths examined by flexible endoscopy and rigid endoscopy and the differences between the above two and the deviation rate of reference lengths (0) in each group were compared. Data were statistically analyzed with paired sample t test and Wilcoxon signed rank sum test. Results:CT imaging and three-dimensional reconstruction showed that there were 4 types of wound sinus tract, including tubular (36/46), lamellar (4/46), club-mallet (4/46), and irregular (2/46) shape. Tubular wounds were further divided into type I (23/36), type L (4/36), and type Y (9/36). Wounds with type I tubular, lamellar, and club-mallet sinus tract were classified into linear group (31/46), while those with type Y tubular, type L tubular, and irregular sinus tract were classified into curve group (15/46). In linear group, the deviation rates of lengths examined and measured by rigid endoscopy and flexible endoscopy were 0. In curve group, the deviation rate of lengths examined and measured by flexible endoscopy was 0 (0, 0.58%), which was significantly lower than 41.18% (31.68%, 48.41%) examined and measured by rigid endoscopy, Z=-3.408, P<0.01; the deviation rate of lengths examined and measured by rigid endoscopy (40±19)% was significantly higher than the deviation rate of reference lengths ( t=8.343, P<0.01), while the deviation rate of the lengths examined and measured by flexible endoscopy was similar to the deviation rate of reference lengths ( Z=-1.342, P>0.05). Conclusions:Compared with rigid endoscopy, flexible endoscopy can observe the internal characteristics of chronic sinus tract wounds in a wider range in the clinical examination of this kind of wound, especially for the exploration of curved chronic sinus tract wounds. The promotion of this method will be conducive to the diagnosis and treatment of chronic sinus tract wounds.
7.Distribution and drug resistance of wound pathogenic microorganisms in outpatients of wound healing center
Lifang HUANG ; Yiwen NIU ; Jun XIANG ; Xian MA ; Yutian KANG ; Jiaoyun DONG ; Jingqi ZHOU ; Fangyi WU ; Xiaozan CAO ; Fei SONG ; Wei DONG ; Jiajun TANG ; Yingkai LIU ; Xu LUO ; Xiaoyun JI ; Shuliang LU
Chinese Journal of Trauma 2021;37(2):141-145
Objective:To analyze the distribution and drug resistance of wound pathogenic microorganisms in outpatients of wound healing center so as to provide a basis for the standardized construction of wound healing centers.Methods:A retrospective case series study was used to analyzed the data of 365 outpatients treated at Ruijin Hospital, Shanghai Jiaotong University School of Medicine from December 2017 to October 2019. There were 220 males and 145 females, aged (58.8±18.9)years (range, 18-98 years). The patients included 92 first-visit patients and 273 re-visit patients. The culture results (positive rate of pathogenic microorganisms, bacterial species, bacterial distribution) and drug sensitivity results of the wound secretions were compared and analyzed.Results:(1) Among 365 samples of wound secretions, 198 patients were positive for pathogenic microorganisms with a positive rate of 54.3%. A total of 107 strains (51.0%) of Gram-positive bacteria were detected, mainly Staphylococcus aureus (70 strains, 33.3%); 95 strains (45.2%) of Gram-negative bacteria were detected, mainly Escherichia coli (20 strains, 9.5%), followed by Pseudomonas aeruginosa (17 strains, 8.1%); 8 strains (3.8%) of fungi were detected. (2) A total of 26 (28.3%) first-visit patients were positive for pathogenic microorganisms, and 172 (63.0%) re-visit patients were positive for pathogenic microorganisms. The rate of positive microorganism detection had significant differences between first-visit and re-visit patients ( P<0.05). (3) A total of 29 strains were detected in first-visit patients, including 16 strains (55.2%) of Gram-positive bacteria, 11 strains (37.9%) of Gram-negative bacteria and 2 strains (6.9%) of fungi. A total of 181 strains were detected in re-visit patients, including 91 strains (50.3%) of Gram-positive bacteria, 84 strains (46.4%) of Gram-negative bacteria and 6 strains (3.3%) of fungi. The microbial distribution was significantly different between first-visit and re-visit patients ( P<0.05). (4) Compared with first-visit patients, the resistance of Staphylococcus aureus isolated from the re-visit patients to spenicillin, oxacillin, ciprofloxacin, tetracycline, clindamycin, moxifloxacin, erythromycin, and levofloxacin were increased variably. No vancomycin-resistant Staphylococcus aureus was detected, indicating that the staphylococcus aureus presented in the wound was highly sensitive to vancomycin. Conclusions:Staphylococcus aureus is the most common microorganism in wound secretions in outpatients of wound healing center. The rate of positive pathogenic microorganisms in wound secretions of re-visit patients is significantly higher than that of first-visit patients, and the distribution of pathogenic microorganisms of first-visited and revisited patients differs significantly. The Staphylococcus aureus detected in re-visit patients has a higher resistance to common antibiotics compared with first-visit patients. It is suggested that timely detection of pathogenic microorganisms in outpatients and effective control and supervision of outpatient infections are important contents that cannot be ignored in the construction of wound healing center.
