1.Effect and mechanism of pachymic acid on renal function and fibrosis in rats with chronic renal failure
Bin PENG ; Xue FENG ; Li FENG ; Wei XIONG ; Xi HU ; Shuangyi ZHU ; Yang XIAO ; Fang CHEN ; Zhi GAO
China Pharmacy 2024;35(12):1489-1494
OBJECTIVE To investigate the effect of pachymic acid (PA) on renal function and fibrosis in chronic renal failure (CRF) rats and its potential mechanism based on the Ras homolog gene family member A (RhoA)/Rho-associated coiled-coil forming protein kinase (ROCK) signaling pathway. METHODS Using male SD rats as subjects, the CRF model was established by 5/6 nephrectomy; the successfully modeled rats were divided into model group, PA low-dose, medium-dose and high-dose groups (5, 10, 20 mg/kg PA), high-dose PA+ROCK pathway activator lysophosphatidic acid (LPA) group (20 mg/kg PA+1 mg/kg LPA), with 15 rats in each group. Another 15 rats were selected as the sham operation group with only the kidney exposed but not excised. The rats in each drug group were gavaged and/or injected with the corresponding liquid via the caudal vein, once a day, for 12 consecutive weeks. During the experiment, the general condition of rats was observed in each group. After the last administration, the serum renal function indexes (blood urea nitrogen, serum creatinine, uric acid) of rats in each group were detected, the renal histopathological changes were observed; the renal tubule injury score and the area of renal fibrosis were quantified. The levels of oxidative stress indexes [malondialdehyde (MDA), superoxide dismutase (SOD)] and inflammatory factors (tumor necrosis factor-α, interleukin-1β, interleukin-6), the positive expression rates of connective tissue growth factor (CTGF) and collagen Ⅰ were detected as well as the expression levels of pathway-related proteins (RhoA, ROCK1) and fibrosis- related proteins (transforming growth factor-β1, bare corneum homologs 2, α-smooth muscle actin) were determined. RESULTS Compared with the sham operation group, the rats in model group had reduced diet, smaller body size, listless spirit and sluggish response, reduced and atrophied glomeruli, dilated renal tubules with chaotic structure, and a large number of inflammatory cells infiltrated interstitium; the serum levels of renal function indexes, renal tubule injury score, renal fibrosis area proportion, the levels of MDA and inflammatory factors, the positive expression rates of CTGF and collagen Ⅰ, and the expression levels of pathway-related proteins and fibrosis-related proteins in renal tissues were significantly increased, while SOD level was significantly decreased (P<0.05). Compared with the model group, the general condition and pathological injuries of kidney tissue of rats in PA groups were improved to varying degrees,and the above quantitative indexes were significantly improved in a dose-dependent manner (P<0.05). LPA could significantly reverse the improvement effect of PA on the above indicators (P<0.05). CONCLUSIONS PA can improve renal function and alleviate renal fibrosis in CRF rats, which may be related to inhibiting the activation of RhoA/ROCK signaling pathway.
2.Effect and mechanism of Astragalus polysaccharide on peritoneal fibrosis and angiogenesis in peritoneal dialysis rats
Xue FENG ; Bin PENG ; Li FENG ; Shuangyi ZHU ; Xi HU ; Wei XIONG ; Zhi GAO
China Pharmacy 2024;35(6):712-717
OBJECTIVE To investigate the effect and mechanism of Astragalus polysaccharide (APS) on peritoneal fibrosis and angiogenesis in rats with peritoneal dialysis (PD). METHODS Rats were randomly divided into normal control group (Control group), model group (PD group), 70 mg/kg APS group (APS-L group), 140 mg/kg APS group (APS-H group), and 140 mg/kg APS+40 mg/kg hypoxia-inducible factor-1α (HIF-1α) agonist DMOG group (APS-H+DMOG group), with 12 rats in each group. PD rat models were constructed in the last four groups of rats. Administration groups were given APS intragastrically and DMOG intraperitoneally. Control group and PD group were given constant volume of normal saline intragastrically, once a day, for 4 consecutive weeks. After the last medication, the peritoneal ultrafiltration (UF), mass transfer of glucose (MTG), the levels of serum creatinine (Scr) and blood urea nitrogen (BUN) were detected in rats; peritoneal histomorphology and peritoneal fibrosis (peritoneal thickness and proportion of collagen fiber deposition) were observed; the microvascular density and the expression levels of α-smooth muscle actin (α-SMA), laminin (LN), HIF-1α and vascular endothelial growth factor (VEGF) proteins were detected in peritoneal tissue of rats. RESULTS Compared with Control group, the mesothelium of rats in the PD group was loosely arranged and shed, inflammatory cells infiltrated, the peritoneal thickness and proportion of collagen fiber deposition were increased significantly (P<0.05). The levels of MTG, Scr and BUN in serum, microvascular density and the expressions of α-SMA, LN, HIF-1α and VEGF proteins were significantly increased, while the level of UF was significantly decreased (P< 0.05); compared with PD group, the levels of above indexes were significantly reversed in APS-L and APS-H groups (P<0.05), and the improvement of APS-H group was better than APS-L group (P<0.05). Compared with APS-H group, the levels of above indexes in APS-H+DMOG group were all reversed (P<0.05). CONCLUSIONS APS inhibits peritoneal fibrosis and angioge-nesis in PD rats by inhibiting HIF-1α/VEGF signaling pathway.
