1. Construction of a column-line graph for predicting the probability of survival in early-stage elderly HER2-positive breast cancer based on the SEER database
Guilan WU ; Jia LIU ; Hong SUN
Chinese Journal of Clinical Pharmacology and Therapeutics 2024;29(3):283-295
AIM: To construct column-line plots to predict survival in elderly patients with early-stage HER2-positive breast cancer using the Surveillance, Epidemiology and End Results (SEER) database. METHODS: 5 220 (based on the era of single-targeted therapy) and 1 176 (based on the era of dual-targeted therapy) patients screened in the SEER database were randomized into a training group and an internal validation group. COX proportional risk regression was used to screen survival-related predictors and build a column-line graphical model, and the accuracy and utility of the model were tested using the consistency index (C-index), calibration curves, and time-dependent ROC curves. Patients receiving chemotherapy and non-chemotherapy were statistically paired using two-group propensity score matching, and subgroup analyses were performed on the screened variables. RESULTS: The single-targeted therapy era line graph was constructed from seven variables: age, marital status, T-stage, N-stage, surgery, chemotherapy, and radiotherapy. The dual-targeted therapy era line graph was constructed from five variables: age, AJCC staging, surgery, chemotherapy, and radiotherapy. The results of the subgroup analysis showed that older HER2-positive breast cancer patients who received chemotherapy had better OS. CONCLUSION: Based on the SEER database, an accurate column-line graph predicting survival in elderly patients with early-stage HER2-positive breast cancer was established and validated. This study suggests that chemotherapy increases survival benefit in elderly patients.
2.Construction and reflection on the selection system for medical consumables in the context of high-qual-ity development of public hospitals
Wenyin LIU ; Guilan LI ; Bing SHI ; Shaojie LI ; Weipo HU
Modern Hospital 2024;24(10):1564-1567
Objective To establish a selection system for medical consumables that identifies high-quality,cost-effective products meeting hospital and operational development needs while ensuring patient satisfaction,thus promoting the scientific and rational use of medical consumables in clinical settings.Methods The current status and challenges of medical consumables se-lection management in healthcare institutions were analyzed.The approach involved clarifying overall requirements,determining management structure and regulations,establishing standardized selection processes,choosing appropriate categories for selec-tion,and setting selection criteria.This system was built upon a medical consumables procurement transaction platform and lever-aged the SPD model to create a scientifically sound and comprehensive selection system for medical consumables.Results The number of similar consumable products was reduced,with an average price reduction of over 14.63%,and clinical department satisfaction reached 90%.Conclusion Constructing a scientifically sound selection system for medical consumables helps to lower patient expenses and hospital costs,improve service quality,and align with the requirements for high-quality development in public hospitals.
3.Phylogenetic and antigenic analysis on hemagglutinin gene of influenza B virus (Victoria) in 2023-2024 surveillance season in Beijing
Guilan LU ; Jiachen ZHAO ; Weixian SHI ; Li ZHANG ; Yimeng LIU ; Zhaomin FENG ; Ying SUN ; Daitao ZHANG ; Xiaomin PENG
Chinese Journal of Experimental and Clinical Virology 2024;38(4):415-421
Objective:To disclose phylogenetic and antigenic characteristics of hemagglutinin (HA) gene of influenza B virus (Victoria) (BV) in the 2023-2024 influenza surveillance season in Beijing, and understand the matching with influenza vaccine component strain.Methods:Pharyngeal swab specimens from influenza like-illness (ILI) in the 2023-2024 influenza surveillance season were collected from surveillance network labs in Beijing and BV strains were isolated through MDCK or chicken embryo culture. After extracting nucleic acid, HA gene was amplified and sequenced. The nucleotide and amino acid sequence identity were conducted and the maximum likelihood method in Mega 5.0 software was used to construct the phylogenetic tree of HA gene. N-glycosylation sites of HA were performed online. Furthermore, three-dimensional structure of HA was available from SWISS-MODEL homologous modeling. Hemagglutination inhibition (HI) tests were performed to analyze antigenic characteristics of HA of BV strains.Results:Fifty-four BV strains were randomly selected to be analyzed further. Compared with the HA gene of this influenza season vaccine strain (B/Austria/1359417/2021), there are three amino acid mutations among all BV strains, two of which are located in two different antigenic determinants. Furthermore, the phylogenetic tree analysis revealed that only one subgroup of 1A.3a.2 was circulating simultaneously. All BV strains are located in Clade 1A.3a.2 subgroup, and in the same subgroup with that of the vaccine component BV strain in 2023-2024. All BV strains have the same glycosylation sites as that of the vaccine component BV strain in 2023-2024. Antigenic analysis showed that all BV strains were antigenically similar with its vaccine strain.Conclusions:In the 2023-2024 influenza surveillance season, the prevalent BV strains in the population in Beijing city are located in Clade 1A. 3a. 2 subgroup. The antigen matching between BV epidemic strains and vaccine BV components is relatively high during this surveillance season.
