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.Proteomics reveals the protective mechanism of salvianolate injection on early hyperacute myocardial infarction
Ao-ao WANG ; Lei LI ; Zi-yan WANG ; Ce CAO ; Ying LI ; Zi-xin LIU ; Ling-mei LI ; Yue SHI ; Yan-lei MA ; Ying-hong PAN ; Jian-xun LIU
Acta Pharmaceutica Sinica 2023;58(5):1188-1195
The hyperacute stage of myocardial infarction refers to a period of time within 30 minutes after the occurrence of myocardial infarction, when the symptoms are not obvious and the diagnosis is difficult, and the related pathophysiological mechanism has received less attention. In this study, proteomics was used to investigate the pathological changes in the early hyperacute phase of myocardial infarction, aiming to provide experimental evidence for pathological mechanism of myocardial infarction hyperacute stage. Meanwhile, the intervention effect and related mechanism of salvianolate injection were discussed based on heat shock protein B6 (HSPB6), aiming to benefit the clinical rational use of salvianolate injection. The protein expression changes before and after myocardial infarction model establishment were detected by label-free proteomics
3.Influencing factors of survival and prognosis of patients with bladder urothelial carcinoma after surgical treatment and recommendation of an artificial intelligence algorithm
Yue ZHANG ; Ce ZHANG ; Bo YANG ; Huiwen SHEN ; Deyuan MA ; Lijie WEN ; Wanlong TAN ; Yang YU
Journal of Modern Urology 2023;28(6):480-486
【Objective】 To explore the factors influencing the survival and prognosis of patients with bladder urothelial carcinoma (BUC) after surgical treatment, and to establish an artificial intelligence algorithm to predict the effects of different surgical regimens. 【Methods】 BUC patients treated with surgery during Jan.2007 and Jan.2019 in The Second Hospital of Dalian Medical University and Nanfang Hospital of Southern Medical University were enrolled. The complete clinical and follow-up data were collected. Deep neural network (DNN) was used to establish an artificial intelligence algorithm model. A prediction model of survival and prognosis was established, and the influencing factors of survival were explored and ranked by the artificial intelligence algorithm. 【Results】 A total of 832 patients were involved, including 438 (52.64%) treated in The Second Hospital of Dalian Medical University, and 394 (47.36%) treated in Nanfang Hospital of Southern Medical University. Of all cases, 579 (69.6%) were non-muscle invasive bladder cancer, and 253 (30.4%) were muscle invasive bladder cancer. Transurethral resection of bladder tumor was conducted in 539 (64.8%) cases, partial cystectomy in 66 (7.9%) cases, and total cystectomy in 227 (27.3%) cases. The data of patients treated in Second Hospital of Dalian Medical University were used for DNN modeling, and the data of patients treated in Nanfang Hospital of Southern Medical University were used for external verification after modeling. Finally, it was concluded that the factors affecting survival and prognosis were T stage, pathological grade, hypertension or cardiovascular and cerebrovascular disease, hemoglobin, blood calcium, smoking, albumin, lymphocytes, age, ratio of albumin/globulin, operation method, N stage, and creatinine clearance rate in descending order. The model could be used for preoperative prediction. 【Conclusion】 Through DNN modeling and external verification, the influencing factors of postoperative survival can be predicted for patients with bladder cancer, and the surgical effects can also be predicted before operation. The model can provide artificial intelligence algorithm support for the selection of surgical methods and postoperative follow-up plans.
