1.Construction and analysis of machine learning models for preoperative prediction of glioma grading and isocitrate dehydrogenase mutation status
Yuting WANG ; Junle ZHU ; Shuang QIN ; Saifei SUN ; Xin ZHANG ; Qi LÜ
Chinese Journal of Clinical Medicine 2026;33(1):3-15
Objective To construct machine learning models based on preoperative inflammatory and radiological features for the prediction of glioma grading and isocitrate dehydrogenase (IDH) mutation status, and to analyze application values of these models and identify the optimal predictive models. Methods A retrospective analysis was conducted on the data of pathologically confirmed glioma patients admitted to Tongji Hospital Affiliated to Tongji University from March 2019 to March 2023. LASSO regression was used to screen feature variables, and predictive models were constructed based on logistic regression (LR), random forest (RF), support vector machine (SVM), gradient boosting decision tree (XGBoost) and K-nearest neighbor (KNN) algorithms. The model performance was comprehensively evaluated using metrics including discrimination ability, area under the precision-recall curve (AUC), accuracy, F1 score and Brier score. The DeLong test was adopted to compare the AUC values among different models; Friedman rank-sum test was used to determine the overall performance differences of the models, with the Nemenyi test applied for multiple comparison correction. Results In the task of glioma grading prediction, the LR model achieved the highest comprehensive score (0.726), and no significant difference was observed between the LR model and the other four models; age was positively correlated with glioma grading (P=0.003). In the task of IDH mutation status prediction, the XGBoost model obtained the highest comprehensive score (0.832), which was superior to the LR (0.762, P=0.035) and KNN models (0.754, P=0.025), while no statistical differences were found between the XGBoost model and the RF or SVM models. Conclusions The LR model for glioma grading prediction and XGBoost model for IDH mutation prediction constructed based on a task-oriented strategy achieve a favorable interpretability while ensuring optimized performance, thereby providing reliable decision support for the individualized diagnosis and treatment of glioma.
2.Interleukin-37 suppresses the cytotoxicity of CD8+ T cells in the peripheral blood and tumor microenvironments in breast cancer patients
ZHENG Pengfei ; DONG Liangpeng ; GAO Yanxin ; ZHANG Yifu ; QIN Shuang
Chinese Journal of Cancer Biotherapy 2025;31(8):839-846
[摘 要] 目的:观察白细胞介素-37(IL-37)在乳腺癌患者的表达变化对CD8+ T细胞活性的影响。方法:纳入2020年7月至2022年9月在新乡医学院第一附属医院就诊的46例乳腺癌患者、24例乳腺良性肿瘤患者、20例对照者。采集外周血,分离血浆和外周血单个核细胞(PBMC),收集接受手术治疗的乳腺癌患者肿瘤组织和癌旁组织,分离组织中肿瘤浸润淋巴细胞(TIL),纯化CD8+ T细胞。ELISA法检测IL-37、可溶型单免疫球蛋白IL-1受体相关蛋白(SIGIRR)表达,实时定量PCR法检测组织中IL-37 mRNA,流式细胞术检测CD8+ T细胞中IL-18受体α链(IL-18Rα)和SIGIRR表达。外源性IL-37刺激纯化的CD8+ T细胞,与乳腺癌细胞系MCF-7共培养,通过测定乳酸脱氢酶水平计算靶细胞死亡比例,ELISA法检测上清中穿孔素、颗粒酶B、干扰素-γ(IFN-γ)、肿瘤坏死因子-α(TNF-α)水平。结果:乳腺癌患者血浆IL-37水平高于乳腺良性肿瘤患者[(554.17 ± 96.63)pg/mL vs (499.52 ± 78.66)pg/mL,P = 0.020]和对照者[(483.97 ± 47.23)pg/mL,P = 0.003]。乳腺癌患者肿瘤组织中IL-37 mRNA相对表达量高于癌旁组织[(1.88 ± 0.21) vs (1.00 ± 0.53)pg/mL,P < 0.001]。外周血IL-18Rα+ CD8+细胞比例、SIGIRR+ CD8+细胞比例、血浆可溶型SIGIRR水平在乳腺癌患者、乳腺良性肿瘤患者、对照者之间的差异无统计学意义(均P > 0.05)。CD8+ TIL表达IL-18Rα和SIGIRR的比例在肿瘤组织和癌旁组织之间的差异无统计学意义(P > 0.05)。重组人IL-37刺激后,CD8+ T细胞诱导靶细胞死亡比例、上清中IFN-γ和TNF-α水平在直接接触和间接接触共培养系统中均低于无刺激(均P < 0.05)。在直接接触共培养系统中,IL-37刺激后上清中穿孔素和颗粒酶B水平均低于无刺激(均P < 0.001),但在间接接触共培养系统中,上清中穿孔素和颗粒酶B水平在无刺激和IL-37刺激之间的差异无统计学意义(均P > 0.05)。结论:乳腺癌患者中IL-37水平升高可能参与诱导外周血和肿瘤微环境中CD8+ T细胞功能衰竭。
3.Preemptive immunotherapy for KMT2A rearranged acute leukemias post-allogeneic stem cell transplantation.