4.Evaluation of the efficacy and safety of Xiao′er Huangjin Zhike Granules in the treatment of acute bronchitis-caused cough (syndrome of phlegm-heat obstructing the lung) in children
Jun LIU ; Mengqing WANG ; Xiuhong JIN ; Yongxue CHI ; Chunying MA ; Xiaohui LIU ; Yiqun TENG ; Meiyun XIN ; Fei SUN ; Ming LIU ; Ling LU ; Xinping PENG ; Yongxia GUO ; Rong YU ; Quanjing CHEN ; Bin WANG ; Tong SHEN ; Lan LI ; Pingping LIU ; Xiong LI ; Ming LI ; Guilan WANG ; Baoping XU
Chinese Journal of Applied Clinical Pediatrics 2024;39(10):774-779
Objective:To evaluate the efficacy and safety of Xiao′er Huangjin Zhike Granules in the treatment of cough caused by acute bronchitis in children, which is defined in TCM terms as a syndrome of phlegm-heat obstructing the lung.Methods:This was a block-randomized, double-blind, placebo-controlled, multicenter clinical trial.From January 2022 to September 2023, 359 children aged 3 to 7 years old diagnosed as acute bronchitis (lung-obstructing phlegm-heat syndrome) were enrolled from 21 participating hospitals and randomly assigned to the experimental group and placebo group in a 3︰1 ratio, and respectively treated with Xiao′er Huangjin Zhike Granules and its matching placebo.Cough resolution/general resolution rate after 7 days of treatment was used as the primary efficacy outcome for both groups.Results:(1)On the seventh day of treatment, the rate of cough disappearance/basically disappearance in the experimental group and placebo group were 73.95% and 57.61% retrospectively, which had statistically significance ( P=0.001).(2)After 7 days of treatment, the median duration of cough disappearance/basic disappearance were 5 days and 6 days in the two groups , with a statistically significant difference ( P=0.006).The area under the curve of cough symptom severity time was 7.20 ± 3.79 in the experimental group and 8.20±4.42 in the placebo group.The difference between the two groups was statistically significant ( P=0.039).(3) After 7 days of treatment, the difference between TCM syndrome score and baseline was -16.0 (-20.0, -15.0) points in the experimental group and -15.0 (-18.0, -12.0) points in the placebo group, with significant difference between the two groups ( P=0.004).In the experimental group, the clinical control rate, the markedly effective rate, the effective rate and the ineffective rate were 49.04%, 28.35%, 16.48% and 6.13% severally; and in the placebo group, the clinical control rate, the markedly effective rate, the effective rate and the ineffective rate were 38.04%, 26.09%, 29.35%, and 6.52% separately, which had statistically significant ( P=0.014).(4) There was no significant difference in the incidence of adverse events or adverse reactions during the trial between both groups.Moreover, while adverse reactions in the form of vomiting and diarrhea were occasionally reported, no serious drug-related adverse event or adverse reaction was reported.(5)The tested drug provided good treatment compliance, showing no statistically significant difference from the placebo in terms of compliance rate. Conclusions:Based on the above findings, it can be concluded that Xiao′er Huangjin Zhike Granules provides good safety, efficacy, and treatment compliance in the treatment of cough caused by acute bronchitis, and lung-obstructing phlegm-heat syndrome, in children.
