1.Construction and validation of a medication deviation prediction model for hospital-to-home transition period in coronary heart disease patients with initial treatment
Yushuang LI ; Shu LI ; Qianying ZHANG ; Yan HUANG ; Kun LIU ; Xiulin GU ; Huanhuan JIANG
China Pharmacy 2026;37(4):491-496
OBJECTIVE To develope a predictive model for medication deviation risks during the hospital-to-home transition period in coronary heart disease (CHD) patients with initial treatment, aiming to assist medical staff in rapidly identifying high-risk groups for medication deviation. METHODS A total of 462 CHD patients with initial treatment from the Affiliated Hospital of North China University of Science and Technology (hereinafter referred to as “our hospital”) between January and July 2024 were enrolled. The patients were randomly divided into a modeling group and an internal validation group. The modeling group was further categorized into a medication deviation group and a non-medication deviation group based on whether medication deviations occurred. Similarly, 57 CHD patients with initial treatment from the cardiology department of our hospital between June and September 2025 were collected as an external validation group. Univariate analysis was used to screen predictive factors, followed by multivariate Logistic regression to construct the predictive model. Internal validation methods were employed to evaluate model performance, while external validation methods were used to test the model’s generalizability. RESULTS The 462 patients were divided into a modeling group (319 cases) and an internal validation group (143 cases). In the modeling group, the medication deviation group (192 cases, 60.19%) and the non-medication deviation group (127 cases, 39.81%) were identified. Multivariate Logistic regression analysis revealed that age, medication type, medication adherence, and self-efficacy in rational medication use were predictive factors for medication deviations in CHD patients with initial treatment ( P <0.05). The predictive model equation was logit P =ln[ P /(1- P ) ] =1.321+1.732×age+4.091×medication type -4.360×medication adherence -3.081×self-efficacy in rational medication use. The model demonstrated good discrimination, with a Hosmer-Lemeshow goodness-of-fit test P -value of 0.439, an area under the receiver operating characteristic curve (AUC) of 0.870, sensitivity of 0.970, and specificity of 0.607. A risk nomogram with a total score of 350 points and a cutoff value of 110 points was plotted. The internal validation group showed an AUC o f 0.787 and a prediction accuracy of 77.6%, while the external validation group exhibited an AUC of 0.802 and a prediction accuracy of 73.7%. CONCLUSIONS This study successfully developed a predictive model for medication deviation risks during the hospital-to-home transition period in CHD patients with initial treatment. The model demonstrates excellent discrimination and predictive accuracy, effectively identifying high-risk populations for medication deviations. Age (>70 years), number of drug types≥5, poor medication adherence, and poor self-efficacy in rational medication use are independent risk factors for medication deviations.
2.Features of HBV RNA level in different stages of the natural history of chronic hepatitis B virus infection and its correlation with HBV DNA and HBsAg
Han GAO ; Juanli WU ; Yushuang ZHANG ; Yiheng ZHANG ; Lei WANG ; Tao LI ; Lixin ZHANG
Journal of Clinical Hepatology 2025;41(4):637-642
ObjectiveTo investigate the features of serum HBV RNA in different stages of the natural history of chronic hepatitis B virus (HBV) infection without antiviral treatment, as well as its correlation with serum HBV DNA and HBsAg. MethodsA total of 306 treatment-naïve patients with chronic HBV infection who attended Department of Infections Diseases and Hepatoloty, the Second Hospital of Shandong University from January 2023 to June 2024 were divided into six groups based on the different stages of natural history, i.e., HBeAg-positive chronic HBV infection group with 29 patients, HBeAg-positive chronic hepatitis B (CHB) group with 107 patients, HBeAg-negative chronic HBV infection group with 18 patients, HBeAg-negative CHB group with 60 patients, HBeAg-positive indeterminate-phase chronic HBV infection group with 7 patients, and HBeAg-negative indeterminate-phase chronic HBV infection group with 85 patients. Real-time isothermal RNA amplification was used to measure serum high-sensitivity HBV RNA. The Kruskal-Wallis H test was used for comparison between multiple groups of continuous data, while the Mann-Whitney U test was used for comparison between two groups. The