1.Predicting intraoperative blood transfusion risk in hip fracture patients using explainable machine learning models
Fengting LU ; Xiaoming LI ; Dekui LI ; Xianyuan XIE ; Jiazhong WANG ; Qing YU ; Gan HUANG ; Jun SHEN
Chinese Journal of Blood Transfusion 2026;39(2):196-202
Objective: To investigate the factors influencing intraoperative blood transfusion in patients with hip fractures and to develop a machine learning (ML) model for predicting this risk. Methods: A total of 424 patients with hip fractures who underwent surgical treatment between November 2022 and March 2025 in our hospital were selected. Key feature variables of intraoperative blood transfusion risk were identified using the Boruta algorithm. Four different ML algorithms—support vector machine (SVM), linear discriminant analysis (LDA), mixed discriminant analysis (MDA), and extreme gradient boosting (XGBoost)—were used to develop predictive models for intraoperative blood transfusion risk. The predictive performance of the four ML models were evaluated using accuracy, precision, receiver operating characteristic (ROC) curves, precision-recall curves (PRC), precision-recall gain curves (PRGC), and F1 scores. Shapley additive interpretation (SHAP) was used to interpret the final model. Results: Among the 424 patients, 77(18.2%) received intraoperative blood transfusion. The Boruta algorithm identified albumin (ALB), activated partial thromboplastin time (APTT), types of anesthesia, types of fracture, and hemoglobin (Hb) as key feature variables for predicting intraoperative blood transfusion risk. In model evaluation, the SVM model outperforms the other three models across multiple metrics, including the area under the receiver operating characteristic curve (AUC), recall, recall gain, accuracy, precision, F1 score, and the area under the precision-recall curve (PRC-AUC). The SVM model, interpreted and visualized based on SHAP values, effectively predicted intraoperative blood transfusion risk in patients with hip fracture. A visual online application was developed based on the SVM model (https://pbo-nomogram.shinyapps.io/blood/). Conclusion: Preoperative low ALB and Hb levels, prolonged APTT, general anesthesia, and intertrochanteric fractures are risk factors for intraoperative blood transfusion in hip fracture patients. The risk prediction model for intraoperative blood transfusion constructed based on the SVM algorithm has optimal performance, which provides new ideas and methods for the clinical early identification of hip fracture patients with high transfusion risk and the implementation of targeted interventions.
2.Characteristics of retinal peripheral defocus in patients with unilateral myopia
Lu GAN ; Wentao DENG ; Shuping YANG ; Wuxiao ZHAO
International Eye Science 2026;26(4):573-578
AIM: To investigate the features of retinal peripheral defocus and its associated variables in unilateral myopia. METHODS: This cross-sectional study included consecutive anisometropic myopic patients who visited Center for Optometry and Visual Science from August 2023 to March 2025 in Guangxi Zhuang Autonomous Region. Eyes were classified based on spherical equivalent(SE)and uncorrected visual acuity(UCVA): myopic eyes(SE ≤-0.50 D, UCVA <0.2 LogMAR)and contralateral normal eyes(SE ≥-0.25, UCVA ≥0 LogMAR). Total relative defocus value(TRDV)across the visual field, RDV at 15°, 30°, and 45°(RDV-15, RDV-30, RDV-45), and quadrant-specific RDV(superior/RDV-S, inferior/RDV-I, temporal/RDV-T, nasal/RDV-N)were compared between groups.RESULTS: This study enrolled 81 anisometropic patients(81 myopic eyes, 81 contralateral normal eyes). The cohort comprised 42 males and 39 females, 47 patients aged 8-12 y and 34 patients aged 13-17 y(mean age: 11.8±2.4 y). Myopic eyes demonstrated significantly higher values in TRDV, RDV-30, RDV-45, RDV-I, RDV-S, RDV-N, and RDV-T versus contralateral normal eyes(all P<0.001). RDV-15 showed no significant difference between groups in either 8-12-year-olds or 13-17-year-olds(both P>0.05). Among 13-17-year-olds, RDV-S also exhibited no intergroup difference(P>0.05). All other parameters differed significantly across both age strata(all P<0.05). In myopic eyes, age positively correlated with TRDV(r=0.31, P=0.005), RDV-30(r=0.33, P=0.002), RDV-45(r=0.32, P=0.004), and RDV-N(r=0.37, P<0.001). In contralateral eyes, scotopic pupil diameter negatively correlated with TRDV(r=-0.25, P=0.03), RDV-45(r=-0.25, P=0.02), RDV-S(r=-0.29, P=0.008), and RDV-N(r=-0.27, P=0.014). And age positively correlated with RDV-N(r=0.30, P= 0.006), axial length positively correlated with RDV-T(r=0.30, P=0.006). CONCLUSION: The peripheral defocus of unilateral myopic eyes varies from that of their contralateral normal counterparts. The former presents hyperopic defocus, which augments with age, while the latter displays myopic defocus, which accentuates with the increase of the scotopic pupil size.