5.Analysis and Recommendations on the Current Status of Pharmaceutical Management in County Medical Communities in Hubei Province
Pei XU ; Wei FU ; Guilan JIN ; Juan LI ; Heng ZHAO ; Menghu YUAN ; Dong LIU ; Guanliang PENG
Herald of Medicine 2024;43(12):2061-2064,后插1
Objective This study aims to assess the current status of pharmaceutical management in county medical communities in Hubei province,and provide recommendations for the homogenization,standardization,and regulation of pharmaceutical management in these communities.It also intends to offer decision-making support for health administrative departments,and provide reference experiences for management in other regions.Methods The current status of pharmaceutical management in county medical communities in Hubei province was conducted through a questionnaire survey and field research.Existing problems were analyzed,key management areas were identified,and reasonable recommendations were proposed.Results Pharmaceutical management in county medical communities has significant shortcomings in organizational structure,system construction,personnel allocation,key link control,and the leading unit's outreach capabilities.These deficiencies are not aligned with the high-quality development of pharmacy in the new era.Conclusions It is recommended that county medical communities should establish a comprehensive pharmaceutical management quality control system.This can be achieved by improving organizational management,strengthening talent development,enhancing core systems,setting monitoring indicators,and increasing outreach capabilities.Additionally,evaluation standards for the quality control system of pharmaceutical management should be established to enhance management capabilities through scientific assessment and positive feedback.
6.The relationship between positive asthma prediction index and polymorphisms of IL-13, IL-4, ADRB2, and FcER1B genes in asthmatic children
Zhaohui HE ; Xiaoqian CHEN ; Baoying HUANG ; Mingwei LIU ; Guilan WANG
Journal of Chinese Physician 2024;26(6):886-889
Objective:To investigate the relationship between positive asthma prediction index (API) and single nucleotide polymorphisms (SNPs) of interleukin (IL-13), IL-4, β 2 adrenergic receptor (ADRB2), and type I Fc ε receptor β (FcER1B) genes in asthmatic children.Methods:A prospective study was conducted on 102 asthmatic children under 5 years old admitted to Zhongshan Boai Hospital and Foshan First People′s Hospital (51 cases were API positive and 51 cases were API negative) from January 2020 to August 2023. Oral and buccal mucosal exfoliated cells were collected from the children, and genomic DNA was extracted using magnetic bead method. Four gene loci (IL-13 rs20541, IL-4 rs2243250, ADRB2 rs1042713, FcER1B rs569108) were genotyped using a matrix assisted laser desorption ionization time-of-flight mass spectrometer. Logistic regression analysis was used to evaluate the correlation between SNP typing at these four gene loci and API positivity in asthmatic children.Results:There was a statistically significant difference in the SNP typing and allele distribution frequency of IL-13 rs20541, IL-4 rs2243250, ADRB2 rs1042713, FcER1B rs569108 between the API positive and API negative groups of wheezing children (all P<0.05). Among API positive children, the proportion of IL-13 rs20541 site was higher in GG type, the proportion of IL-4 rs2243250 site was higher in TT type, the proportion of ADRB2 rs1042713 site was higher in AG type, and the proportion of FcER1B rs569108 site was higher in AA type; The results of logistic regression analysis showed that IL-13 rs20541 GG type, IL-4 rs2243250 TT type, FcER1B rs569108 AA type were associated with the risk of API positivity in asthmatic children (all P<0.05). Conclusions:IL-13, IL-4, and FcER1B genes are risk genes for the development of API positive wheezing in children under 5 years old. SNP typing of these genes can be used to evaluate the risk of API positivity in clinical practice.