Jing LIU ; Shuang FAN ; Xiaohui ZHANG ; Lanping XU ; Yu WANG ; Yifei CHENG ; Chenhua YAN ; Yuhong CHEN ; Yuanyuan ZHANG ; Meng LV ; Yazhen QIN ; Xiaosu ZHAO ; Xiaojun HUANG ; Xiaodong MO
Chinese Medical Journal 2025;138(22):3034-3036
4.Transcriptome analysis and catechin synthesis genes in different organs of Spatholobus suberectus.
Wei-Qi QIN ; Quan LIN ; Ying LIANG ; Fan WEI ; Gui-Li WEI ; Qi GAO ; Shuang-Shuang QIN
China Journal of Chinese Materia Medica 2025;50(12):3297-3306
To study the differences in transcript levels among different organs of Spatholobus suberectus and to explore the genes encoding enzymes related to the catechin biosynthesis pathway, this study utilized the genome and full-length transcriptome data of S. suberectus as references. Transcriptome sequencing and bioinformatics analysis were performed on five different organs of S. suberectus-roots, stems, leaves, flowers, and fruits-using the Illumina NovaSeq 6000 platform. A total of 115.28 Gb of clean data were obtained, with GC content values ranging from 45.19% to 47.54%, Q20 bases at 94.17% and above, and an overall comparison rate with the reference genome around 90%. In comparisons between the stem and root, stem and leaf, stem and flower, and stem and fruit, 10 666, 9 674, 9 320, and 5 896 differentially expressed genes(DEGs) were identified, respectively. The lowest number of DEGs was found in the stem and root comparison group. KEGG enrichment analysis revealed that the DEGs were mainly concentrated in the pathways of phytohormone signaling, phenylalanine biosynthesis, etc. A total of 39 genes were annotated in the catechin biosynthesis pathway, with at least one highly expressed gene found in all organs. Among these, PAL1, PAL2, C4H1, C4H3, 4CL1, 4CL2, and DFR2 showed high expression in the stems, suggesting that they may play important roles in the biosynthesis of flavonoids in S. suberectus. This study aims to provide important information for the in-depth exploration of the regulation of catechin biosynthesis in S. suberectus through transcriptome analysis of its different organs and to provide a reference for the further realization of S. suberectus varietal improvement and molecular breeding.
Catechin/biosynthesis*
;
Gene Expression Profiling
;
Gene Expression Regulation, Plant
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Plant Proteins/metabolism*
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Fabaceae/metabolism*
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Transcriptome
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Flowers/metabolism*
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Plant Stems/metabolism*
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Plant Leaves/metabolism*
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Plant Roots/metabolism*
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Fruit/metabolism*
5.Short-term effects of ambient ozone on pediatric pneumonia hospital admissions: a multi-city case-crossover study in China.
Huan WANG ; Huan-Ling ZENG ; Guo-Xing LI ; Shuang ZHOU ; Jin-Lang LYU ; Qin LI ; Guo-Shuang FENG ; Hai-Jun WANG
Environmental Health and Preventive Medicine 2025;30():75-75
BACKGROUND:
Children's respiratory health demonstrates particular sensitivity to air pollution. Existing evidence investigating the association between short-term ozone (O3) exposure and childhood pneumonia remains insufficient and inconsistent, especially in low- and middle-income countries (LMICs).