Spearman method was used to investigate the correlation of HBV RNA with HBV DNA and HBsAg. ResultsThe HBeAg-positive chronic HBV infection group showed the highest level of serum HBV RNA [7.5 (7.4 — 7.9) log10 copies/mL], followed by the HBeAg-positive CHB group [7.4 (6.4 — 7.9) log10 copies/mL], the HBeAg-negative CHB group [4.5 (3.0 — 5.7) log10 copies/mL], and the HBeAg-negative chronic HBV infection group [1.0 (1.0 — 2.0) log10 copies/mL]; the HBeAg-positive indeterminate-phase chronic HBV infection group had a serum HBV RNA level of 3.9 (3.7 — 5.7) log10 copies/mL, and the HBeAg-negative indeterminate-phase chronic HBV infection group had a serum HBV RNA level of 2.0 (1.0 — 3.0) log10 copies/mL; there was a significant difference in serum HBV RNA level between the six groups (H=830.770, P<0.001). There was a significant difference in HBV RNA level between the HBeAg-positive chronic HBV infection group and all the other groups except the HBeAg-positive CHB group (all P<0.001). In the 306 patients with HBV infection, HBV RNA was strongly correlated with HBV DNA (r=0.92, P<0.001) and was moderately correlated with HBsAg (r=0.67, P<0.001). The correlation between serum HBV RNA and HBsAg in HBeAg-positive patients (r=0.61, P<0.001) was stronger than that in HBeAg-negative patients (r=0.31, P<0.001). For the patients with HBeAg-positive chronic HBV infection, the male patients with ALT>30 U/L and the female patients with ALT>19 U/L had a significantly lower serum HBV RNA level than the male patients with ALT≤30 U/L and the female patients with ALT≤19 U/L (P<0.001), and there was no significant difference in serum HBV RNA level between the latter group of patients and the HBeAg-positive CHB group (P>0.05). ConclusionIn patients with chronic HBV infection who do not receive antiviral therapy, there is a difference in serum HBV RNA level in different stages of natural history, and serum HBV RNA level has the strongest correlation with HBV DNA and a relatively weak correlation with HBsAg. In patients with HBeAg-positive chronic HBV infection, serum HBV RNA level in male patients with ALT>30 U/L and female patients with ALT>19 U/L are in the transition stage between HBeAg-positive chronic HBV infection and HBeAg-positive CHB.
3.Influence evaluation of pharmaceutical quality control on medication therapy management services by the ECHO model
Kun LIU ; Huanhuan JIANG ; Yushuang LI ; Yan HUANG ; Qianying ZHANG ; Dong CHEN ; Xiulin GU ; Jinhui FENG ; Zijian WANG ; Yunfei CHEN ; Yajuan QI ; Yanlei GE ; Aishuang FU
China Pharmacy 2025;36(9):1123-1128
OBJECTIVE To evaluate the influence of pharmaceutical quality control on the efficiency and outcomes of standardized medication therapy management (MTM) services for patients with coronary heart disease by using Economic, Clinical and Humanistic Outcomes (ECHO) model. METHODS This study collected case data of coronary heart disease patients who received MTM services during January-March 2023 (pre-quality control implementation group, n=96) and June-August 2023 (post-quality control implementation group, n=164). Using propensity score matching analysis, 80 patients were selected from each group. The study subsequently compared the economic, clinical, and humanistic outcome indicators of pharmaceutical services between the two matched groups. RESULTS There were no statistically significant differences in baseline data between the two groups after matching (P>0.05). Compared with pre-quality control implementation group, the daily treatment cost (16.26 yuan vs. 24.40 yuan, P<0.001), cost-effectiveness ratio [23.12 yuan/quality-adjusted life year (QALY) vs. 32.32 yuan/QALY, P<0.001], and the incidence of general adverse drug reactions (2.50% vs. 10.00%, P=0.049) of post-quality control implementation group were decreased significantly; the utility value of the EuroQol Five-Dimensional Questionnaire (0.74± 0.06 vs. 0.71±0.07, P=0.003), the reduction in the number of medication related problems (1.0 vs. 0.5, P<0.001), the medication adherence score ([ 6.32±0.48) points vs. (6.10±0.37) points, P=0.001], and the satisfaction score ([ 92.56±1.52) points vs. (91.95±1.56) points, P=0.013] all showed significant improvements. Neither group experienced serious adverse drug reactions. There was no statistically significant difference in the incidence of new adverse reactions between the two groups (1.25% vs. 3.75%, P=0.310). CONCLUSIONS Pharmaceutical quality control can improve the quality of pharmaceutical care, and the ECHO model can quantitatively evaluate the effect of MTM services, making pharmaceutical care better priced and more adaptable to social needs, thus being worthy of promotion.
