1.A column chart prediction model for preoperative lymph node metastasis diagnosis in gastric adenocarcinoma based on enhanced CT image radiomics features and parameters
Weisheng PENG ; Yi YANG ; Cuiting YANG ; Chengli WANG ; Guifeng HE ; YuQiang ZHENG ; Ying HUANG
Journal of Clinical Surgery 2025;33(4):405-409
Objective To explore its application value of LNM in patients with gastric adenocarcinoma based on the construction of a radiomic nomogram prediction model for preoperative lymph node metastasis in gastric adenocarcinoma using enhanced CT imaging features and parameters.Methods 131 patients with gastric adenocarcinoma who underwent radical gastric cancer surgery(Billroth Ⅱ)+lymph node dissection in our hospital from August 2019 to October 2023 were retrospectively analysed,and the preoperative enhancement CT extracted lesions,histological features of lymph node images,and pathological examination of LNM were recorded respectively,and the statistically significant Enhanced CT image histological features and parameters,multifactorial logistic regression to analyse the independent risk factors of gastric adenocarcinoma LNM(+)and construct a column-line diagram,and evaluate its performance.The performance and clinical value of the prediction model were evaluated using subject work characteristic(ROC)curves,and the column-line diagram was internally validated.Results The results of univariate analysis showed that the maximum diameter of the tumour,the lymph node status,the short-axis length and volume of the largest lymph node in the lymph node group and the sum of the short-axis lengths of all the lymph nodes were associated with the occurrence of LNM,and the difference was statistically significant(P<0.05);multifactorial logistic regression analysis suggested that the maximum diameter of the tumour was ≥15 mm and the lymph node status was positive in the enhanced CT imaging examination,maximum lymph node short-axis length ≥ 7 mm in the lymph node group,the sum of short-axis lengths of all lymph nodes ≥ 11 mm,and the maximum lymph node short-axis volume ≥ 300 mm3 in the lymph node group were the independent risk factors for gastric adenocarcinoma patients with LNM(+)(P<0.05);the area under the curve of the model was plotted using a ROC curve with an AUC=0.816(95% CI 0.810-0.939),with the sensitivity of 0.91 and the specificity of 0.86.Model validation was performed using the BOOTSTRAP method containing 500 resamples,and the results suggested that the differences between the fitted curves and the ideal curves of the constructed column-line graphical model were not significant,and the validity and reliability were good.Conclusion The radiomic nomogram prediction model based on enhanced CT imaging features and parameters can effectively predict preoperative lymph node metastasis in gastric adenocarcinoma,providing strong support for clinical decision-making in gastric adenocarcinoma patients.
2.Assessments of ki-67 expression in hepatocellular carcinoma using enhanced MRI intratumoral and peritu-moral radiomics and clinical imaging features
Huiliang CAI ; Qianying ZHANG ; Ying HUANG ; Weisheng PENG ; Chengli WANG ; Cuiting YANG ; Na DENG ; Sizhu ZHANG ; Nina XU ; Xiaobing HAN
The Journal of Practical Medicine 2025;41(15):2311-2319
Objective To construct a model for predicting ki-67 expression in hepatocellular carcinoma using the intratumoral and peritumoral radiomic features of contrast enhanced magnetic resonance imaging(CEMRI)in the arterial phase as well as clinical imaging features.Methods A total of 120 patients pathologically diagnosed with hepatocellular carcinoma(HCC)from January 2016 to December 2024 in No.910 Hospital of the Joint Logis-tics Support Force of the Chinese People's Liberation Army were retrospectively enrolled and randomly divided into a training set(84 cases)and a test set(36 cases)in a ratio of 7∶3.ITK-SNAP software was used to delineate the global region of interest(ROI)of HCC on the arterial phase MR images.The ROIs of all patients were automatically expanded outward by 2 mm,and then the intratumoral ROI areas were eliminated to obtain the peritumoral ROI.With the help of PyRadiomics software,1 198 intratumoral and peritumoral radiomic features were extracted.Spearman correlation analysis,maximum relevance-minimum redundancy(mRMR),and least absolute shrinkage and selection operator(LASSO)regression were used to reduce the data dimension and select the best features.Then,a radiomics model of the logistic regression(LR)machine learning algorithm was constructed.A combined model including clinical imaging features and radiomics features was established.The area