METHOD:
To provide more reliable and persuasive evidence, we implemented a multi-city, time-stratified case-crossover design with a large sample size, using data from seven representative children's hospitals across major geographical regions in China. To avoid the impact of the COVID-19 pandemic, individual-level medical records of inpatient children under 6 years of age diagnosed with pneumonia during 2016-2019 were collected. Conditional logistic regression models were fitted for each city, and city-specific estimates were pooled through a meta-analysis using a random-effects model.
RESULTS:
In total, the study included 137,470 pediatric pneumonia hospital admissions. The highest pooled estimate for O3 occurred at lag0-1, with a 10 µg/m3 increase in O3 associated with a 1.57% (95% CI: 0.67%-2.48%) higher risk of pediatric pneumonia hospital admissions. Stratified analyses indicated that the effects of O3 were robust across different sexes, age groups, and admission seasons. We also observed a statistically significant increase in risk associated with O3 concentrations exceeding the World Health Organization Air Quality Guidelines (WHO-AQGs).
CONCLUSIONS
This study revealed a significant positive association between O3 and pediatric pneumonia hospital admissions. Our findings substantially strengthen the evidence base for the adverse health impacts of O3, underscoring the importance of O3 pollution control and management in reducing the public health burden of pediatric pneumonia.
Humans
;
Ozone/analysis*
;
China/epidemiology*
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Pneumonia/chemically induced*
;
Child, Preschool
;
Male
;
Female
;
Infant
;
Cross-Over Studies
;
Air Pollutants/analysis*
;
Hospitalization/statistics & numerical data*
;
Child
;
Cities/epidemiology*
;
Air Pollution/adverse effects*
;
Infant, Newborn
;
Environmental Exposure/adverse effects*
6.Exploration on Mechanism of Yanghe Decoction in the Treatment of Granulomatous Lobular Mastitis Based on Network Pharmacology and Experimental Validation
Haoyu LI ; Minmin YU ; Mengdi ZHANG ; Yingnan REN ; Shuang LIANG ; Yujing QIN ; Jingwei LI
Chinese Journal of Information on Traditional Chinese Medicine 2025;32(3):34-41
Objective To explore the potential targets and pathways of Yanghe Decoction for the treatment of granulomatous lobular mastitis(GLM)using network pharmacology and molecular docking;To experimentally validate its mechanism.Methods Active components and targets of Yanghe Decoction were screened through TCMSP and TCM-ID.GLM targets were retrieved from GeneCards and OMIM databases,the intersection of drug targets and disease targets was taken,and a protein interaction network was constructed.GO and KEGG pathway enrichment analysis was performed.Molecular docking of main components and key targets was conducted.Totally 60 SD rats were randomly divided into blank group,model group,prednisolone group(0.005 g/kg),and Yanghe Decoction low-,medium-and high-dosage groups(2.5,5.0,10.0 g/kg).Except for the blank group,GLM models were constructed for all other groups,and corresponding drug interventions were given to each treatment group for 14 consecutive days.The body mass and breast mass size of rats were recorded,breast ultrasound images were collected,and the inflammatory index score was scored.The pathological morphology of rat breast tissue was observed through HE staining.ELISA was used to detect the contents of IL-1β,IL-6 and TNF-α in serum.Western blot was used to detect the protein expressions of IL-1β,IL-6,TNF-α,IκBα,TLR4 and p65 in breast tissue.Results Yanghe Decoction was screened for 140 active components,363 targets,and 32 intersecting targets with GLM,mainly involving NF-κB,PI3K-Akt signaling pathway,etc.Molecular docking showed that the main components had good binding activities with key targets.Compared with the blank group,rats in the model group showed obvious redness and swelling of the breasts with a large range of lumps and a significant increase in mammary inflammation index score(P<0.01),and ultrasound could detect a large range of patchy hypoechoic areas,and pathological changes showed a variety of inflammatory cell infiltration in the mammary lobules and the formation of tiny abscesses,and the serum contents of