4.Effect of heterologous expression of Scenedesmus quadricauda malic enzyme gene SqME on photosynthetic carbon fixation and lipid accumulation in tobacco leaves.
Yizhen LIU ; Mengyuan LI ; Zhanqian LI ; Yushuang GUO ; Jingfang JI ; Wenchao DENG ; Ze YANG ; Yan SUN ; Chunhui ZHANG ; Jin'ai XUE ; Runzhi LI ; Chunli JI
Chinese Journal of Biotechnology 2025;41(7):2829-2842
Microalgae possess high photosynthetic efficiency, robust adaptability, and substantial biomass, serving as excellent biological resources for large-scale cultivation. Malic enzyme (ME), a ubiquitous metabolic enzyme in living organisms, catalyzes the decarboxylation of malate to produce pyruvate, CO2, and NAD(P)H, playing a role in multiple metabolic pathways including energy metabolism, photosynthesis, respiration, and biosynthesis. In this study, we identified the Scenedesmus quadricauda malic enzyme gene (SqME) and its biological functions, aiming to provide excellent target genes for the genetic improvement of higher plants. Based on the RNA-seq data from S. quadricauda under the biofilm cultivation mode with high CO2 and light energy transfer efficiency and small water use, a highly expressed gene (SqME) functionally annotated as ME was cloned. The physicochemical properties of the SqME-encoded protein were systematically analyzed by bioinformatics tools. The subcellular localization of SqME was determined via transient transformation in Nicotiana benthamiana leaves. The biological functions of SqME were identified via genetic transformation in Nicotiana tabacum, and the potential of SqME in the genetic improvement of higher plants was evaluated. The ORF of SqME was 1 770 bp, encoding 590 amino acid residues, and the encoded protein was located in chloroplasts. SqME was a NADP-ME, with the typical structural characteristics of ME. The ME activity in the transgenic N. tabacum plant was 1.8 folds of that in the wild-type control. Heterologous expression of SqME increased the content of chlorophyll a, chlorophyll b, and total chlorophyll by 20.9%, 26.9%, and 25.2%, respectively, compared with the control. The transgenic tobacco leaves showed an increase of 54.0% in the fluorescence parameter NPQ and a decrease of 30.1% in Fo compared with the control. Moreover, the biomass, total lipids, and soluble sugars in the transgenic tobacco leaves enhanced by 20.5%, 25.7%, and 9.5%, respectively. On the contrary, the starch and protein content in the transgenic tobacco leaves decreased by 22.4% and 12.2%, respectively. Collectively, the SqME-encoded protein exhibited a strong enzymatic activity. Heterologous expressing of SqME could significantly enhance photosynthetic protection, photosynthesis, and biomass accumulation in the host. Additionally, SqME can facilitate carbon metabolism remodeling in the host, driving more carbon flux towards lipid synthesis. Therefore, SqME can be applied in the genetic improvement of higher plants for enhancing photosynthetic carbon fixation and lipid accumulation. These findings provide scientific references for mining of functional genes from S. quadricauda and application of these genes in the genetic engineering of higher plants.