under the curve(AUC),accuracy,sensitivity,specificity,positive predictive value(PPV),negative predictive value(NPV),calibration curve and decision curve analysis(DCA)were used to evaluate the efficacy of the intratumoral and peritumoral radiomics features combined with clinical imaging features model in predicting ki-67 expression in hepatocellular car-cinoma.Results The intratumor model exhibited an efficacy in predicting the expression of ki-67 in hepatocellular carcinoma with AUC values of 0.817 and 0.787 in the training set and test set,respectively.The peritumoral model showed an efficacy with AUC values of 0.805 and 0.633 in the training set and test set,respectively.The intratumoral and peritumoral model demonstrated AUC values of 0.874 and 0.836 in the training set and test set,respectively.The combined model constructed by integrating the intratumoral and peritumoral model with clinical imaging features yielded AUC values of 0.877 and 0.849 in the training set and test set,respectively,indicating clinical imaging features improved the performance of the model.DCA showed that the combined models all had good clinical benefits,with the intratumoral and peritumoral model performing the best.Conclusion The intratumoral and peritumoral radiomics model based on CEMRI arterial phase combined with clinical imaging data can accurately predict the expression of ki-67 in hepatocellular carcinoma.This combined model yields the best clinical benefit.
3.Assessments of ki-67 expression in hepatocellular carcinoma using enhanced MRI intratumoral and peritu-moral radiomics and clinical imaging features
Huiliang CAI ; Qianying ZHANG ; Ying HUANG ; Weisheng PENG ; Chengli WANG ; Cuiting YANG ; Na DENG ; Sizhu ZHANG ; Nina XU ; Xiaobing HAN
The Journal of Practical Medicine 2025;41(15):2311-2319
Objective To construct a model for predicting ki-67 expression in hepatocellular carcinoma using the intratumoral and peritumoral radiomic features of contrast enhanced magnetic resonance imaging(CEMRI)in the arterial phase as well as clinical imaging features.Methods A total of 120 patients pathologically diagnosed with hepatocellular carcinoma(HCC)from January 2016 to December 2024 in No.910 Hospital of the Joint Logis-tics Support Force of the Chinese People's Liberation Army were retrospectively enrolled and randomly divided into a training set(84 cases)and a test set(36 cases)in a ratio of 7∶3.ITK-SNAP software was used to delineate the global region of interest(ROI)of HCC on the arterial phase MR images.The ROIs of all patients were automatically expanded outward by 2 mm,and then the intratumoral ROI areas were eliminated to obtain the peritumoral ROI.With the help of PyRadiomics software,1 198 intratumoral and peritumoral radiomic features were extracted.Spearman correlation analysis,maximum relevance-minimum redundancy(mRMR),and least absolute shrinkage and selection operator(LASSO)regression were used to reduce the data dimension and select the best features.Then,a radiomics model of the logistic regression(LR)machine learning algorithm was constructed.A combined model including clinical imaging features and radiomics features was established.The area under the curve(AUC),accuracy,sensitivity,specificity,positive predictive value(PPV),negative predictive value(NPV),calibration curve and decision curve analysis(DCA)were used to evaluate the efficacy of the intratumoral and peritumoral radiomics features combined with clinical imaging features model in predicting ki-67 expression in hepatocellular car-cinoma.Results The intratumor model exhibited an efficacy in predicting the expression of ki-67 in hepatocellular carcinoma with AUC values of 0.817 and 0.787 in the training set and test set,respectively.The peritumoral model showed an efficacy with AUC values of 0.805 and 0.633 in the training set and test set,respectively.The intratumoral and peritumoral model demonstrated AUC values of 0.874 and 0.836 in the training set and test set,respectively.The combined model constructed by integrating the intratumoral and peritumoral model with clinical imaging features yielded AUC values of 0.877 and 0.849 in the training set and test set,respectively,indicating clinical imaging features improved the performance of the model.DCA showed that the combined models all had good clinical benefits,with the intratumoral and peritumoral model performing the best.Conclusion The intratumoral and peritumoral radiomics model based on CEMRI arterial phase combined with clinical imaging data can accurately predict the expression of ki-67 in hepatocellular carcinoma.This combined model yields the best clinical benefit.