7.Combining 18F-PSMA PET/CT and biparametric MRI predicts pathological upgrading after radical prostatectomy for prostate cancer
Wen LIU ; Miao WANG ; Guilan HU ; Jiangyu MA ; Chunmei LI ; Wei ZHANG ; Hui ZHU ; Min CHEN ; Li HUO ; Ming LIU
Chinese Journal of Urology 2024;45(3):180-186
Objective:To investigate the application value of the maximum standardized uptake value (SUVmax) of 18F prostate-specific membrane antigen (PSMA) PET/CT combined with the minimum apparent diffusion coefficient (ADCmin) of biparametric magnetic resonance imaging (bpMRI) in predicting pathological upgrading after radical prostatectomy (RP) for prostate cancer. Methods:The data of 89 patients with localized prostate cancer treated at Beijing Hospital from April 2019 to October 2023 were retrospectively analysed. The average age of patients was (68.4±7.0) years old, with prostate-specific antigen (PSA) level of 7.7 (5.4, 12.9) ng/ml, prostate volume of 34.6 (26.9, 47.1) ml, tumor diameter of 1.3 (1.0, 1.8) cm, prostate imaging reporting and data system(PI-RADS) score of 5 in 29 cases (32.6%), clinical stage ≥T 3 in 13 cases (14.6%). There were 31 cases (34.8%) in group 1 of targeted biopsy International Society of Urological Pathology (ISUP)grading groups, 36 cases (40.4%) in group 2, 11 cases (12.4%) in group 3, and 11 cases (12.4%) in group 4. All patients underwent 18F-PSMA PET/CT and bpMRI examinations before RP. The index lesion, identified as the highest Gleason score in pathological whole-mount sections, were outlined. SUVmax and ADCmin values were calculated from the images' region of interest. Pathological upgrading was defined as the post-RP grade group higher than the targeted-biopsy grade group. Clinical data of patients with and without pathological upgrading were compared. Spearman correlation coefficient analysis was used to assess the correlation between SUVmax and ADCmin. Multivariate logistic regression analysis was conducted to evaluate the factors influencing pathological upgrading. Receiver operating characteristic (ROC) curve analysis was employed to assess the predictive value of each indicator for pathological upgrading. Results:Among the 89 cases, 31 cases (34.8%) experienced pathological upgrading. Compared with the patients without pathological upgrading, the SUVmax [11.3 (8.1, 16.4) vs. 6.7 (4.6, 9.2)], SUVmax/ADCmin ratio [3.1 (2.0, 4.6) vs. 1.4 (0.9, 2.1)], PSA [9.8 (6.3, 15.6) ng/ml vs. 7.1 (5.1, 10.5) ng/ml], PSA density [0.3 (0.2, 0.5) ng/ml 2 vs. 0.2 (0.1, 0.3) ng/ml 2], and post-RP ISUP grade group [≥3 group 17 cases (54.8%) vs. 13 cases(22.4%) ]were higher in patients with pathological upgrading, while ADCmin [3.8 (3.0, 5.3) ×10 -4 mm 2/s vs. 5.2 (3.6, 6.1)×10 -4 mm 2/s] and targeted biopsy ISUP grade group [≤2 group 27 cases(87.1%) vs. 40 cases(69.0%) ] were lower (all P<0.05). Spearman analysis showed a negative correlation between SUVmax and ADCmin ( R = -0.227, P = 0.032). Multivariate logistic regression analysis revealed that SUVmax ( OR = 1.108, 95% CI 1.020-1.238), ADCmin ( OR=0.607, 95% CI 0.390-0.874), and SUVmax/ADCmin ratio ( OR = 1.815, 95% CI 1.282-2.949) independently predicted pathological upgrading. The AUC of the SUVmax/ADCmin ratio for predicting pathological upgrading (AUC = 0.817) was higher than that of SUVmax (AUC = 0.774) and ADCmin (AUC=0.686), indicating a higher predictive efficiency. Conclusions:SUVmax, ADCmin, and SUVmax/ADCmin ratio can independently predict pathological upgrading in targeted biopsy of prostate cancer. The SUVmax/ADCmin ratio has a stronger predictive value for pathological upgrading.