IL-1β,IL-6 and TNF-α in the model group significantly increased(P<0.01),the protein expressions of IL-1β,IL-6,TNF-α,TLR4 and p65 in breast tissue significantly increased(P<0.01),and the protein expression of IκBα significantly decreased(P<0.05).Compared with the model group,the erythema of the breasts of the rats in each treatment group was improved,and the extent of the lumps was reduced,and the reduction in the size of the lumps in the prednisolone group and the Yanghe Decoction high-dosage group was obvious(P<0.05).The inflammatory index score of prednisolone group and Yanghe Decoction groups decreased to different degrees(P<0.01),ultrasound showed a smaller range of hypoechoic area,pathology showed a reduction in the infiltration of inflammatory cells,and a reduction in the formation of granulomas and abscesses,and the prednisolone group and Yanghe Decoction groups significantly down-regulated the contents of IL-1β and TNF-α in serum(P<0.01),and the prednisolone group and Yanghe Decoction middle-and high-dosage groups significantly down-regulated the content of IL-6 in serum(P<0.05,P<0.01),the expression of TLR4 protein in breast tissue was significantly decreased in Yanghe Decoction high-dosage group(P<0.05),the expressions of IL-1β,IL-6,TNF-α and p65 proteins in prednisolone group and Yanghe Decoction groups were significantly decreased(P<0.05,P<0.01),and the expression of the protein of IκBα significantly increased(P<0.01).Conclusion Yanghe Decoction can reduce the inflammatory response in GLM rats,and its mechanism may be related to the inhibition of TLR4/NF-κB signalling pathway.
7.Association between genotype and phenotype in children with Phenylalanine hydroxylase deficiency in Lianyungang area
Shuang LIU ; Qin ZHENG ; Dandan CUI ; Wei WANG ; Leilei WANG ; Guanghua LUO
Chinese Journal of Medical Genetics 2025;42(6):648-659
Objective:To explore the spectrum of genetic variants and phenotypes of Phenylalanine hydroxylase deficiency (PAHD) in Lianyungang area and the correlation between genotype and phenotypes among the patients.Methods:Eighty children with Hyperphenylalaninemia (HPA) diagnosed at the Lianyungang Branch of Jiangsu Provincial Newborn Screening Center between January 2015 and December 2022 were enrolled. Peripheral blood samples were collected for genetic analysis using next generation sequencing (NGS), Sanger sequencing, and multiplex ligation-dependent probe amplification (MLPA) to identify the variants of PAH gene. Clinical and phenotypic data were concurrently analyzed to investigate the correlation between the types of PAH gene variant and phenotypes. This study was approved by the Medical Ethics Committee of Lianyungang Maternal and Child Health Care Hospital (Ethics No.: XM2022041). Results:① PAH variants were identified in 93.75% (75/80) of the children, classified as PAHD cases, while 6.25% (5/80) harbored PTS variants. ② Of the 150 PAH alleles from 75 PAHD children, a total of 152 variants (55 distinct types) were detected, with a detection rate of 100%. 80.26% (122/152) were located in exons, with the main types of variants were missense variants (67.11%, 102/152). 53.29% (81/152) of coding sequence variants occurred in the PAH gene catalytic center region of PAH protein, while 19.74% (30/152) of variants involved non-coding sequences. ③The phenotypes of the 75 PAHD children were evenly distributed. The rescreening Phe concentrations and Phe/Tyr ratios of classic-phenylketonuria (CPKU) and mild-phenylketonuria (MPKU) patients were markedly higher than initial screening values ( P<0.001, P<0.001; P=0.004, P=0.016). The genotypes of the PAHD patients mostly occurred as compound heterozygotes, and different mutation positions and variant types significantly affect the phenotype ( P=0.042, P=0.045). ④APV/GPV genotype-phenotype analysis of 61 patients showed high consistency between predicted and actual phenotypes ( κ=0.755, P<0.001). Conclusion:PAH variants were detected in the most of HPA children in Lianyungang area. The location and type of PAH variants were related to the severity of the phenotype, and the non-coding sequence variants and non-missense variants may aggravate the phenotype, and the APV/GPV model predicted the phenotype was highly consistent with the actual phenotype.
