1.Prediction of microbial concentration in hospital indoor air based on gra-dient boosting decision tree model
Guang-Fei YANG ; Shui WU ; Xiang-Yu QIAN ; Yu-Hong YANG ; Ye SUN ; Yun ZOU ; Li-Li GENG ; Yuan LIU
Chinese Journal of Infection Control 2024;23(7):787-797
Objective To explore the prediction of hospital indoor microbial concentration in air based on real-time indoor air environment monitoring data and machine learning algorithms.Methods Four locations in a hospital were selected as monitoring sampling points from May 23 to June 5,2022.The"internet of things"sensor was used to monitor a variety of real-time air environment data.Air microbial concentration data collected at each point were matched,and the gradient boosting decision tree(GBDT)was used to predict real-time indoor microbial concentra-tion in air.Five other common machine learning models were selected for comparison,including random forest(RF),decision tree(DT),k-nearest neighbor(KNN),linear regression(LR)and artificial neural network(ANN).The validity of the model was verified by the mean absolute error(MAE),root mean square error(RMSE)and mean absolute percentage error(MAPE).Results The MAPE value of GBDT model in the outpa-tient elevator room(point A),bronchoscopy room(point B),CT waiting area(point C),and nurses'station in the supply room(point D)were 22.49%,36.28%,29.34%,and 26.43%,respectively.The mean performance of the GBDT model was higher than that of other machine learning models at three sampling points and slightly lower than that of the ANN model at only one sampling point.The mean MAPE value of GBDT model at four sampling points was 28.64%,that is,the predicted value deviated from the actual value by 28.64%,indicating that GBDT model has good prediction results and the predicted value was within the available range.Conclusion The GBDT machine learning model based on real-time indoor air environment monitoring data can improve the prediction accuracy of in-door air microbial concentration in hospitals.
2.To compare the efficacy and incidence of severe hematological adverse events of flumatinib and imatinib in patients newly diagnosed with chronic phase chronic myeloid leukemia.
Xiao Shuai ZHANG ; Bing Cheng LIU ; Xin DU ; Yan Li ZHANG ; Na XU ; Xiao Li LIU ; Wei Ming LI ; Hai LIN ; Rong LIANG ; Chun Yan CHEN ; Jian HUANG ; Yun Fan YANG ; Huan Ling ZHU ; Ling PAN ; Xiao Dong WANG ; Gui Hui LI ; Zhuo Gang LIU ; Yan Qing ZHANG ; Zhen Fang LIU ; Jian Da HU ; Chun Shui LIU ; Fei LI ; Wei YANG ; Li MENG ; Yan Qiu HAN ; Li E LIN ; Zhen Yu ZHAO ; Chuan Qing TU ; Cai Feng ZHENG ; Yan Liang BAI ; Ze Ping ZHOU ; Su Ning CHEN ; Hui Ying QIU ; Li Jie YANG ; Xiu Li SUN ; Hui SUN ; Li ZHOU ; Ze Lin LIU ; Dan Yu WANG ; Jian Xin GUO ; Li Ping PANG ; Qing Shu ZENG ; Xiao Hui SUO ; Wei Hua ZHANG ; Yuan Jun ZHENG ; Qian JIANG
Chinese Journal of Hematology 2023;44(9):728-736
Objective: To analyze and compare therapy responses, outcomes, and incidence of severe hematologic adverse events of flumatinib and imatinib in patients newly diagnosed with chronic phase chronic myeloid leukemia (CML) . Methods: Data of patients with chronic phase CML diagnosed between January 2006 and November 2022 from 76 centers, aged ≥18 years, and received initial flumatinib or imatinib therapy within 6 months after diagnosis in China were retrospectively interrogated. Propensity score matching (PSM) analysis was performed to reduce the bias of the initial TKI selection, and the therapy responses and outcomes of patients receiving initial flumatinib or imatinib therapy were compared. Results: A total of 4 833 adult patients with CML receiving initial imatinib (n=4 380) or flumatinib (n=453) therapy were included in the study. In the imatinib cohort, the median follow-up time was 54 [interquartile range (IQR), 31-85] months, and the 7-year cumulative incidences of CCyR, MMR, MR(4), and MR(4.5) were 95.2%, 88.4%, 78.3%, and 63.0%, respectively. The 7-year FFS, PFS, and OS rates were 71.8%, 93.0%, and 96.9%, respectively. With the median follow-up of 18 (IQR, 13-25) months in the flumatinib cohort, the 2-year cumulative incidences of CCyR, MMR, MR(4), and MR(4.5) were 95.4%, 86.5%, 58.4%, and 46.6%, respectively. The 2-year FFS, PFS, and OS rates were 80.1%, 95.0%, and 99.5%, respectively. The PSM analysis indicated that patients receiving initial flumatinib therapy had significantly higher cumulative incidences of CCyR, MMR, MR(4), and MR(4.5) and higher probabilities of FFS than those receiving the initial imatinib therapy (all P<0.001), whereas the PFS (P=0.230) and OS (P=0.268) were comparable between the two cohorts. The incidence of severe hematologic adverse events (grade≥Ⅲ) was comparable in the two cohorts. Conclusion: Patients receiving initial flumatinib therapy had higher cumulative incidences of therapy responses and higher probability of FFS than those receiving initial imatinib therapy, whereas the incidence of severe hematologic adverse events was comparable between the two cohorts.