3.Analysis of knowledge related to human papillomavirus and vaccination willingness among college students in Guizhou Province
REN Li, WU Yuqian, ZHU Liwan,LI Fenxiang, FAN Shujun, GAN Jianzhe, DONG Shuwen, LU Yong
Chinese Journal of School Health 2026;47(2):212-216
Objective:
To explore human papillomavirus (HPV) and vaccination related knowledge and vaccination willingness of college students in Guizhou Province and their related factors, so as to provide a basis for formulating targeted intervention strategies.
Methods:
From May to June 2025, by applying convenience sampling method,4 567 college students were selected from 8 universities in Guizhou Province to conduct a questionnaire survey. Awareness of HPV and vaccination related knowledge, vaccination willingness as well as related factors among college students were also analyzed. The t test and Chi square test were used for comparison between groups, and multifactor Logistic regression was employed to analyze the related factors of HPV vaccination willingness among college students.
Results:
The HPV and vaccine knowledge score of college students in Guizhou Province was ( 10.50 ±2.09), and the score of girls (10.81±1.82) was higher than that of boys (10.19±2.30) ( t=10.09, P <0.01). The HPV vaccination willingness rate of college students was 65.6%, and the rate was higher in girls than in boys (67.1%,64.1%, χ 2=4.75, P <0.05). Multi factor Logistic regression analysis showed that ethnicity and HPV testing were related factors that affected college students willingness to vaccinate (minority: OR boy =1.23, OR girl =1.35; previous HPV testing: OR boy =0.56, OR girl =0.59); boys willingness to vaccinate was related to the number of sexual partners ( OR =0.60), family history of cancer ( OR =0.65), and sexual behavior related HPV knowledge scores ( OR =0.89), while girls willingness to vaccinate was related to bisexual sexual orientation ( OR =0.59), previous HIV testing ( OR =0.60), and HPV and vaccine basic knowledge scores ( OR =0.86) (all P <0.05).
Conclusions
College students in Guizhou Province have higher HPV vaccine related knowledge scores and are more willing to vaccinate, and those above are higher in girls than in boys. Health education content should be optimized based on gender differences, and promote the willingness and behavior of HPV vaccination among college students.
4.Clinicopathological characteristics and diagnostic strategies of prostatic paraganglioma presenting with prostatic mass and micturition-associated symptoms
Mengjie ZHANG ; Qun LU ; Yao FU ; Qing ZHANG ; Weidong GAN ; Hongqian GUO
Journal of Modern Urology 2026;31(6):552-558
Objective To evaluate the clinical characteristics, diagnostic reasoning, and therapeutic strategies of prostatic paraganglioma (PPG) to provide an evidence-based foundation for early diagnosis and precision treatment of this rare malignancy. Methods The clinical data of a patient with PPG admitted to our hospital were retrospectively analyzed. Concurrently, a systematic search was conducted across domestic and international databases, including PubMed, CNKI, and Wanfang.Clinical manifestations, laboratory tests, pathological features, therapeutic modalities, and prognostic data of 24 cases reported between 1979 and 2025 were pooled with the institutional case for a comprehensive analysis (n=25). Results Epidemiological features: the age at onset ranged from 8 to 76 years, with a mean age of (44.6±15.2) years, predominantly affecting young and middle-aged adults (30-50 years).Notably, 20.0% (5/25) of the patients exhibited characteristic micturition-associated catecholamine release symptoms (e.g., post-micturition palpitations, transient hypertension).Laboratory findings: among the 19 patients who underwent catecholamine metabolite testing, 14 (73.7%) showed significant elevation in serum or urinary norepinephrine and methoxyadrenaline levels.Pathological and immunohistochemical features: the positivity rate for neuroendocrine markers (chromogranin A, synaptophysin, and neuron-specific enolase) was 100%, while the negativity rate for prostate-specific markers (prostate-specific antigen and prostate-specific acid phosphatase) was also 100%.Treatment and prognosis: surgical intervention was performed in 96.0% (24/25) of the patients, including radical prostatectomy (37.5%), precision tumor excision (25.0%), and transurethral resection (12.5%).Favorable outcomes without recurrence were observed in 89.5% (17/19) of the total cohort. Conclusion PPG is clinically exceedingly rare.The disease should be highly suspected in patients presenting with a prostatic mass, normal prostate-specific antigen level, and micturition-associated cardiovascular symptoms.Testing for catecholamine metabolites is the key screening tool.Robot-assisted surgery facilitates precise tumor excision while ensuring optimal functional preservation.Given the malignant potential and genetic correlations of PPG, lifelong follow-up is recommended.