8.Guideline for Adult Weight Management in China
Weiqing WANG ; Qin WAN ; Jianhua MA ; Guang WANG ; Yufan WANG ; Guixia WANG ; Yongquan SHI ; Tingjun YE ; Xiaoguang SHI ; Jian KUANG ; Bo FENG ; Xiuyan FENG ; Guang NING ; Yiming MU ; Hongyu KUANG ; Xiaoping XING ; Chunli PIAO ; Xingbo CHENG ; Zhifeng CHENG ; Yufang BI ; Yan BI ; Wenshan LYU ; Dalong ZHU ; Cuiyan ZHU ; Wei ZHU ; Fei HUA ; Fei XIANG ; Shuang YAN ; Zilin SUN ; Yadong SUN ; Liqin SUN ; Luying SUN ; Li YAN ; Yanbing LI ; Hong LI ; Shu LI ; Ling LI ; Yiming LI ; Chenzhong LI ; Hua YANG ; Jinkui YANG ; Ling YANG ; Ying YANG ; Tao YANG ; Xiao YANG ; Xinhua XIAO ; Dan WU ; Jinsong KUANG ; Lanjie HE ; Wei GU ; Jie SHEN ; Yongfeng SONG ; Qiao ZHANG ; Hong ZHANG ; Yuwei ZHANG ; Junqing ZHANG ; Xianfeng ZHANG ; Miao ZHANG ; Yifei ZHANG ; Yingli LU ; Hong CHEN ; Li CHEN ; Bing CHEN ; Shihong CHEN ; Guiyan CHEN ; Haibing CHEN ; Lei CHEN ; Yanyan CHEN ; Genben CHEN ; Yikun ZHOU ; Xianghai ZHOU ; Qiang ZHOU ; Jiaqiang ZHOU ; Hongting ZHENG ; Zhongyan SHAN ; Jiajun ZHAO ; Dong ZHAO ; Ji HU ; Jiang HU ; Xinguo HOU ; Bimin SHI ; Tianpei HONG ; Mingxia YUAN ; Weibo XIA ; Xuejiang GU ; Yong XU ; Shuguang PANG ; Tianshu GAO ; Zuhua GAO ; Xiaohui GUO ; Hongyi CAO ; Mingfeng CAO ; Xiaopei CAO ; Jing MA ; Bin LU ; Zhen LIANG ; Jun LIANG ; Min LONG ; Yongde PENG ; Jin LU ; Hongyun LU ; Yan LU ; Chunping ZENG ; Binhong WEN ; Xueyong LOU ; Qingbo GUAN ; Lin LIAO ; Xin LIAO ; Ping XIONG ; Yaoming XUE
Chinese Journal of Endocrinology and Metabolism 2025;41(11):891-907
Body weight abnormalities, including overweight, obesity, and underweight, have become a dual public health challenge in Chinese adults: overweight and obesity lead to a variety of chronic complications, while underweight increases the risks of malnutrition, sarcopenia, and organ dysfunction. To systematically address these issues, multidisciplinary experts in endocrinology, sports science, nutrition, and psychiatry from various regions have held multiple weight management seminars. Based on the latest epidemiological data and clinical evidence, they expanded the guideline to include assessment and intervention strategies for underweight, in addition to the core content of obesity management. This guideline outlines the etiological mechanisms, evaluation methods, and multidimensional management strategies for overweight and obesity, covering key areas such as diagnosis and assessment, medical nutrition therapy, exercise prescription, pharmacological intervention, and psychological support. It is intended to provide a scientific and standardized approach to weight management across the adult population, aiming to curb the rising prevalence of obesity, mitigate complications associated with abnormal body weight, and improve nutritional status and overall quality of life.