Adult
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Humans
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Adolescent
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Imatinib Mesylate/adverse effects*
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Incidence
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Antineoplastic Agents/adverse effects*
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Retrospective Studies
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Pyrimidines/adverse effects*
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Leukemia, Myelogenous, Chronic, BCR-ABL Positive/drug therapy*
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Treatment Outcome
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Benzamides/adverse effects*
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Leukemia, Myeloid, Chronic-Phase/drug therapy*
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Aminopyridines/therapeutic use*
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Protein Kinase Inhibitors/therapeutic use*
3.Clinical application of serum Golgi protein 73 in patients with chronic liver diseases.
Yan Na LIU ; Ming Jie YAO ; Su Jun ZHENG ; Xiang Mei CHEN ; Xiang Yi LIU ; Peng HU ; Qi Shui OU ; Xiao Guang DOU ; Hong Song CHEN ; Zhong Ping DUAN ; Jin Lin HOU ; Yue Min NAN ; Zhi Liang GAO ; Xiao Yuan XU ; Hui ZHUANG ; Feng Min LU
Chinese Journal of Hepatology 2022;30(1):4-8
Golgi protein 73 (GP73) is a transmembrane protein on the Golgi apparatus and can be cut and released into the blood. In recent years, an increasing number of clinical studies have shown that the elevated serum GP73 level is closely related to liver diseases. And thus GP73 is expected to be used as a new serum marker for assessing progress of chronic liver diseases. Herein, the clinical application of serum GP73 in chronic hepatitis, liver fibrosis, liver cirrhosis and hepatocellular carcinoma with different etiologies was reviewed based on available literatures; and a research outlook in this field is made.
Biomarkers
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Carcinoma, Hepatocellular
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Golgi Apparatus
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Humans
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Liver Cirrhosis
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Liver Neoplasms
4.Comparison on short-term safety outcomes between off-pump and on-pump coronary artery bypass grafting by experienced surgeons: a single center study with 31 075 cases.