5.Development and validation of a risk prediction model for sleep disorders in patients with chronic heart failure
Yanmei GAN ; Gaoye LI ; Tingting LIAO ; Hua LU ; Lixia CHEN ; Qini PAN ; Yao DU
Chongqing Medicine 2025;54(3):597-605,611
Objective To analyze risk factors for sleep disorders in patients with chronic heart failure(CHF)and construct a nomogram prediction model.Methods Using simple random sampling,306 hospital-ized CHF patients meeting inclusion criteria were enrolled from four Grade A tertiary hospitals in Guangxi Zhuang Autonomous Region(two in Nanning,one each in Yulin and Guilin)between March 2023 and March 2024.LASSO regression analysis was initially employed for variable screening,followed by logistic regression to identify predictive variables for constructing the nomogram model.Model validation and performance evalua-tion were conducted using receiver operating characteristic(ROC)curves,calibration curves,and clinical decision curves,with internal validation performed through Bootstrap resampling(1 000 iterations).Results The incidence of sleep disorders among the 306 patients was 57.5%(176/306).Logistic regression analysis identified eight independent risk factors for sleep disorders in CHF patients(P<0.05):age,education level,monthly house-hold income per capita,NYHA cardiac function classification,number of comorbidities,triglyceride levels,ano-rexia,and anxiety.The model demonstrated good discrimination for the AUC of 0.91(95%CI:0.77-0.88)and calibration consistency.Conclusion The prediction model established in this study shows good predictive performance,serving as a valuable reference for healthcare providers to early identify sleep disorders and im-plement preventive care strategies in patients with CHF.
6.Effect of high-frequency repetitive transcranial magnetic stimulation on upper limb function of stroke patients based on motor sequence learning
Wanting SUN ; Ailipinai YASEN ; Xiang GONG ; Yue XIAO ; Zhaodan GAN ; Mingjie LIU ; Lanting ZENG ; Shuyue MA ; Jun LU ; Guangxu XU
Chinese Journal of Rehabilitation Theory and Practice 2025;31(7):812-821
Objective To investigate the effects of high-frequency repetitive transcranial magnetic stimulation(HF-rTMS)applied to the supplementary motor area(SMA)or primary motor cortex(M1)on upper limb function in stroke patients in terms of motor sequence learning.Methods From April,2024 to February,2025,60 inpatients were recruited from the First Affiliated Hospital with Nan-jing Medical University.They were randomly assigned into the control group,SMA group and M1 group,with 20 patients in each group.All the groups received medication and conventional rehabilitation.On this basis,SMA group underwent HF-rTMS on the affected side's SMA,while M1 group received HF-rTMS on the affected side's M1 for two weeks.All the groups were measured with motor evoked potentials(MEP),the serial reaction time(RT)task,Fugl-Meyer Assessment-Upper Extremities(FMA-UE)and modified Barthel Index(MBI)before and after intervention.Results The SMA and M1 groups dropped one case respectively.MEP elicitation rate of the affected side's increased in SMA and M1 groups(P<0.05),and it was better than that in the control group(χ2>4.792,P<0.05).The intra-group effects of RTsequential sequence,FMA-UE and MBI scores were significant(|F|>81.546,P<0.05).The inter-group effects of RTrandom sequence,RTsequential sequence,?RT,and MBI scores were significant(F>3.228,P<0.05).The in-teractive effects of RTrandom sequence,RTsequential sequence,?RT,FMA-UE and MBI scores were significant(|F|>3.520,P>0.05).After intervention,RTsequential sequence,?RT,FMA-UE and MBI scores improved(P<0.05).RTrandom sequence was lower in SMA group than in the control group(P<0.017),RTsequential sequence,?RT,FMA-UE and MBI scores im-proved more in SMA and M1 groups than in the control group(P<0.05),but no significant difference was found between the SMA group and the M1 group(P>0.05).Conclusion HF-rTMS applied to the affected SMA or M1 can activate motor sequence learning and promote the recov-ery of upper limb function in stroke patients.