4.Induced pluripotent stem cell-derived exosome attenuates the inflammatory response in microglia
Lixiu MA ; Ce XIAO ; Zhizhe ZHANG ; Yi'an ZHAN
Chinese Journal of Emergency Medicine 2023;32(1):52-58
Objective:To investigate the effects of induced pluripotent stem cell-derived exosome (iPSC-Exo) on releasing inflammatory factors from microglia induced by lipopolysaccharide (LPS).Methods:iPSC derived from the tubular epithelial cells of sepsis encephalopathy patients were resuscitated and cultured. The iPSC-Exo was isolated by low-temperature ultracentrifugation and analyzed by transmission electron microscopy, Western blot and high sensitivity flow cytometry (HSFCM). Based on the concentration of iPSC-Exo, human microglia line HMO6 cells activated by LPS (100 ng/mL) were divided into four groups randomly: LPS+ phosphate buffer solution (PBS) group, LPS+iPSC-Exo 10 5 group, LPS+iPSC-Exo 10 6 group and LPS+iPSC-Exo 10 7 group. The control group was added equal PBS but not LPS. After culture for 24 h, the concentrations of malondialdehyde in cells were detected. Quantitative RT-PCR was used to measure the mRNA expression levels of macrophage inflammatory protein 2 (MIP2), tumor necrosis factor-α (TNF-α), interleukin (IL)-1β and IL-6 in the cells and enzyme-linked immunosorbent assay (ELISA) was used to assess the concentration of these cytokines in the supernatant. Under the same concentration of iPSC-Exo, one-way ANOVA and SNK- q test were used for comparison between groups. Results:The extracts showed spherical membrane structure by transmission electron microscopy. HSFCM showed the mean diameter of the extracts was (74.66±15.60) nm and the concentration around 2.98×10 10/mL. Western blot analysis showed high expression of exosome markers CD63, Alix and TSG101, but not GM130. Intracellular MDA concentration and mRNA expression levels and protein concentration of MIP2, TNF-α, IL-1β and IL-6 in the LPS+PBS group were significantly higher than those in the control group (all P<0.01). With the increase of iPSC-Exo concentration, the intracellular MDA concentration decreased gradually ( P<0.01), the mRNA expression levels of inflammatory factors showed a gradual downward trend (all P<0.05). Each inflammatory cytokine in the supernatant declined in a manner that was almost consistent with mRNA. Concentrations of MDA remained constant in the control group. Conclusions:iPSC-Exo derived from the tubular epithelial cells of sepsis encephalopathy patients alleviate oxidative stress and inflammation effect of microglia induced by LPS, and the modulatory effect is dose-dependent.
5.Short-term effectiveness of calcaneal lateral displacement osteotomy with lateral ligament repair in treatment of Takakura stage Ⅱ varus-type ankle arthritis.
Jiafeng SONG ; Ce HAN ; Zhifeng WANG ; Xiang GENG ; Chen WANG ; Xu WANG ; Xin MA
Chinese Journal of Reparative and Reconstructive Surgery 2023;37(7):782-787
OBJECTIVE:
To investigate the short-term effectiveness of calcaneal lateral displacement osteotomy with lateral ligament repair in the treatment of Takakura stage Ⅱ varus-type ankle arthritis.
METHODS:
A retrospective analysis was performed on the clinical data of 13 patients with Takakura stage Ⅱ varus-type ankle arthritis treated with calcaneal lateral displacement osteotomy with lateral ligament repair between January 2016 and December 2020. There were 6 males and 7 females aged 31-65 years, with an average age of 53.6 years. The preoperative tibial-ankle surface angle (TASA) was (88.13±1.01)°, medial distal tibial angle (MDTA) was (86.36±1.49)°, tibial talar surface angle (TTSA) was (6.03±1.63)°, talar tilting angle (TTA) was (81.95±2.15)°, and tibiocalcaneal axis angle (TCAA) was (-5.74±6.81)°. The preoperative American Orthopedic Foot and Ankle Society (AOFAS) score was 56.3±7.1 and the pain visual analogue scale (VAS) score was 3.7±0.5. AOFAS scores, VAS scores, TTSA, TTA, and TCAA were compared between pre- and post-operatively.
RESULTS:
All 13 patients were followed up 14-41 months, with an average of 28.7 months. The osteotomies healed in all patients. The last follow-up revealed TTA, TTSA, and TCAA to be (88.27±1.19)°, (-0.13±1.37)°, and (2.09±5.10)° respectively, the AOFAS score was 84.3±4.2 and the VAS score was 0.7±0.5, all showing significant improvement when compared to preoperative values ( P<0.05).
CONCLUSION
For patients with Takakura stage Ⅱ varus-type ankle arthritis, calcaneal lateral displacement osteotomy with lateral ligament repair can correct the lower limb force line, regain ankle stability, and achieving good short-term effectiveness.