Zhan HU ; Xin YUAN ; Si Peng CHEN ; Yun Hu SONG ; Wei WANG ; Shui Yun WANG ; Li Qing WANG ; Wei FENG ; Sheng LIU ; Han Song SUN
Chinese Journal of Cardiology 2021;49(2):158-164
Objective: To compare the short-term outcomes between off-pump and on-pump coronary artery bypass graft (CABG) by experienced surgeons with similar surgical team in a single large-volume cardiac surgery center. Methods: A total of 31 075 patients with multivessel coronary disease who underwent isolated off-pump or on-pump CABG between January 1, 2009 and December 31, 2019 by experienced surgeons in Fuwai hospital were enrolled in this retrospective study. Patients was divided into on-pump CABG group and on-pump CABG group on an intention-to treat basis. Short term safety endpoints, including 30 days mortality, composite endpoint of major morbidity or mortality, prolonged postoperative length of stay (PLOS), and prolonged ICU length of stay (PICULOS), and distal anastomosis were compared between the two groups. Mortality was evaluated on 30 days post operation, other endpoints were collected before discharge. After 1∶1 propensity-score matching of baseline characteristics for on-pump and off-pump CABG, postoperative endpoints were compared with use of McNemar's test and further adjusted with the use of a logistic regression model. Results: After propensity-score matching, 10 243 matched pairs of patients were included in the final analysis, there were 4 605(22.5%) females and mean age was (60.7±8.6) years. The standardized differences were less than 5% for all baseline variables in matched cohort. Univariate analysis indicated lower risk of 30 days mortality (0.2% vs. 0.7%, P<0.001), major morbidity or mortality (5.7% vs. 8.8%, P<0.001), PLOS (3.2% vs. 4.9%, P<0.001), PICULOS (9.4% vs. 12.2, P<0.001), and lower number of distal anastomosis ((3.3±0.8) vs. (3.6±0.8), P<0.001) in off-pump CABG group than in on-pump CABG group. After adjustment of cofounders, multivariate analysis showed that off-pump CABG was still associated with a lower risk of 30 days mortality (OR=0.29, 95%CI: 0.09-0.87, P=0.027), composite endpoint of major morbidity or mortality (OR=0.60, 95%CI: 0.53-0.68, P<0.001), PLOS (OR=0.64, 95%CI 0.54-0.75, P<0.001), PICULOS (OR=0.76, 95%CI: 0.69-0.84, P<0.001). Conclusions: Off-pump CABG is related with superior short-term safety outcomes than on-pump CABG by experienced surgeons in our center.
Aged
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Coronary Artery Bypass
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Coronary Artery Bypass, Off-Pump
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Coronary Artery Disease/surgery*
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Female
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Humans
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Middle Aged
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Postoperative Complications/epidemiology*
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Retrospective Studies
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Surgeons
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Treatment Outcome
5.Negative pressure closed drainage combined with platelet-rich plasma for treatment of a hand wound difficult to heal after crushing injury: a case report
Yanqing GUO ; Yong MENG ; Hongbo YU ; Huili LYV ; Lin YUAN ; Zhentao MAN ; Wei LI ; Shui SUN ; Xiangjun BAI
Chinese Journal of Orthopaedic Trauma 2018;20(11):1010-1012
6.Effect of 1q21 amplification on bortezomib therapeutic response and prognosis of newly diagnosed multiple myeloma patients.
Xue Lian LIU ; Pei Yu YANG ; Xiao Yuan YU ; Jing Cheng CHEN ; Xiao Liang LIU ; Jing BAI ; Ying Min LIU ; Hua HE ; Jing Nan SUN ; Hong Qiong FAN ; Chen ZHANG ; Ye ZHANG ; Ke Ju SU ; Chun Shui LIU ; Ye Hui TAN ; Su Jun GAO ; Wei LI ; Feng Yan JIN
Chinese Journal of Hematology 2018;39(5):408-413
Objective: To investigate the effect of 1q21 amplification (1q) on the therapeutic response and prognosis of bortezomib(Btz) in the treatment of newly diagnosed multiple myeloma (MM) patients. Methods: A total of 180 newly diagnosed MM were included for analyses of clinical characteristics, cytogenetics, objective response rate (ORR), progression-free survival (PFS) and overall survival (OS), retrospectively. Gene expression profiling (GEP) was analyzed using publicly available R2 platform. Results: ① In 180 patients, 1q was found in 51.1% cases. Of them, 174 patients had complete follow-up data, including 88 cases with 1q and 86 without 1q (non-1q). ②Incidence of 1q was positively associated with percentage of IGH rearrangement (72.2%, P=0.017) and 1p deletion (1p) (27.8%, P=0.040). ③ The median PFS was 15.0 and 20.3 months for the 1q group and non-1q group, and the median OS was 29.4 and 44.0 months, respectively. Both PFS and OS of 1q group was significantly shorter than those of the non-1q group (P=0.029 and 0.038, respectively). Multivariate analysis further revealed that 1q was an independent prognostic factor for both PFS (HR=1.910, 95% CI 1.105-3.303, P=0.020) and OS (HR=2.353, 95% CI 1.090-5.078, P=0.029). ④ In 91 evaluable cases with 1q, very good partial remission (VGPR) rate was higher after treatment with Btz than those without Btz (62.1% vs 40.0%, P=0.032). Of note, the patients with 1q who received auto-HSCT after induction with Btz had significantly longer PFS than those without auto-HSCT (19 months vs 13 months, P=0.048). ⑤GEP analysis revealed that 1q21 amplification predominantly up-regulated expression of >50% genes within 1q21 region, and also altered expression of 28% genes in chromosome 1 and 10% genes in whole genome, particularly related to DNA repair and cell cycle. Conclusions: 1q is an independent adverse prognostic factor in patients with newly diagnosed MM. It is often associated with 1p deletion and IGH rearrangement. Patients with 1q respond well to Btz-based regimen, but they fail to gain long-term benefit from this treatment itself. However, auto-HSCT following Btz induction might improve survival of patients with 1q, suggesting a potential strategy to treat this high-risk subset of MM. GEP analysis warrants further attention in understanding the mechanisms underlying the high-risk of 1q.