Nicotiana/genetics*
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Photosynthesis/physiology*
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Malate Dehydrogenase/biosynthesis*
;
Plant Leaves/genetics*
;
Scenedesmus/enzymology*
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Carbon Cycle/genetics*
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Lipid Metabolism/genetics*
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Plants, Genetically Modified/metabolism*
5.Risk prediction models for pancreatic fistula after pancreaticoduodenectomy:A systematic review and a Meta-analysis
Zaichun PU ; Ping JIA ; Juan LIU ; Yushuang SU ; Li WANG ; Qin ZHANG ; Danyang GUO
Journal of Clinical Hepatology 2024;40(11):2266-2276
Objective To systematically review the risk prediction models for postoperative pancreatic fistula(POPF)after pancreaticoduodenectomy(PD),and to provide a reference for the clinical screening and application of POPF-related risk models.Methods This study was conducted according to the PRISMA guidelines,with a PROSPERO registration number of CRD42023437672.PubMed,Scopus,Embase,Web of Science,the Cochrane Library,CNKI,VIP,Wanfang Data,China Medical Journal Full-text Database,and CBM were searched for studies on establishing risk prediction models for POPF after PD published up to April 26,2024.The PROBAST tool was used to assess the quality of articles,and RevMan 5.4 and MedCalc were used to perform the Meta-analysis.Results A total of 36 studies were included,involving 20 119 in total,and the incidence rate of POPF after PD was 7.4%—47.8%.A total of 55 risk prediction models were established in the 36 articles,with an area under the receiver operating characteristic curve(AUC)of 0.690-0.952,among which 52 models had an AUC of>0.7.The quality assessment of the articles showed high risk of bias and good applicability.MedCalc was used to perform a statistical analysis of AUC values,and the results showed a pooled AUC of 0.833(95%confidence interval:0.808-0.857).The Meta-analysis showed that body mass index,amylase in drainage fluid on the first day after surgery,preoperative serum albumin,pancreatic duct diameter,pancreatic texture,fat score,tumor location,blood loss,sex,time of operation,main pancreatic duct index,and pancreatic CT value were predictive factors for POPF(all P<0.05).Conclusion The risk prediction models for POPF after PD is still in the exploratory stage.There is a lack of calibration methods and internal validation for most prediction models,and only the univariate analysis is used to for the screening of variables,which leads to the high risk of bias.In the future,it is necessary to improve the methods for model establishment,so as to develop risk prediction models with a higher prediction accuracy.
6.Correlation between systemic immune-inflammation index and lower extremity vascular disease in patients with type 2 diabetes mellitus
Ruomei YANG ; Yushuang LIU ; Nan JIANG ; Hexuan ZHANG ; Qing ZHOU ; Liqin YANG ; Qiang LI ; Hua YANG ; Zhigang ZHAO ; Hongbo HE ; Zhiming ZHU ; Zhencheng YAN
Journal of Army Medical University 2024;46(18):2138-2144
Objective To investigate the relationship between systemic immune-inflammation index (SII)and lower extremity vascular disease in patients with type 2 diabetes mellitus (T2DM).Methods A cross-sectional study was conducted on 390 T2DM patients admitted in our department from January 2013 to January 2024.According to the diagnostic criteria for lower extremity vascular disease in T2DM patients,they were divided into a lower extremity vascular disease group (n=158)and a control group (n=232).General data and results of laboratory tests were compared between the 2 groups.Spearman correlation analysis was used to identify the related factors for lower extremity vascular diseases in T2DM patients.The correlation between SII and lower extremity vascular diseases in T2DM patients was analyzed using the Row Mean Scores and Cochran-Armitage Trend analysis.Multivariate logistic regression analysis was applied to identify the risk factors for lower limb vascular lesions in T2DM patients.Receiver operating characteristic (ROC)curve was plotted to evaluate the diagnostic efficacy of SII for lower extremity vascular disease in the patients.Results Compared with T2DMpatients without lower extremity vascular disease,those with lower extremity vascular disease were older,had higher levels of total cholesterol (TC),low-density lipoprotein cholesterol (LDL-C),SII,larger proportion of carotid vascular lesions,and increased proportion of no-taking statins.The lower extremity vascular disease in T2DM patients was positively correlated with SII/100 (r=0.429,P<0.001),age (r=0.517,P<0.001),TC (r=0.161,P=0.001),LDL-C (r=0.117,P=0.021),carotid artery lesions (r=0.101,P=0.047),no-taking statins (r=0.266,P<0.001).Logistic regression analysis showed that SII,age,LDL-C,and no-taking statins were the risk factors for lower extremity vascular lesions in T2DM patients (P<0.01).The area under the curve (AUC)value of SII combined with age,LDL-C,and no-taking statins in predicting lower extremity vascular disease in T2DM patients was 0.896.Conclusion SII is not only a risk factor,but also a simple marker for lower extremity vascular disease in T2DM patients,suggesting that inflammatory response plays an important role in the occurrence and development of lower extremity vascular disease in T2DM.