Male
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Female
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Humans
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Middle Aged
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Ankle
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Retrospective Studies
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Ankle Joint/surgery*
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Osteoarthritis/surgery*
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Osteotomy
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Collateral Ligaments
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Treatment Outcome
6.Association between depressive symptoms and risk of coronary heart disease in middle-aged and elderly Chinese community: An empirical analysis based on CHARLS database
Liyang GUO ; Ni LIU ; Ce CHEN ; Yunchun CHEN ; Wei WANG ; Xiancang MA ; Lina ZHOU
Journal of Xi'an Jiaotong University(Medical Sciences) 2023;44(1):71-75
【Objective】 To investigate the association of depressive symptoms with the predicted risk of coronary heart disease in middle-aged and elderly Chinese based on a large community study. 【Methods】 A total of 2532 cases in the group without depression and 2758 cases in the group with depression were included. We compared the two groups in general demographics, information related to coronary heart disease risk, and physical function and ability to perform daily living. We also analyzed the factors associated with coronary heart disease risk by linear regression. 【Results】 ① Demographic information: The group with depression had a higher mean age, a higher proportion of women, more people with poor marital status, and a higher number of comorbid chronic diseases compared with the group without depression (all P<0.05). ② Risk indicators related to coronary heart disease: The group with depression had more people with diabetes and a significantly higher systolic blood pressure compared with the group without depression (P<0.05). The two groups did not significantly differ in the proportion of smokers, diastolic blood pressure, LDL-C, or HDL-C (all P>0.05). The risk of coronary heart disease was significantly higher in the group with depression than in the group without depression (P<0.05). ③ Physical function and ability of daily living: The physical function score, physical self-care score, and instrumental daily living ability were significantly higher in the group with depression than in the group without depression (all P<0.001). ④ Linear regression showed that except for gender, age, marital status, comorbid diabetes, smoking, systolic and diastolic blood pressure, HDL-C and LDL-C were associated with risk of coronary heart disease (P<0.05); CESD was the only factor associated with the risk of coronary heart disease [B=0.019, 95% CI: (0.015, 0.032), P=0.032]. 【Conclusion】 The risk of coronary heart disease is higher in middle-aged and elderly people with depressive symptoms than in those without depressive symptoms. Having depressive symptoms is one of the risk factors for coronary heart disease in middle-aged and elderly people.
7.A comparative study between one-stage Hui-Jing procedure and Bracka two-stage procedure for the treatment of severe hypospadias
Ran ZHUO ; Huixia ZHOU ; Weijing YE ; Pin LI ; Hualin CAO ; Tian TAO ; Yuandong TAO ; Yang ZHAO ; Xiaoguang ZHOU ; Lifei MA ; Ce HAN ; Xuexue LYU
Chinese Journal of Urology 2023;44(8):566-570
Objective:To evaluate the mid-term complication rates of the Hui-Jing one-stage procedure (lingual mucosa combined with longitudinal preputial island flap onlay urethroplasty + tubularized incised plate glansplasty)versus the classic Bracka staged surgery for children with severe hypospadias.Methods:A retrospective analysis was conducted on clinical data of 75 children with proximal hypospadias who were treated at the Seventh Medical Center of PLA General Hospital from March 2017 to June 2022. Of these patients, 31 cases (15 cases penoscrotal type and 16 cases perineal type) were underwent the Bracka two-stage surgery with a median age of 38 months (24.0, 44.5) and 44 cases underwent the Hui-Jing one-stage procedure (23 cases penoscrotal type and 21 perineal type) with a median age of 40.5 months (20.75, 90.5). The length of urethral plate defect after correction of penile curvature was (4.30±0.84)cm in the Bracka group and (4.56±0.79)cm in the Hui-Jing group, which also showed no significant difference.There was no statistically significant difference of the median age and the position of preoperative urethral opening between the two groups( P=0.47, P=0.74). The first stage of Bracka repair consists of orthoplasty and urethral bed substitution with free preputial graft. After 6 months, the urethral plate created from free graft was tabularized to form neourethra; Hui-Jing procedure group used the free lingual mucosal as urethral plate substitution, then we conducted longitudinal preputial island flap Onlay and Snodgrass phalloplasty. The incidence of postoperative urethral fistula, urethral stricture and urethral diverticulum was compared between the two groups of cases and the difference in efficacy between the two procedures was assessed. Results:Among the 75 patients included in the study, there was no statistically significant difference in age or location of urethral meatus between the Bracka and Hui-Jing groups. In Bracka group, 9 cases of urethral stricture (29.0%), 6 case of urethral fistula (19.4%), and 2 cases of urethral diverticulum (6.5%) occurred after surgery, while 12 cases of urethral fistula (27.3%) and 3 case of urethral fistula (6.8%) occurred in the Hui-Jing group. No urethral stricture occurred in Hui-Jing group. There was no statistically significant difference in overall incidence of complications between the two groups [17/31(54.8%) vs.15/44(34.1%), P=0.12]. The incidence of urethral fistula and urethral diverticulum show no significant differences between two groups(19.4% vs 27.3, P=0.61, 6.5% vs. 6.8%, P=0.13). The number of operation in Bracka group was (2.68±1.03) and the hospitalization cost was (12 984.63±3 808.15) Yuan, while the number of operation in Hui-Jing group was (1.36±0.53) and the hospitalization cost was (8 490.54±3 136.84) Yuan. Conclusions:The Hui-Jing one-stage procedure can be used for the surgical treatment of children with severe hypospadias. There is no urethral stricture happened in Hui-Jing group, while the general complication incidence and incidence of urethral fistula and diverticulum show no differences.