Bortezomib/therapeutic use*
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Chromosome Aberrations
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Humans
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Multiple Myeloma/drug therapy*
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Prognosis
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Retrospective Studies
7.Effect of shenhuang ointment in promoting the rehabilitation of postoperative gastrointestinal dysfunction patients of Qi stagnation blood stasis syndrome: a clinical observation.
Xing WEI ; Hua-seng QIU ; Qi ZHANG ; De-chuan LI ; Yuan-shui SUN ; Gang LI ; De-xing CHEN ; Bin ZHANG
Chinese Journal of Integrated Traditional and Western Medicine 2014;34(6):661-665
OBJECTIVETo observe the effect and safety of plastering Chinese Compound Shenhuang Ointment (CSO) at Shenque (RN8) in promoting the rehabilitation of postoperative gastrointestinal dysfunction patients of qi stagnation blood stasis syndrome (QSBSS).
METHODSA prospective, multi-centered, randomized, double-blinded, controlled trial was conducted in 220 postoperative gastrointestinal dysfunction patients of QSBSS. They were randomly assigned to two groups, the CSO group (110 cases) and the placebo group (110 cases). CSO was plastered at Shenque (RN8) for 5 days after operation. The time of exhaustion, defecation, the recovery of intestinal peristalsis, integrals of TCM syndrome, and serum levels of motilin (MOT)and somatostatin (SS) were observed.
RESULTSCompared with the placebo group, the condition of exhaustion and defecation, the recovery of intestinal peristalsis on the 3rd day after operation was all improved (P < 0.05). The integrals of TCM syndrome at day 2, 3, and 4 were more significantly lowered in the CSO group than in the placebo group (P < 0.01, P < 0.05). The total effective rate of TCM syndrome was 95.3% in the CSO group, better than that in the placebo group (91.8%, P < 0.05). Compared with the placebo group, the serum MOT level increased and the serum SS level decreased at day 5 after operation in the CSO group (P < 0.05).
CONCLUSIONSThe plastering of CSO at Shenque (RN8) could advance the time of exhaustion and defecation, and improve patients' clinical symptoms. And patients could tolerate well.
Aged ; Double-Blind Method ; Drugs, Chinese Herbal ; therapeutic use ; Female ; Gastrointestinal Diseases ; drug therapy ; Humans ; Male ; Medicine, Chinese Traditional ; Middle Aged ; Ointments ; Postoperative Period ; Prospective Studies
8.Treatment of chronic primary glomerulopathy patients of Shen deficiency and dampness heat syndrome by yishen qingli granule combined low-dose Tripterygium wilfordii multiglycoside tablet: a clinical efficacy observation.
Mei-Xiao SHENG ; Wei SUN ; Chang-Ying XING ; Fa-Huan YUAN ; Shui-Fu TANG ; Pei-Hua XIONG ; Ji-Pei MA ; Dong ZHOU ; Kun GAO ; Yan JIANG ; Ji-Hong CHEN ; Hui-Juan MAO ; Jiao MOU ; Yue-Zhong LUO ; Ming-Gang WEI ; Cai-Xiang LIU
Chinese Journal of Integrated Traditional and Western Medicine 2013;33(12):1636-1641
OBJECTIVETo evaluate the clinical efficacy and safety of treatment of chronic primary glomerulopathy (CPG) patients of Shen deficiency and dampness heat syndrome (SDDHS) by Yishen Qingli Granule (YQG) combined with low-dose Tripterygium Wilfordii multiglycoside Tablet (TWT).