8. Study on the clinical benefits of endoscopy combined with contrast fistulography in the diagnosis and treatment of chronic wound with sinus tract adjacent to body cavity
Xian MA ; Guilu TAO ; Yakupu AOBULIAXIMU ; Minfei JIANG ; Minjie WU ; Jiajun TANG ; Yingkai LIU ; Yong LU ; Hanqi WANG ; Jing SUN ; Lifang HUANG ; Shuliang LU
Chinese Journal of Burns 2019;35(6):441-445
Objective:
To explore the advantages of endoscopy combined with contrast fistulography in the clinical diagnosis and treatment of chronic wound with sinus tract adjacent to body cavity.
Methods:
Thirty-two patients (14 males and 18 females, aged 17 to 87 years) of chronic wounds with sinus tracts adjacent to body cavity, who underwent endoscopy combined with contrast fistulography (CT or magnetic resonance imaging) for the diagnosis and treatment in the Outpatient Department of Wound Healing Center of our hospital from October 2017 to March 2019, were enrolled in the study. Their diagnosis and treatment results were retrospectively analyzed. The following data were calculated. (1) The incidence rates of sinus wound involving body cavity or fistula. (2) The detection rates of sinus wound involving body cavity detected by routine examination and by endoscopy combined with contrast fistulography. (3) The detection rate of pathological features at deep part of wound by routine examination and by endoscopy combined with contrast fistulography. (4) The proportion of patients who benefited from routine examination and from endoscopy combined with contrast fistulography. Data were processed with paired chi-square test and Fisher′s exact probability test.
Results:
(1) The incidence rate of sinus wound involving body cavity was 43.75% (14/32); the incidence rate of fistula was 0. (2) The detection rate of sinus wound involving body cavity detected by endoscopy combined with contrast fistulography was 43.75% (14/32), which was obviously higher than that by routine examination [12.50% (4/32),
9. Diagnosis and treatment standard for treatment with endoscopy technique in chronic wounds with sinus tract (trial version)
Xian MA ; Jiajun TANG ; Minjie WU ; Yingkai LIU ; Wei DONG ; Yakupu AOBULIAXIMU ; Yong LU ; Lifang HUANG ; Jingqi ZHOU ; Jiaoyun DONG ; Shuliang LU
Chinese Journal of Burns 2019;35(12):833-838
The " exploration of treatment technology of chronic wound with sinus tract supported by endoscope and related auxiliary methods" study had been conducted by Wound Healing Center of Ruijin Hospital, Shanghai Jiao Tong University School of Medicine. The feasibility and effectiveness of this technique have been confirmed, and good clinic results have been achieved. In order to further promote the new technology and its related research, the theoretical knowledge and technical experience accumulated in the early stage are summarized as
10. Thoughts and principles of diagnosis and treatment of chronic refractory wounds in China
Wei DONG ; Yurui XIAO ; Minjie WU ; Duyin JIANG ; Lanjun NIE ; Yingkai LIU ; Jiajun TANG ; Ming TIAN ; Chunlan WANG ; Lifang HUANG ; Jiaoyun DONG ; Xiaozan CAO ; Fei SONG ; Xiaoyun JI ; Xian MA ; Yutian KANG ; Shuwen JIN ; Chun QING ; Shuliang LU
Chinese Journal of Burns 2018;34(12):868-873
The correct thoughts and principles of diagnosis and treatment of chronic refractory wounds need to be formulated. Through the relevant domestic and international consensus and based on clinical experience, the

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