8.Efficacy and safety of Omalizumab for the treatment of pediatric allergic asthma: a retrospective multicenter real-world study in China
Li XIANG ; Baoping XU ; Huijie HUANG ; Mian WEI ; Dehui CHEN ; Yingying ZHAI ; Yingju ZHANG ; Dan LIANG ; Chunhui HE ; Wei HOU ; Yang ZHANG ; Zhimin CHEN ; Jingling LIU ; Changshan LIU ; Xueyan WANG ; Shan HUA ; Ning ZHANG ; Ming LI ; Quan ZHANG ; Leping YE ; Wei DING ; Wei ZHOU ; Ling LIU ; Ling WANG ; Yingyu QUAN ; Yanping CHEN ; Yanni MENG ; Qiusheng GE ; Qi ZHANG ; Jie CHEN ; Guilan WANG ; Dongming HUANG ; Yong YIN ; Mingyu TANG ; Kunling SHEN
Chinese Journal of Applied Clinical Pediatrics 2023;38(1):64-71
Objective:To assess the clinical effectiveness and safety of Omalizumab for treating pediatric allergic asthma in real world in China.Methods:The clinical data of children aged 6 to 11 years with allergic asthma who received Omalizumab treatment in 17 hospitals in China between July 6, 2018 and September 30, 2020 were retrospectively analyzed.Such information as the demographic characteristics, allergic history, family history, total immunoglobulin E (IgE) levels, specific IgE levels, skin prick test, exhaled nitric oxide (FeNO) levels, eosinophil (EOS) counts, and comorbidities at baseline were collected.Descriptive analysis of the Omalizumab treatment mode was made, and the difference in the first dose, injection frequency and course of treatment between the Omalizumab treatment mode and the mode recommended in the instruction was investigated.Global Evaluation of Treatment Effectiveness (GETE) analysis was made after Omalizumab treatment.The moderate-to-severe asthma exacerbation rate, inhaled corticosteroid (ICS) dose, lung functions were compared before and after Omalizumab treatment.Changes in the Childhood Asthma Control Test (C-ACT) and Pediatric Asthma Quality of Life Questionnaire (PAQLQ) results from baseline to 4, 8, 12, 16, 24, and 52 weeks after Omalizumab treatment were studied.The commodity improvement was assessed.The adverse event (AE) and serious adverse event (SAE) were analyzed for the evaluation of Omalizumab treatment safety.The difference in the annual rate of moderate-to-severe asthma exacerbation and ICS reduction was investigated by using t test.The significance level was set to 0.05.Other parameters were all subject to descriptive analysis.A total of 200 allergic asthma patients were enrolled, including 75.5% ( n=151) males and 24.5% ( n=49) females.The patients aged (8.20±1.81) years. Results:The median total IgE level of the 200 patients was 513.5 (24.4-11 600.0) IU/mL.Their median treatment time with Omalizumab was 112 (1-666) days.Their first dose of Omalizumab was 300 (150-600) mg.Of the 200 cases, 114 cases (57.0%) followed the first Omalizumab dosage recommended in the instruction.After 4-6 months of Omalizumab treatment, 88.5% of the patients enrolled ( n=117) responded to Omalizumab.After 4 weeks of treatment with Omalizumab, asthma was well-controlled, with an increased C-ACT score [from (22.70±3.70) points to (18.90±3.74) points at baseline]. Four-six months after Omalizumab administration, the annual rate of moderate-to-severe asthma exacerbation had a reduction of (2.00±5.68) per patient year( t=4.702 5, P<0.001), the median ICS daily dose was lowered [0 (0-240) μg vs. 160 (50-4 000) μg at baseline] ( P<0.001), the PAQLQ score was improved [(154.90±8.57) points vs. (122.80±27.15) points at baseline], and the forced expiratory volume in one second % predicted (FEV 1%pred) was increased [(92.80±10.50)% vs. (89.70±18.17)% at baseline]. In patients with available evaluations for comorbidities, including allergic rhinitis, atopic dermatitis or eczema, urticaria, allergic conjunctivitis and sinusitis, 92.8%-100.0% showed improved symptoms.A total of 124 AE were reported in 58 (29.0%) of the 200 patients, and the annual incidence was 0(0-15.1) per patient year.In 53 patients who suffered AE, 44 patients (83.0%) and 9 patients (17.0%) reported mild and moderate AE, respectively.No severe AE were observed in patients.The annual incidence of SAE was 0(0-1.9) per patient year.Most common drug-related AE were abdominal pain (2 patients, 1.0%) and fever (2 patients, 1.0%). No patient withdrew Omalizumab due to AE. Conclusions:Omalizumab shows good effectiveness and safety for the treatment of asthma in children.It can reduce the moderate-to-severe asthma exacerbation rate, reduce the ICS dose, improve asthma control levels, and improve lung functions and quality of life of patients.