7.Short-term outcome study on cervical deep lymph node-venous anastomosis technique in the treatment of Alzheimer’s disease
Cheng GAN ; Zhengdong KONG ; Xiaoye RAN ; Shudong QIAO ; Yixin ZHANG ; Lu YUE ; Yingjie WANG ; Hui BI ; Dong YANG ; Hongtong MA ; Yuan CHEN ; Hongli CHAI ; Ying JIA ; Chenhao MA ; Zixiang CHEN ; Ke LI ; Miao WANG ; Liguo XUE ; Siwen ZHAO ; Ke WEN ; Lin YIN ; Bo DING ; Shan ZHU ; Yuanbo LIU ; Mengqing ZANG
Chinese Journal of Plastic Surgery 2025;41(2):130-143
Objective:To explore the short-term clinical effects of deep cervical lymph node-venous anastomosis in the treatment of Alzheimer’s disease (AD).Methods:A prospective exploratory study was conducted on the treatment of AD patients using the cervical deep lymph node-venous anastomosis technique in Scar and Wound Treatment Department, Plastic Surgery Hospital, Chinese Academy of Medical Sciences, from September to October 2024. The patients underwent high-frequency ultrasound to locate deep cervical lymph nodes and the external jugular vein. Under general anesthesia, bilateral deep cervical lymph node-venous anastomoses were performed. Indocyanine green (ICG) lymphography was conducted via subcutaneous injection behind the ear to visualize lymph nodes in levels Ⅱ and Ⅲ. After making a skin incision along the posterior margin of the sternocleidomastoid muscle, the external jugular vein, internal jugular veins, and associated lymph nodes were exposed. Adjacent veins were selected for anastomosis of lymph node. Using microsurgical techniques, end-to-side or end-to-end anastomosis was completed for lymph nodes in levels Ⅱ and Ⅲ. Preoperative assessments included the mini-mental state examination (MMSE, a higher score indicates better cognitive function), Alzheimer’s disease assessment scale-cognitive subscale (ADAS-Cog, a higher score indicates greater impairment of cognitive function), Alzheimer’s disease cooperative study scale for activities of daily living (ADCS-ADL, a higher score indicates better ability to perform daily activity), and neuropsychiatric inventory (NPI, a higher score indicates more severe behavioral and emotional symptom). Postoperative follow-up included the same scales to observe changes in cognitive function, activities of daily living, and emotional communication.Results:Four patients (1 male, 3 females, aged 58-79 years) with AD were included. All were diagnosed based on cerebrospinal fluid biomarkers. All patients successfully underwent bilateral deep cervical lymph node-venous anastomoses. On average, 4.3 (2-7 per person) anastomoses were performed per patient. Surgical procedures lasted an average of 6.5 h (5.5-8.5 h) with minimal blood loss (less than 50 ml). Patients resumed normal activity within 6 hours postoperatively and were discharged after an average of 4.1 d (3.5-5.0 d). Postoperative complications included one case each of aspiration pneumonia, lower limb venous thrombosis, and transient delirium, all of whom resolved without long-term effects. Clinical symptoms, including memory decline, mood swings, and anxiety, showed varying degrees of improvement. Patients reported enhanced quality of life, emotional stability, and social engagement, confirming the procedure’s safety and potential cognitive benefits. At one month postoperatively, the MMSE scores of the four patients increased by an average of 0.8 points compared to preoperative levels. Additionally, the two patients who completed the ADAS-Cog assessments showed a decrease in their scores (reduced by 1.0 points and 11.3 points, respectively, compared to preoperative scores), indicating a certain degree of improvement in cognitive function during this period. The ADCS-ADL and NPI scores of four patients varied significantly, without showing any clear pattern.Conclusion:Lymphovenous anastomosis of the deep cervical lymph node-venous anastomosis may provide a new surgical intervention approach for AD, but further large-scale studies and long-term follow-up are needed to validate its safety and effectiveness.