4.A column chart prediction model for preoperative lymph node metastasis diagnosis in gastric adenocarcinoma based on enhanced CT image radiomics features and parameters
Weisheng PENG ; Yi YANG ; Cuiting YANG ; Chengli WANG ; Guifeng HE ; YuQiang ZHENG ; Ying HUANG
Journal of Clinical Surgery 2025;33(4):405-409
Objective To explore its application value of LNM in patients with gastric adenocarcinoma based on the construction of a radiomic nomogram prediction model for preoperative lymph node metastasis in gastric adenocarcinoma using enhanced CT imaging features and parameters.Methods 131 patients with gastric adenocarcinoma who underwent radical gastric cancer surgery(Billroth Ⅱ)+lymph node dissection in our hospital from August 2019 to October 2023 were retrospectively analysed,and the preoperative enhancement CT extracted lesions,histological features of lymph node images,and pathological examination of LNM were recorded respectively,and the statistically significant Enhanced CT image histological features and parameters,multifactorial logistic regression to analyse the independent risk factors of gastric adenocarcinoma LNM(+)and construct a column-line diagram,and evaluate its performance.The performance and clinical value of the prediction model were evaluated using subject work characteristic(ROC)curves,and the column-line diagram was internally validated.Results The results of univariate analysis showed that the maximum diameter of the tumour,the lymph node status,the short-axis length and volume of the largest lymph node in the lymph node group and the sum of the short-axis lengths of all the lymph nodes were associated with the occurrence of LNM,and the difference was statistically significant(P<0.05);multifactorial logistic regression analysis suggested that the maximum diameter of the tumour was ≥15 mm and the lymph node status was positive in the enhanced CT imaging examination,maximum lymph node short-axis length ≥ 7 mm in the lymph node group,the sum of short-axis lengths of all lymph nodes ≥ 11 mm,and the maximum lymph node short-axis volume ≥ 300 mm3 in the lymph node group were the independent risk factors for gastric adenocarcinoma patients with LNM(+)(P<0.05);the area under the curve of the model was plotted using a ROC curve with an AUC=0.816(95% CI 0.810-0.939),with the sensitivity of 0.91 and the specificity of 0.86.Model validation was performed using the BOOTSTRAP method containing 500 resamples,and the results suggested that the differences between the fitted curves and the ideal curves of the constructed column-line graphical model were not significant,and the validity and reliability were good.Conclusion The radiomic nomogram prediction model based on enhanced CT imaging features and parameters can effectively predict preoperative lymph node metastasis in gastric adenocarcinoma,providing strong support for clinical decision-making in gastric adenocarcinoma patients.
5.Application of regional citrate anticoagulation in patients at high risk of bleeding during intermittent hemodialysis: a prospective multicenter randomized controlled trial.
Xiaoyan TANG ; Dezheng CHEN ; Ling ZHANG ; Ping FU ; Yanxia CHEN ; Zhou XIAO ; Xiangcheng XIAO ; Weisheng PENG ; Li CHENG ; Yanmin ZHANG ; Hongbo LI ; Kehui LI ; Bizhen GOU ; Xin WU ; Qian YU ; Lijun JIAN ; Zaizhi ZHU ; Yu WEN ; Cheng LIU ; Hen XUE ; Hongyu ZHANG ; Xin HE ; Bin YAN ; Liping ZHONG ; Bin HUANG ; Mingying MAO
Journal of Zhejiang University. Science. B 2022;23(11):931-942
OBJECTIVES:
Safe and effective anticoagulation is essential for hemodialysis patients who are at high risk of bleeding. The purpose of this trial is to evaluate the effectiveness and safety of two-stage regional citrate anticoagulation (RCA) combined with sequential anticoagulation and standard calcium-containing dialysate in intermittent hemodialysis (IHD) treatment.