9.Construction and practice of a " 1+ X" patient service defect management system in a hospital
Hong JIANG ; Shuang CHAI ; Hao FENG ; Jing QIN
Chinese Journal of Hospital Administration 2025;41(4):308-312
Patient complaints not only reflect the shortcomings of hospital services, but also provide an opportunity for hospitals to improve quality. In July 2023, based on the theory of comprehensive quality management and from the perspective of complaint management, Shanghai General Hospital constructed and launched a " 1 (patient service quality improvement work team)+ X (Shanghai 12320 Health Hotline, various functional departments and clinical medical technology departments of the hospital)" patient service defect management system. This system established a four level organizational structure of patient service quality improvement leadership group-work team-clinical medical technology department work group-all employees. It established mechanisms for acceptance, disposal, improvement, training, evaluation, and rewards and punishments, created a comprehensive service platform, and achieved systematic improvement in patient services. By the end of 2024, the hospital had carried out nearly 200 patient service improvement projects; The daily usage of cloud customer service had exceeded 5 000 people, with an effective response rate of over 94%. In 2024, the response rate for handling work orders through various channels within 48 hours was 90%. This practice had achieved good results in improving the quality of hospital services and enhancing the patient experience, which could provide references for other hospitals to promote the management of patient service defects.
10.Integrated multi-parameter monitoring for optimizing low-molecular-weight heparin treatment in intensive care unit patients: a clinical value assessment
Qin LI ; Liqin LING ; Xiaomei LI ; Chaonan LIU ; Xunbei HUANG ; Shuang WANG ; Zhiyu YU ; Jing ZHOU
Chinese Journal of Laboratory Medicine 2025;48(8):1008-1014
Objective:To explore the clinical value of multi-parameter combined monitoring in guiding low-molecular-weight heparin (LMWH) therapy for intensive care unit (ICU) patients.Methods:A retrospective case-control study was conducted. A total of 381 patients who received LMWH therapy with anti-Ⅹa activity monitoring in the ICU of West China Hospital, Sichuan University between January 31st, 2022, and November 30th, 2023, were enrolled in this study. The cohort comprised 264 males and 117 females, with the age of 58 (48, 71) years old. Clinical data and relevant laboratory parameters were collected, including anti-Ⅹa activity, antithrombin activity (AT), thrombin-antithrombin complex (TAT), plasmin-antiplasmin complex (PIC), conventional coagulation parameters such as activated partial thromboplastin time (APTT), and indicators of hepatic/renal impairment such as alanine aminotransferase (ALT) and creatinine( CREA). Patients were stratified into three groups based on thrombotic event: thrombosis-controlled, progressive thrombosis, and bleeding group. Single-factor and adjusted multifactorial Logistic regression analysis were used to identify independent predictors of anti-xa activity levels.Results:Among 381 patients, thrombosis was controlled in 213 (55.9%) patients, progressed in 81 (21.3%) patients , and bleeding events occurred in 87 (22.8%) patients. The patients whose anti-Ⅹa activity levels lay entirely within the target range(0.2-0.4 IU/ml): Only 35 (16.4%) cases in the thrombosis-controlled group, 16 (19.7%) cases in the progressive thrombosis group, and 16 (18.4%) in the bleeding group. No significant differences in anti-Ⅹ a levels activity among the three groups ( H=1.678, P=0.432). Both single-factor and adjusted multifactorial Logistic regression identified low AT activity as an independent risk factor for failure to achieve target anti-Ⅹ a activity levels (AT nadir, OR=1.031,95% CI 1.016-1.046, P<0.05). Compared with the progressive thrombosis and bleedinggroup, the thrombosis-controlled group exhibited significantly higher proportion of TAT values below the cut-off value ( H=8.519, P=0.014), and a higher proportion of TAT/PIC ratios below the cut-off ( H=15.56, P<0.001). Patients with bleeding demonstrated significantly lower AT activity ( H=14.968, P=0.001), prolonged APTT ( H=6.815, P=0.033), higher ALT ( H=13.774, P=0.001), and higher CREA ( H=14.068, P=0.001) compared with the thrombosis-controlled or progressive thrombosis group. Conclusion:Laboratory monitoring is required for low-molecular-weight heparin (LMWH) therapy in ICU patients. While anti-Ⅹa activity reflects the anticoagulant effect of LMWH, the utility of anti-Ⅹ a activity for predicting thrombotic or hemorrhagic risks in LMWH treated ICU patients is limited. Reductions in TAT levels and TAT/PIC ratios are associated with a lower risk of thrombotic progression. Furthermore, abnormalities in conventional coagulation tests and standard hepatic/renal function parameters occur more frequently in patients experiencing hemorrhagic events.

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