8.A novel DKC1 gene mutation in a case of dyskeratosis congenita
Wenli HE ; Shuyu FANG ; Lu YANG ; Rui GAN ; Lang YU ; Yunfei AN ; Xiaodong ZHAO ; Li'na ZHOU
Immunological Journal 2025;41(2):103-109
Objective To determine the pathogenicity of a novel mutation(c.109_111del)in DKC1 gene of an adult patient,and to analyze the clinical phenotype,immunophenotype and telomere length,so as to provide clues for early clinical identification and diagnosis.Methods The clinical data and peripheral blood samples of the patient were collected for genetic testing and family analysis.The lymphocyte subsets of the patient were detected by Flow cytometry,and the telomere length of the patient and healthy controls were detected by Flow-FISH.Results The main clinical manifestations of the patient were mucocutaneous triad,bone marrow failure and infection.The telomere length of lymphocytes in the patient was significantly shorter than that of healthy controls of the same age,and the absolute value and percentage of lymphocyte subsets were abnormal.Conclusion The clinical manifestations of DC patients are diverse.Flow-FISH detection of telomere length is helpful for early diagnosis of DC patients.
9.Analysis of the efficacy and influencing factors of immunotherapy in gastric cancer liver metastasic patients
Tingting LU ; Yunhe GAO ; Gan ZHANG ; Haiya ZHANG ; Yi LIU ; Zhida CHEN ; Hongqing XI
Chinese Journal of Surgery 2025;63(2):136-146
Objective:To explore the efficacy and factors affecting the treatment of gastric cancer liver metastasis (GCLM) with immune checkpoint inhibitors (ICI).Methods:This is a retrospective cohort study. Clinical and pathological data of 588 patients with GCLM treated at the Department of General Surgery, First Medical Center, People′s Liberation Army General Hospital, from January 2018 to December 2022 were retrospectively collected. There were 491 males and 97 females, aged ( M(IQR)) 60(14) years (range: 18 to 86 years). Patients were divided into an ICI treatment group ( n=142) and a non-ICI treatment group ( n=446) based on whether they received ICI therapy. Clinical and pathological data between the two groups were compared using the χ2 test or Mann-Whitney U test. Propensity score matching (PSM) was performed with cT stage, cN stage, surgical treatment, targeted therapy, and biomarkers as covariates, using a 1∶1 nearest neighbor matching method with a caliper value of 0.2. Univariate and multivariate analyses were conducted using Cox proportional hazards regression models, with relevant variables selected through forward stepwise regression. Survival curves were plotted using the Kaplan-Meier method, and group differences were compared using the Log-rank test. Subgroup analysis was conducted to identify potential beneficiary populations for ICI through forest plots. Results:After PSM, 114 patients were included in each group, and there were no statistically significant differences in the baseline data between the two groups (all P>0.05). The results of Cox multivariate analysis after PSM showed that cN2-3 stage ( HR=1.348, 95% CI: 1.091 to 1.665, P=0.006) and peritoneal metastasis ( HR=1.877, 95% CI:1.360 to 2.590, P<0.01) were independent risk factors for survival in GCLM patients; radical surgery ( HR=0.391, 95% CI: 0.305 to 0.501, P<0.01), immunotherapy ( HR=0.630, 95% CI: 0.503 to 0.788, P<0.01), and deficient DNA mismatch repair (dMMR) or combined positive score (CPS)≥5 ( HR=0.454, 95% CI: 0.320 to 0.644, P<0.01) were independent protective factors for survival in GCLM patients. After PSM, the overall survival was 12.4 (13.0) months in the non-immunotherapy group and 17.6 (17.8) months in the immunotherapy group (Log-rank test: P=0.029). Subgroup analysis showed that female patients, those with primary tumors located in the upper stomach, cN2-3 stage, one liver metastasis, synchronous liver metastasis, receiving targeted therapy, and those with dMMR or CPS≥5 were more likely to benefit from ICI therapy (all P<0.05). Conclusions:ICI prolongs overall survival in GCLM patients. Female patients, those with primary tumors located in the upper stomach, cN2-3 stage, one liver metastasis, synchronous liver metastasis, receiving targeted therapy, and those with dMMR or CPS≥5 are more likely to benefit from ICI therapy.