METHODS:
Patients at high risk of bleeding who underwent IHD from September 2019 to May 2021 were prospectively enrolled in 13 blood purification centers of nephrology departments, and were randomly divided into RCA group and saline flushing group. In the RCA group, 0.04 g/mL sodium citrate was infused from the start of the dialysis line during blood draining and at the venous expansion chamber. The sodium citrate was stopped after 3 h of dialysis, which was changed to sequential dialysis without anticoagulant. The hazard ratios for coagulation were according to baseline.
RESULTS:
A total of 159 patients and 208 sessions were enrolled, including RCA group (80 patients, 110 sessions) and saline flushing group (79 patients, 98 sessions). The incidence of severe coagulation events of extracorporeal circulation in the RCA group was significantly lower than that in the saline flushing group (3.64% vs. 20.41%, P<0.001). The survival time of the filter pipeline in the RCA group was significantly longer than that in the saline flushing group ((238.34±9.33) min vs. (221.73±34.10) min, P<0.001). The urea clearance index (Kt/V) in the RCA group was similar to that in the saline flushing group with no statistically significant difference (1.12±0.34 vs. 1.08±0.34, P=0.41).
CONCLUSIONS
Compared with saline flushing, the two-stage RCA combined with a sequential anticoagulation strategy significantly reduced extracorporeal circulation clotting events and prolonged the dialysis time without serious adverse events.
Humans
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Citric Acid/adverse effects*
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Prospective Studies
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Sodium Citrate
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Hemorrhage/chemically induced*
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Citrates/adverse effects*
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Anticoagulants/adverse effects*
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Renal Dialysis/adverse effects*
6.Expert Consensus for Thermal Ablation of Pulmonary Subsolid Nodules (2021 Edition).
Xin YE ; Weijun FAN ; Zhongmin WANG ; Junjie WANG ; Hui WANG ; Jun WANG ; Chuntang WANG ; Lizhi NIU ; Yong FANG ; Shanzhi GU ; Hui TIAN ; Baodong LIU ; Lou ZHONG ; Yiping ZHUANG ; Jiachang CHI ; Xichao SUN ; Nuo YANG ; Zhigang WEI ; Xiao LI ; Xiaoguang LI ; Yuliang LI ; Chunhai LI ; Yan LI ; Xia YANG ; Wuwei YANG ; Po YANG ; Zhengqiang YANG ; Yueyong XIAO ; Xiaoming SONG ; Kaixian ZHANG ; Shilin CHEN ; Weisheng CHEN ; Zhengyu LIN ; Dianjie LIN ; Zhiqiang MENG ; Xiaojing ZHAO ; Kaiwen HU ; Chen LIU ; Cheng LIU ; Chundong GU ; Dong XU ; Yong HUANG ; Guanghui HUANG ; Zhongmin PENG ; Liang DONG ; Lei JIANG ; Yue HAN ; Qingshi ZENG ; Yong JIN ; Guangyan LEI ; Bo ZHAI ; Hailiang LI ; Jie PAN
Chinese Journal of Lung Cancer 2021;24(5):305-322
"The Expert Group on Tumor Ablation Therapy of Chinese Medical Doctor Association, The Tumor Ablation Committee of Chinese College of Interventionalists, The Society of Tumor Ablation Therapy of Chinese Anti-Cancer Association and The Ablation Expert Committee of the Chinese Society of Clinical Oncology" have organized multidisciplinary experts to formulate the consensus for thermal ablation of pulmonary subsolid nodules or ground-glass nodule (GGN). The expert consensus reviews current literatures and provides clinical practices for thermal ablation of GGN. The main contents include: (1) clinical evaluation of GGN, (2) procedures, indications, contraindications, outcomes evaluation and related complications of thermal ablation for GGN and (3) future development directions.