METHODSTotally 231 CPG patients of SDDHS were enrolled in this study (including 60 patients from First Affiliated Hospital of Nanjing University of Chinese Medicine, 58 from First Affiliated Hospital of Nanjing Medical University, 46 from Xinqiao Hospital of Third Military Medical University, 35 from First Affiliated Hospital of Guangzhou University of Chinese Medicine, 14 from First Affiliated Hospital of Soochow University, and 18 from Wuxi Affiliated Hospital of Nanjing University of Chinese Medicine). They were randomly assigned to the control group (116 cases) and the trial group (115 cases) according to block group method. There were 217 cases in the safety analysis set (109 cases in the trial group vs 108 cases in the control group), and 203 cases in the full analysis set (99 cases in the trial group vs 104 cases in the control group). All patients received basic treatment such as ACEI/ARB. Furthermore, YQG (consisting of raw astragalus 10 g, prepared Polygonum Multiflorum 10 g, Pyrrosia 10 g, 1.5 g each package, containing 10 g of crude drugs) was additionally given to patients in the trial group, each package, twice daily. The TWT (10 mg) was given, twice a day. The TWT dose was adjusted according to 24 h urinary total protein (UTP). The placebos of YQG and TWT were administered to those in the control group. The treatment course consisted of 24 weeks and the follow-up visit lasted for 24 weeks. The biochemical indices were observed before and after treatment including 24 h UTP, urine red cell count (U(RBC)), renal functions (BUN, SCr), blood routine test (WBC), and liver functions (SGPT, SGOT). Reverse reactions such as gastrointestinal discomfort, skin rash, and irregular menstruation were also observed.
RESULTSCompared with the control group, the total effective rate was better in the trial group (82.83% vs 61.54%, P < 0.01). Results of stratified comparison of UTP showed better efficacy in the trial group (0.8-3.0 g/24 h, P < 0.01). The UTP decline occurred in the trial group after 8 weeks of treatment, with stable action, showing statistical difference when compared with the control group (P < 0.01). In the trial group, U(RBC) level decreased after treatment but changed more significantly. But there was no statistical difference in the changes when compared with the control group (P > 0.05). After treatment, there were no statistical difference in safety indicators such as WBC, SGPT, and SGOT between the two groups after treatment (P > 0.05).
CONCLUSIONOn the basis of basic treatment such as ACEI/ARB, application of YQG combined with low-dose TWT had better effect in controlling proteinuria of CPG patients, and could help stabilizing their conditions with less adverse reactions.
Adult ; Drugs, Chinese Herbal ; therapeutic use ; Female ; Humans ; Kidney Diseases ; diagnosis ; drug therapy ; Kidney Glomerulus ; pathology ; Male ; Medicine, Chinese Traditional ; Middle Aged ; Phytotherapy ; methods ; Treatment Outcome ; Tripterygium
9.Beneficial effects of continual jejunal interposition after subtotal gastrectomy.
Yuan-Shui SUN ; Zai-Yuan YE ; Qin ZHANG ; Wei ZHANG ; Yuan-Yu WANG ; Zhen-Ye LÜ ; Ji XU
Chinese Medical Journal 2012;125(16):2846-2852
BACKGROUNDThe ideal post-gastrectomy reconstruction procedure should maintain the normal digestive function and restore intestinal transit to improve the patient quality of life. The aim of this study was to evaluate the effects of integral continual jejunal interposition after subtotal gastrectomy on the nutritional status, glucose levels, and gastric-intestinal motility.
METHODSThe study investigated the effects of the integral continual jejunal interposition, the Billroth I and Billroth II operations, and the isolated jejunal interposition following subtotal distal gastrectomy on the blood glucose, insulin, routine blood parameters, liver function, and myoelectrical activity in Beagle dogs.