7.High-intensity interval training alleviates sepsis-induced myocardial injury by regulating NLRP3 inflammasome and M1 macrophage polarization
Mingchen ZHANG ; Tingting LI ; Hui ZHANG ; Minghua CHEN ; Yushuang DUAN ; Xiaowen WANG ; Zhongguang SUN
Immunological Journal 2024;40(4):337-345,352
The aim of this study was to investigate the effects of high-intensity interval training(HIIT)on lipopolysaccharide(LPS)-induced septic myocardial injury in mice and the roles of NLRP3 inflammasome and macrophage M1 polarization in the process.C57BL/6 male mice were randomly divided into 4 groups:control(CON)group,LPS(L)group,HIIT+saline injection(E)group,and HIIT+LPS(EL)group.Six weeks of HIIT intervention was followed by intraperitoneal injection of LPS,and cardiac function indexes were measured by echocardiography 12 hours post the injection.Hematoxylin-eosin(HE)staining was used to evaluate the morphology and pathological characteristics of myocardium for assessing myocardial damage score;enzyme-linked immunosorbent assay(ELISA)was used to test the content of myocardial damage indicators(AST,CK-MB,LDH);RT-PCR was used to detect the relative mRNA levels of NLRP3 inflammasome(NLRP3,Caspase-1),atrial natriuretic peptide(ANP),brain natriuretic peptide(BNP),myeloperoxidase(MPO)and macrophage M1-associated inflammasome factors(IL-1β,TNF-α,IL-6);Western blot was applied to measure the protein expression of inducible nitric oxide synthase(iNOS)and apoptosis-associated speck-like protein containing a caspase recruitment domain(ASC)in cardiac tissues;immunofluorescence staining was used to detect the protein expression of NLRP3 inflammasome,ASC,IL-18 and iNOS.Compared with the CON group,mice in the LPS group showed obvious decrease in body weight,a significant decrease in EF and FS,a significant increase in LVESD and LVEDD,obvious pathological damage in myocardial tissue,a significant increase in myocardial damage fraction,a significant increase in serum myocardial damage indexes,and a significant increase in the expression levels of BNP,MPO,NLRP3 inflammasome,iNOS,IL-1β,IL-6 and TNF-α.HIIT treatment could reverse these changes mentioned above in model mice.In conclusion,6 weeks of HIIT inhibits the activation of LPS-induced NLRP3 inflammasome and suppressed macrophage M1-type polarization,thereby combating septic myocardial injury.
8.Cell therapy for end-stage liver disease: Current state and clinical challenge.
Lin ZHANG ; Yuntian DENG ; Xue BAI ; Xiao WEI ; Yushuang REN ; Shuang CHEN ; Hongxin DENG
Chinese Medical Journal 2024;137(23):2808-2820
Liver disease involves a complex interplay of pathological processes, including inflammation, hepatocyte necrosis, and fibrosis. End-stage liver disease (ESLD), such as liver failure and decompensated cirrhosis, has a high mortality rate, and liver transplantation is the only effective treatment. However, to overcome problems such as the shortage of donor livers and complications related to immunosuppression, there is an urgent need for new treatment strategies that need to be developed for patients with ESLD. For instance, hepatocytes derived from donor livers or stem cells can be engrafted and multiplied in the liver, substituting the host hepatocytes and rebuilding the liver parenchyma. Stem cell therapy, especially mesenchymal stem cell therapy, has been widely proved to restore liver function and alleviate liver injury in patients with severe liver disease, which has contributed to the clinical application of cell therapy. In this review, we discussed the types of cells used to treat ESLD and their therapeutic mechanisms. We also summarized the progress of clinical trials around the world and provided a perspective on cell therapy.