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7.Cordyceps sinensis protects HK2 cells from ischemia-reperfusion injury through SirtⅠ pathway
Yingli ZHANG ; Xiang AO ; Hui LI ; Songyun DENG ; Zhou XIAO ; Weisheng PENG ; Jinhua XIANG ; Qiaoling ZHOU
Journal of Central South University(Medical Sciences) 2017;42(11):1263-1269
Objective:To investigate the effects of Cordyceps sinensis (CS) on cellular apoptosis and Sirt1 expression in HK2 cells followed by ischemia-reperfusion (I/R).Methods:HK2 cells were incubated with different concentrations of CS (10,20,40,80,160,320 mg/L) for 24 hours,and the optimal concentration of CS was selected by measuring cell proliferation.The confluent HK2 cells were incubated with 0.01 μmol/L antimycin A for 2 hours to induce ischemia in vitro,and then the reperfusion was achieved by incubating cells with glucose-replete complete growth medium for 24 hours.HK2 cells were divided into 4 groups:a control group,an I/R group,an I/R+CS (160 mg/L) group,and an I/R+CS (160 mg/L)+Sirtinol (25 μtmol/L) group.Twenty-four hours later,total RNA and protein were collected.The cell proliferation was evaluated by MTT assay;the mRNA and protein expression of Sirtl and the cleaved caspase-3 were measured by qRT-PCR and Western blot,respectively.The cellular apoptosis rate was determined by Annexin V-FITC/PI double staining and flow cytometry.Results:Certain concentrations (10-160 mg/L) of CS did not show effect on the proliferation of HK2 cells (P>0.05),while 320 mg/L of CS inhibited cell proliferation significantly (P<0.01);compared with the control group,the mRNA and protein expressions of Sirtl and the cleaved caspase-3 in the I/R group were up-regulated (P<0.01) and the apoptosis rate was extremely high;compared with the I/R group,CS significantly up-regulated Sirt1 mRNA and protein expression (P<0.01) while down-regulated cleaved caspase-3 mRNA and protein levels (P<0.01),and reduced apoptosis rate (P<0.05).The effects of CS were blocked in the presence of sirtinol,an inhibitor of CS.Conclusion:CS protects HK2 cells from I/R injury through activation of Sirt 1 pathway.
8.Investigation of status for vascular access in hemodialysis patients at Xiangya Hospital of Central South University
Yong ZHONG ; Jiaxi PU ; Xiang AO ; Weisheng PENG ; Zhangzhe PENG ; Xiaozhao LI ; Xiangcheng XIAO ; Qiaoling ZHOU ; Ping XIAO
Journal of Central South University(Medical Sciences) 2017;42(11):1270-1274
Objective:To investigate the status of vascular access in hemodialysis patients in our center.Methods:The general information of hemodialysis patients and types and complications of vascular access at Xiangya Hospital of Central South University from April 2015 to April 2016,were retrospectively analyzed.Results:Among 258 prevalent patients,87.60% of them had arteriovenous fistula (AVF),while 12.40% showed tunneled cuffed catheter.Of the 61 incident patients,80.33% of them initiated dialysis with a non-tunneled and non-cuffed catheter,8.19% with an AVF,9.84% with a tunneled cuffed catheter,and 1.64% with needle puncture.The types of AVF access included 76.55% of wrist radiocephalic fistula,7.08% of mid-forearm cephalic fistula,11.06% of elbow brachiocephalic fistula,and 5.31% of antecubital fistula and transposed basilic fistula.Seventy-seven (34.07%) patients with AVF suffered complications and wherein aneurysms accounted for 24.34%.Conclusion:In maintenance hemodialysis patients,autologous AVF is the prevalent vascular access.In the beginners for dialysis,non-tunneled and non-cuffed catheter are their choice.Additional efforts and incentives may be necessary to improve vascular access during the initiation ofhemodialysis.