9.Function and regulatory mechanism of androgen receptor variant 7 in castration resistant prostate cancer
Yanchun QU ; Jianing GUO ; Guilan LIU ; Ranlu LIU
Chinese Journal of Urology 2023;44(6):476-480
Androgen receptor (AR) plays a key regulatory role in the development of castration resistant prostate cancer (CRPC), and the level of constitutive active variants represented by androgen receptor variant 7 (AR-V7) is increasing during the progress of CRPC, which can be used as a molecular marker of disease progress and prognosis of patients with CRPC. It is an important target to overcome castration resistance and improve the quality of life and survival of patients. In this paper, the function of AR-V7 and its molecular regulation mechanism in CRPC are reviewed. The research shows that the generation of AR-V7 is related to the structural rearrangement of AR gene, gene amplification and the selective splicing of AR gene transcripts, and it is affected by the coordinated regulation of multiple signal pathway molecules such as TGF-β; AR-V7 changes the transport and nuclear localization mechanism of AR protein, and further affects the transcriptional expression of downstream target genes. AR-V7 antagonizes AR activity and blocks the differentiation process driven by AR and androgen, and inhibits the expression of tumor suppressor genes to stimulate the proliferation of tumor cells, thus promoting the progress of Pca. Related targeting studies have revealed AR-V7 targets and CRPC treatment strategies. Currently, they mainly focus on AR-V7 protein degradation, mRNA expression inhibition and N-terminal domain targeting intervention. With the development of in-depth research, the molecular mechanism of AR-V7 in the progress of Pca will be gradually clarified, which will certainly play a greater role in the prevention and treatment of CRPC.
10.Analysis of risk factors for intradialytic hypotension in elderly maintenance hemodialysis patients
Hunan CAO ; Yuxiu LIU ; Rui FAN ; Ling KONG ; Fang WANG ; Guilan LYU
Chinese Journal of Nephrology 2023;39(2):101-111
Objective:To analyze the risk factors for the occurrence of intradialytic hypotension (IDH) in elderly maintenance hemodialysis (MHD) patients based on longitudinal multidimensional data.Methods:This was a single-center, retrospective observational study. Data of MHD patients were retrospectively analyzed from April 3, 2017 to December 31, 2021 in the blood purification center of National Clinical Research Center for Kidney Diseases, General Hospital of Eastern Theater Command. IDH defined by the Kidney Disease Outcomes Quality Initiative was used as outcome indicator. Generalized estimating equations were used for univariate and multivariate regression analysis. The importance of each factor on the occurrence of IDH was evaluated by chi-square statistic minus degrees of freedom, and sensitivity analysis was performed by 5-fold interpolation of missing data.Results:A total of 156 elderly patients were enrolled, 91(58.3%) of whom were male, and 2 681 dialysis data recordings were included. The incidence of IDH from 2017 to 2021 fluctuated from 8.3% to 13.2%, with an average incidence of 11.0% by 2021. The results of multivariate regression showed pre-dialysis systolic pressure of 140-159 mmHg (1 mmHg=0.133 kPa, 90-139 mmHg as reference: OR=0.482, 95% CI 0.273-0.851, P=0.012), pre-dialysis diastolic pressure ≥ 90 mmHg (60-89 mmHg as reference, 90-99 mmHg: OR=4.081, 95% CI 2.132-7.809, P < 0.001; ≥ 100 mmHg: OR=8.547, 95% CI 3.233-22.597, P < 0.001), albumin (34-48 as reference, < 34 g/L: OR=2.677, 95% CI 1.592-4.502, P < 0.001; > 48 g/L: OR=2.692, 95% CI 1.102-6.577, P=0.030), C-reactive protein ≥ 8 mg/L (< 8 mg/L as reference: OR=1.787, 95% CI 1.216-2.628, P=0.003), hemodiafiltration as the dialysis mode (hemodialysis as the reference: OR=2.256, 95% CI 1.395-3.648, P=0.001), actual ultrafiltration volume/dry body mass (per 1% increase, OR=1.539, 95% CI 1.139-2.080, P=0.005), and ultrafiltration rate (per 100 ml/h increase, OR=1.641, 95% CI 1.389-1.939, P < 0.001) were independently associated with the occurrence of IDH. Contribution analysis showed that the top three factors related to IDH were ultrafiltration rate ( χ 2- df=32.798), pre-dialysis diastolic pressure ( χ 2- df=20.757) and albumin ( χ 2- df=19.971). The sensitivity analysis showed that the regression results were robust. Conclusions:The risk factors of IDH in elderly MHD patients are increasing ultrafiltration rate, higher pre-dialysis diastolic pressure(≥ 90 mmHg), lower albumin (< 34 g/L), HDF, higher c-reactive protein(≥ 8 mg/L) and increasing actual ultrafiltration volume/dry body mass. Higher pre-dialysis systolic pressure (140-159 mmHg) is a protective factor.

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