8.Study of mass spectrometry imaging metabolomics of paclitaxel based on esophageal cancer multicellular tumor spheroids cultured in vitro
Xiao-ping CHU ; Qing-ce ZANG ; Jia-xing LIU ; Li-mei LI ; Li-ying MA ; Jiu-ming HE ; Rui-ping ZHANG ; Zeper ABLIZ
Acta Pharmaceutica Sinica 2022;57(3):793-801
Multicellular tumor spheroids (MCTS) can simulate the structure and metabolic characteristics of tumors
9.Long-term prognosis effects of single and staged percutaneous coronary intervention in patients with multi-vessel coronary artery disease
Yuanliang MA ; Na XU ; Chunlin YIN ; Yi YAO ; Xiaofang TANG ; Sida JIA ; Ce ZHANG ; Ying SONG ; Jingjing XU ; Xueyan ZHAO ; Yin ZHANG ; Jue CHEN ; Yuejin YANG ; Shubin QIAO ; Runlin GAO ; Bo XU ; Jinqing YUAN
Chinese Journal of Postgraduates of Medicine 2022;45(1):6-13
Objective:To compare the influence of single and staged percutaneous coronary intervention (PCI) on long-term prognosis in patients with multi-vessel coronary artery disease.Methods:Using prospective research methods, 1 832 patients with multi-vessel coronary artery disease from January to December 2013 in Fuwai Hospital, Chinese Academy of Medical Sciences were selected. According to the time of PCI, the patients were divided into single PCI group (1 218 cases) and staged PCI group (614 cases). The patients were followed up for 2 years, the primary endpoint was major cardiovascular and cerebrovascular event (MACCE), including target vessel-related myocardial infarction (TV-MI), target vessel-related revascularization (TVR), cardiogenic death and stroke, and the secondary endpoint was stent thrombosis. The propensity score matching (PSM) was applied to balance the discrepancies between 2 groups, and the baseline and follow-up data were compared. The Kaplan-Meier survival curves were drawn to evaluate the survival rates events; multifactor Cox proportional risk regression was used to analyze whether staged PCI was an independent risk factor for the endpoint events.Results:The in-hospital stay, duration of procedure and synergy between percutaneous coronary intervention with taxus and cardiac surgery (SYNTAX) score in single PCI group were significantly lower than those in staged PCI group: (5.54±3.09) d vs. (9.50±4.06) d, (43.12±28.55) min vs. (79.54±44.35) min, (14.04±7.63) scores vs. (18.51±7.79) scores, and there were statistical differences ( P<0.01); there were no statistical difference in complete revascularization rate and SYNTAX score after PCI between 2 groups ( P>0.05). Based on 2-year follow-up, the incidences of TV-MI and stent thrombosis in staged PCI group were significantly higher than those in single PCI group: 2.1% (13/614) vs. 0.5% (6/1 218) and 2.0% (12/614) vs. 0.4% (5/1 218), and there were statistical differences ( P<0.01). Kaplan-Meier survival curves analysis results showed that the event-free survival rates of TV-MI and stent thrombosis in single PCI group were better than those in staged PCI group (99.5% vs. 97.9% and 99.6% vs. 98.0%, P<0.01). Multifactor Cox proportional risk regression analysis results showed that staged PCI was an independent risk factor for stent thrombosis ( HR = 3.91, 95% CI 1.25 to 12.18, P = 0.019). After PSM, the incidences of TV-MI and stent thrombosis in staged PCI group were significantly higher than those in single PCI group: 2.1% (13/614) vs. 0.7% (4/614) and 2.0% (12/614) vs. 0.5% (3/614), and there were statistical differences ( P<0.05); Kaplan-Meier survival curve analysis results showed that the event-free survival rates of TV-MI and stent thrombosis in single PCI group were significantly higher than those in staged PCI group: (99.3% vs. 97.9% and 99.5% vs. 98.0%, P<0.05); multifactor Cox proportional risk regression analysis results showed that staged PCI was not an independent risk factor of stent thrombosis ( HR = 2.29, 95% CI 0.58 to 9.00, P = 0.234). Both before and after PSM, there were no evidences for interaction between the type of angina pectoris and staged PCI ( P>0.05). Conclusions:Although a seemingly increase exists in the incidence of TV-MI and stent thrombosis in the staged PCI group, staged PCI is an independent risk factor neither for MACCE and its components, nor for stent thrombosis. In addition single PCI reduces the in-hospital days and duration of PCI procedure, which may be a relatively reasonable approach to clinical practice.