10.Efficacy and safety of CA280 cytokine adsorption column in treatment of acute-on-chronic liver failure
Yan HE ; Dakai GAN ; Xiaoqing ZHANG ; Tao LONG ; Xuezhen ZHANG ; Wei ZHANG ; Yizhen XU ; Yuyu ZENG ; Rui ZHOU ; Shuanglan LIU ; Xizi JIANG ; Yushi LU ; Molong XIONG ; Yunfeng XIONG
Journal of Clinical Hepatology 2025;41(10):2093-2101
ObjectiveTo investigate the application of the novel inflammatory factor adsorption column CA280 combined with low-dose plasma exchange (LPE) in patients with acute-on-chronic liver failure (ACLF). MethodsA prospective cohort study was designed, and a total of 93 ACLF patients who were admitted to The Ninth Hospital of Nanchang from June 2023 to January 2025 were enrolled and randomly divided into DPMAS+LPE group with 50 patients and CA280+LPE group with 43 patients. In addition to comprehensive medical treatment, the patients in the DPMAS+LPE group received DPMAS and LPE treatment, and those in the CA280+LPE group received CA280 and LPE treatment. The two groups were observed in terms of routine blood test results, liver function parameters, renal function markers, electrolytes, coagulation function parameters, cytokines, adverse events, and 28-day prognosis before surgery (baseline), during surgery (DPMAS or CA280), and after surgery (after sequential LPE treatment). The paired t-test was used for comparison of normally distributed continuous data before and after treatment within each group, and the independent-samples t test was used for comparison between groups; the Wilcoxon signed-rank test was used for comparison of non-normally distributed continuous data before and after treatment within each group, and the Mann-Whitney U test was used for comparison between groups. The chi-square test or the Fisher’s exact test was used for comparison of categorical data between groups, and the Spearman test was used for correlation analysis. ResultsAfter CA280 treatment, the ACLF patients had significant reductions in the levels of cytokines (IL-6, IL-8, IL-10, TNF-α, and IFN-γ), liver function parameters (ALT, AST, ALP, TBil, DBil, Alb, and glutathione reductase), and the renal function marker urea nitrogen (all P<0.05), and in terms of coagulation function parameters, there were significant increases in prothrombin time, activated partial thromboplastin time (APTT), thrombin time, and international normalized ratio (INR) and significant reductions in prothrombin activity (PTA) and fibrinogen (FIB) (all P<0.05). Compared with the DPMAS+LPE group, the CA280+LPE group showed better improvements in the serum cytokines IL-8 (Z=-2.63, P=0.009), IL-10 (Z=-3.94, P<0.001), and TNF-α (Z=-1.53, P=0.023), and the two artificial liver support systems had a similar effect in improving liver function (ALT, AST, GGT, GR, TBil, and DBil) (all P >0.05), but the CA280+LPE group showed a significantly greater reduction in Alb (Z=-2.08, P=0.037). CA280+LPE was more effective in reducing uric acid (Z=-2.97, P=0.003). Compared with DPMAS+LPE, CA280+LPE treatment resulted in a significant reduction in INR (Z=-4.01, P<0.001), a significant increase in APTT (Z=-2.53, P=0.011), and significant greater increases in PTA (Z=-6.28, P<0.001) and FIB (Z=-3.93, P<0.001). There were no significant differences in the incidence rates of adverse reactions and the rate of improvement at discharge between the two groups (all P>0.05). The Spearman correlation analysis showed that IL-6 was significantly correlated with WBC (r=0.22, P=0.042), TBil (r=0.29, P=0.005), and FIB (r=-0.33, P=0.003); IL-8 was positively correlated with APTT (r=0.37, P<0.001) and INR (r=0.25, P=0.013); TNF-α was significantly correlated with WBC (r=0.40, P<0.001) and TBil (r=0.34, P<0.001). ConclusionCompared with DPMAS, CA280 combined with LPE can effectively clear proinflammatory cytokines and improve liver function in ACLF patients, but it has a certain impact on Alb and coagulation function. This regimen provides a new option for the individualized treatment of ACLF and can improve the short-term prognosis of patients, but further studies are needed to verify its long-term efficacy.


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