RESULTSThe weights of the dogs decreased during the first post-operative weeks. Dogs in the integral continual jejunal interposition, Billroth I, and Billroth II groups gained significantly more weight by 8 weeks. The prognosis nutrition index of the dogs decreased in the first 2 post-operative weeks and increased significantly by 4 weeks in the integral continual jejunal interposition and Billroth I groups. The group with duodenal exclusion (Billroth II) had significantly higher glucose levels compared to the normal control group. The insulin curve was much higher in dogs that underwent the Billroth I, continual jejunal interposition, and isolated jejunal interposition than the Billroth II and normal groups. The frequencies of fasting and postprandial jejunal pacesetter potentials (PPs) were greater in the continual jejunal interposition and Billroth I groups than that in the isolated jejunal interposition and Billroth II groups. The percentage of aboral propagation of PPs was greater in the continual jejunal interposition group than the Billroth I, isolated jejunal interposition, and Billroth II groups.
CONCLUSIONContinual jejunal interposition after subtotal gastrectomy avoids jejunal transection, maintains the duodenal passage and food storage bags, and reduces the influence of blood glucose and insulin.
Animals ; Dogs ; Gastrectomy ; methods ; Gastroenterostomy ; methods ; Jejunum ; pathology ; surgery ; Reconstructive Surgical Procedures ; methods
10.The application of uncut Roux-en-Y esophagojejunostomy with distal jejunal pouch on behalf of the stomach surgery in the digestive tract reconstruction after total gastrectomy.
Yuan-shui SUN ; Zai-yuan YE ; Qin-shu SHAO ; Qin ZHANG ; Xiao-dong XU ; Jun-feng HU ; Dun SHI
Chinese Journal of Surgery 2012;50(8):699-703
OBJECTIVETo study the clinical value of uncut Roux-en-Y esophagojejunostomy with distal jejunal pouch on behalf of the stomach (URYAJP) surgery in the digestive tract reconstruction after total gastrectomy.
METHODSA retrospective analysis of radical resection of the whole stomach in 486 cases of gastric cancer patients, divided into the URYAJP group (n = 189), the P-loop Roux-en-Y behalf of the stomach surgery (PRY) group (n = 150) and pure Roux-en-Y reconstruction (RY) group (n = 147). Three groups were compared in patients with surgical reconstruction time, the occurrence of postoperative complications, the postoperative weight after 6, 12 and 24 months, the single meal food intake and prognostic nutritional index (PNI) and Visick points class situation after 12 and 24 months.
RESULTS(1) The URYAJP group and RY group had no significant difference in digestive tract reconstruction time ((37 ± 6) minutes and (38 ± 6) minutes respectively), but PRY group was significantly prolonged ((47 ± 6) minutes, t = 7.52 and 6.54, P < 0.05). (2) In the comparison of the incidence of complications, URYAJP group has 2.1% rate of Roux stay syndrome (RSS) incidence, significantly less than PRY group (21.3%) and RY group (19.7%) (χ² = 14.84, P < 0.05). (3) In the comparison the postoperative nutritional status, URYAJP group clear asset, showing the degree of ((3.1 ± 1.0) kg) weight loss after 12 months (t = 25.03 and 22.99, P < 0.05). And after 12, 24 months, a single meal eating reached the preoperative level is 94.8% and 96.9% in URYAJP group, while PRY group and RY group is less than 50% (χ(2) = 61.10, 69.17, 65.17 and 73.29, P < 0.05). URYAJP Group reach the preoperative levels of PNI in 24 months after surgery, while PRY and RY group were still lower than per-operation (t = 106.97 and 100.37, P < 0.05). (4) The Visick points class I-II postoperative 12 and 24 months in URYAJP group were 92.7% and 93.8%, significantly better than group B and C (χ² = 10.63, 14.19, 10.10 and 10.74, P < 0.05).
CONCLUSIONSURYAJP surgery give full play to maintain intestinal continuity, simple operation, and advantages of food storage bags, it can reduce the long-term postoperative complications, improve the nutritional status of patients and improve quality of life. It is worthy of promoting a way of gastrointestinal reconstruction.
Aged ; Anastomosis, Roux-en-Y ; methods ; Female ; Follow-Up Studies ; Gastrectomy ; Humans ; Jejunum ; surgery ; Male ; Middle Aged ; Retrospective Studies ; Stomach Neoplasms ; surgery ; Treatment Outcome

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