10.Comparison of efficacy between laparoscopic and open proximal gastrectomy with double-tract reconstruction for Siewert type Ⅱ and Ⅲ adenocarcinoma of the esophagogastric junction.
Fei MA ; Liang Qun PENG ; Chang Peng LIU ; Yong Lei ZHANG ; Lei WANG ; Bin ZHANG ; Qi MA ; She Qing JI ; Jun Hui CHAI ; Xian Ce TANG ; Er Jiang ZHAO ; Ya Wei HUA
Chinese Journal of Gastrointestinal Surgery 2021;24(5):420-425
Objective: To compare the efficacy between laparoscopic and open proximal gastrectomy with double-tract reconstruction for Siewert type II and III adenocarcinoma of the esophagogastric junction (AEG). Methods: A retrospective cohort study was conducted. Inclusion criteria: (1) 18 to 80 years old; (2) Siewert II and III AEG was confirmed by preoperative gastroscopy and biopsy, which could not be resected by endoscopy; patients undergoing radical proximal gastrectomy with double-tract reconstruction; (3) contrast-enhanced abdominal CT staging was cT1-2N0M0; (4) Eastern Cooperative Oncology Group (ECOG) physical status score <2 points, American Association of Anesthesiologists (ASA) grade 1 to 2; (5) patients agreed to perform proximal gastrectomy and signed an informed consent. Those who had undergone neoadjuvant radiochemotherapy, suffered from serious mental diseases and had incomplete data were excluded. According to the above criteria, clinical data of 84 consecutive patients with Siewert II and III AEG undergoing surgery at General Surgery Department of The Affiliated Tumor Hospital of Zhengzhou University from October 2010 to December 2018 were collected and analyzed. Of 84 patients, 61 underwent open proximal gastrectomy with double-tract reconstruction (OPG group), while 23 underwent laparoscopic proximal gastrectomy with double-tract reconstruction (LPG group). The perioperative complications and postoperative reflux esophagitis of two groups were compared. A P-value of <0.05 was considered to be statistically significant. Results: Among 84 cases, 74 were male and 10 were female. There were 43 cases of Siewert type II and 41 cases of Siewert type III. There were no significant differences in age, gender, body mass index, comorbidities, Siewert type, and tumor staging between the two groups (all P>0.05). As compared to the OPG group, the LPG group had longer operation duration [(223±21) minutes vs. (161±14) minutes, t=15.352, P<0.001], less intraoperative blood loss [195 (150, 215) ml vs. 208 (192, 230) ml, Z=2.143, P=0.032], and shorter time to flatus [(2.8±0.7) days vs. (3.3±0.9) days, t=2.477, P=0.015]. There were no significant differences in the number of harvested lymph nodes, time to the first meal and postoperative hospital stay between the two groups (all P>0.05). Postoperative complications developed in 2 cases (8.7%, 1 case each for anastomotic leakage and intestinal obstruction) in the LPG group and 5 cases (8.2%, 1 case each for anastomotic leakage, anastomotic bleeding, and anastomotic stenosis, 2 cases of incision infection) in the OPG group (χ(2)=5.603, P=0.231). The median follow-up was 41.2 (12.8-110.5) months. One patient (1.6%,1/61) had obvious reflux symptoms in the OPG group, compared with none in the LPG group (χ(2)=0.644, P=0.422). Esophagitis occurred in 1 case (4.8%, 1/21) in LPG group, compared with 4 patients (7.1%, 4/56) in the OPG group, without significant difference between the two groups (χ(2)=0.505, P=0.477). Conclusion: Laparoscopic proximal gastrectomy with double-tract reconstruction is safe and feasible without increasing the risk of postoperative complication and reflux esophagitis.
Adenocarcinoma/surgery*
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Adolescent
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Adult
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Aged
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Aged, 80 and over
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Esophagogastric Junction/surgery*
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Female
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Gastrectomy
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Humans
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Laparoscopy
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Male
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Middle Aged
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Retrospective Studies
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Stomach Neoplasms/surgery*
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Treatment Outcome
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Young Adult

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