Humans
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Cell- and Tissue-Based Therapy/methods*
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End Stage Liver Disease/therapy*
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Hepatocytes
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Mesenchymal Stem Cell Transplantation
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Stem Cell Transplantation
9.Ultrasound Multimodality Examination Improves the Diagnostic Efficiency of Non-Mass-Like Breast Lesions
Huiyan WANG ; Longying LU ; Heqing ZHANG ; Xue WAN ; Yushuang HE ; Honghao LUO ; Yulan PENG ; Lin MA ; Haina ZHAO
Journal of Sichuan University (Medical Sciences) 2024;55(5):1240-1246
Objective This study is focused on ultrasound multimodality examination,which refers to the combined use of three ultrasound examination modalities,ultrasound(US),acoustic radiation force impulse(ARFI)imaging,and contrast-enhanced ultrasound(CEUS).The purpose of this study is to analyze the value of applying ultrasound multimodality examination in the differential diagnosis of benign and malignant breast non-mass-like lesions(NMLs).Methods Cases of breast NMLs were analyzed retrospectively,and the nature of all the lesions was verified by pathological examination.Based on the gray-scale ultrasound image characteristics,the cases were classified into types Ⅰto Ⅴ,and type Ⅰ and type Ⅱ were further classified into 4 subtypes,Ⅰa,Ⅰ b,Ⅱ a,and Ⅱ b,according to whether there was also calcification,and the proportion of malignant cases in each subtype was statistically analyzed.Logistic regression models of US,US+ARFI,US+CEUS,and US+ARFI+CEUS for the diagnosis of malignant cases were established,ROC curves were drawn,the area under the curve(AUC)was calculated,and comparisons were made accordingly.The detection rate of malignant NMLs without calcification(atypical malignant NMLs)by the combination examination of US,ARFI,and CEUS was analyzed.Results A total of 407 cases were included in the study.All subjects were female,aged 22 to 81 years,with the average age being(47.0±1 1.0)years.There were 220 benign cases and 187 malignant cases.Ranked from the highest to the lowest,the malignancy proportion of the different types wasⅠb>Ⅱb>Ⅲ>V>Ⅰa>Ⅱa>Ⅳ.The malignant proportion of the low echo area with calcification was significantly higher than that of the lesions without calcification.The AUC(95%confidence interval[CI])for diagnosing malignant cases with the logistic regression models of US,US+ARFI,US+CEUS,and US+ARFI+CEUS were 0.895(0.862-0.927),0.908(0.878-0.937),0.921(0.893-0.948),and 0.927(0.902-0.952),respectively.Comparison of the AUC of the 4 regression models showed significant differences(P<0.001).The detection rate of US for NMLs without calcification was 80.7%.When US was used in combination with ARFI and CEUS,86.4%of the malignant NMLs lesions without calcification could be detected if the lesion CEUS score was 4 or 5 points or if shear-wave velocity(SWV)≥4.28 m/s.Conclusion Breast NMLs with calcification show high risks of malignancy,and a pathological examination is always recommended for a conclusive diagnosis.Ultrasound multimodality examination can improve the diagnostic accuracy of breast NML without calcification.
10.Collection of autologous peripheral hematopoietic stem cells in patients with sequential double transplantation of solid tumors and effect analysis
Ying ZHANG ; Yushuang LIU ; Qianxia ZHUANG ; Nanhai WU ; Zhouyang LIU ; Hongyan LIU ; Qi LIU ; Zikuan GUO ; Yuan SUN
Chinese Journal of Blood Transfusion 2022;35(3):269-271
【Objective】 To explore the methods and safety of autologous peripheral hematopoietic stem cells collection in patients with sequential double transplantation of solid tumors and conduct efficacy analysis. 【Methods】 Peripheral blood stem cells were collected from 27 patients with solid tumors after routine mobilization of rhG-CSF and rhGM-CSF.A specific program was made for the patients.The condition and cooperation degree of children were comprehensively evaluated before cell collection, and a femoral venous catheterization was inserted to ensure the cells collected smoothly.A mononuclear cell collection(MNC) program was selected, and machine parameters were set based on the patient's low body weight.The number of mononuclear cell (MNC) and the CD34+ cell was detected by flow cytometry for retrospective analysis. 【Results】 A total of 73 cell collections were performed in 27 patients, and the number of mononuclear cells and CD34+ cells was 12.586(10.22~19.586)×108/kg and 13.575(7.275~23.825)×106/kg, respectively, which can meet the requirement of sequential double transplantation. No intoxication of citrate and other serious adverse reactions occurred, and the follow-up was generally in good condition. 【Conclusion】 The method is effective and safe for pediatric patients, even for pediatric patients with low weight. Sufficient stem cells can be collected for patients with solid tumors by this method to meet the requirement of sequential double transplantation.

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