9.Indications and surgical techniques of fixation of rib fractures with memory alloy osteosynthesis plates
Enwu XU ; Guibin QIAO ; Xiufan PENG ; Renchao JIANG ; Zhuohua ZHANG ; Weisheng ZENG
Chinese Journal of Trauma 2012;28(6):533-536
Objective To evaluate the clinical effects of memory alloy embracing fixators in fixation of the rib fractures and investigate the related surgical indications and surgical techniques.Methods Retrospectively review was conducted on the clinical data of 30 patients with rib fractures treated with memory alloy embracing fixators from October 2010 to April 2011 at General Hospital of Guangzhou Military Command.The number of memory alloy embracing fixators used in operation,the number of fixed positions,and operation time were recorded.The pain scores before and after operation were comparatively studied.Operation efficacy and complications were analyzed.Results Of the 30 patients,the total operation time,number of fixators,and number of fixed ribs were (111.9±48.0) minutes,4.3±2.1 and 3.5±1.3,respectively.Meanwhile,the difference between pre-operative and post-operative pain scores was significant (6.93±0.88) points vs (4.04±0.62) points,P<0.05).The ambulation perlod was (4.6±1.9) days and length of hospital stay was (27.2±10.8) days.Incisional and thoracic wall hematoma was detected in three patients and pulmonary infection in six post-operatively but none presented intractable chest pain,foreign body rejection or wound infection.Conclusion Memory alloy embracing fixators for rib fractures is reliable,easy,and effective in alleviating pain,improving lung function,reducing the frequency of ventilator use and preventing complications like lung infection.
10.Pathogenic bacteria and drug resistance in peritoneal dialysis related peritonitis.
Weisheng PENG ; Qiaoling ZHOU ; Xiang AO ; Rong TANG ; Xiaozhao LI
Journal of Central South University(Medical Sciences) 2012;37(12):1205-1209
OBJECTIVE:
To investigate the pathogens and their resistance in continuous ambulatory peritoneal dialysis (CAPD) related peritonitis.
METHODS:
A total of 78 cases with CAPD related peritonitis from Xiangya Hospital between January 2007 and January 2011 were reviewed. Pathogens, resistance and outcomes of the 78 cases CAPD related peritonitis were analyzed retrospectively.
RESULTS:
Among them, 53 cases cultured positive (66.67%), 3 of which were combined infection and 2 strains were cultured. A total of 55 strains were cultured, including 32 gram-positive strains (58.18%), 18 gram-negative strains (32.72%) and 5 fungi (9.09%). The most common pathogens were coagulase negative staphylococcus, staphylococcus aureus and Escherichia coli. Drug sensitivity test of the gram-positive strains showed that the three with lowest antibiotic resistance were linezolid (0), teicoplanin (3.13%) and vancomycin (4.0%). Drug sensitivity test of the gram-negative bacteria showed that antibiotics with the lowest resistance were amikacin and imipenem, followed by piperacillin/tazobactam and cepoperazon/sulbactam. Cephazolin had the highest resistance rate of 83.33%. Clinical outcomes: 63 cases cured (80.77%); 11 cases transferred to hemodialysis (14.1%); 4 cases died (5.13%), including 2 cases fungus infections, 1 gram-negative bacteria infection and 1 combined infection.
CONCLUSION
The most common pathogens causing peritoneal dialysis associated peritonitis is gram positive bacteria. In the empirical treatment, in addition to traditional treatment of Cefazolin combined with aminoglycosides, cefazolin combined with piperacillin/tazobactam or cepoperazon/sulbactam is preferable for CAPD associated peritonitis.
Adolescent
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Adult
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Aged
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Aged, 80 and over
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Bacteria
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drug effects
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isolation & purification
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Child
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Drug Resistance, Bacterial
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Female
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Humans
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Male
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Microbial Sensitivity Tests
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Peritoneal Dialysis, Continuous Ambulatory
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adverse effects
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Peritonitis
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etiology
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microbiology
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Young Adult

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