3.Double plasma molecular adsorption system and sequential half-dose plasma exchange improves short-term prognosis of patients with hepatitis B associated acute-on-chronic liver failure
Chenggao WU ; Wei LIU ; Linju KUANG ; Qiang LIU ; Wei XIONG ; Piaoping HU ; Changlin ZHANG ; Aiping LE
Chinese Journal of Blood Transfusion 2024;37(1):9-15
【Objective】 To investigate the effect of double plasma molecular adsorption system and sequential half-dose plasma exchange (DPMAS+HPE) on the short-term survival rate of patients with hepatitis B associated acute-on-chronic liver failure (HBV-ACLF). 【Methods】 Data on HBV-ACLF cases hospitalized in our hospital from January 1, 2015 to December 31, 2022 were retrospectively collected, and were divided into standard comprehensive medical treatment group and DPMAS+HPE group according to different treatment methods. Propensity score matching (PSM) was used to eliminate inter group confounding bias. The baseline data and improvement of laboratory indicators after treatment between two groups were compared. Death related risk factors in HBV-ACLF patients were screened by logistic regression analysis, and cumulative survival rates at 30 and 90 days between the two groups were compared by Kaplan-Meier survival analysis. 【Results】 A total of 373 cases of HBV-ACLF were included in this study. Among them, 136 cases in the treatment group received DPMAS+HPE once on the basis of comprehensive internal medicine treatment, and 237 cases only received comprehensive internal medicine treatment. After PSM, 136 patients were included as the control group. The decrease in alanine aminotransferase (ALT), aspartate aminotransferase (AST), and total protein (TP) in the treatment group before and after treatment was significantly greater than that in the control group (446.5 vs 159.0, 317.0 vs 92.0,5.2 vs 0.3), with statistically significant difference (P<0.05). DPMAS+HPE treatment is an independent protective factor for mortality in HBV-ACLF patients at 30 and 90 days (30 days: OR=0.497, P<0.05; 90 days: OR= 0.436, P<0.05). The cumulative survival rates at 30 and 90 days in the treatment group were significantly higher than those in the control group (30 days: 50.71% vs 44.12%, P<0.05; 90 days: 30.15% vs 22.79%, P<0.05). 【Conclusion】 DPMAS+HPE improves the short-term prognosis of HBV-ACLF patients and can serve as an effective artificial liver model for the treatment of HBV-ACLF patients.
4.Sequence analysis of whole genome of influenza A(H3N2) virus in Huai′an
Pengfei YANG ; Fang HE ; Wanli YIN ; Tong GAO ; Wang ZHANG ; Mingyue WEI ; Chenglong XIONG ; Wei HU
Chinese Journal of Experimental and Clinical Virology 2024;38(2):156-161
Objective:To study the biological traits and mutations of the influenza A (H3N2) virus in order to produce a vaccine and offer references for controlling and preventing influenza epidemics.Methods:Four strains of the influenza A(H3N2) virus were chosen from the Huai′an surveillance network laboratory. Nucleic acid extraction, library building, and sequencing (CridION x5 MKI Nanopore) were used to produce the whole-genome sequences. Using homologous alignments of whole-genome sequences, phylogenetic tree construction, and amino acid variant screening, bioinformatics analysis was carried out.Results:The nucleotide identity between 8 gene segments ranged from 97.1% to 100.0%. The gene that differed the most from the reference sequences was HA (97.1%-99.9%), and the gene that differed the least was MP (98.6%-99.9%). The HA gene (3.06%) and MP gene (1.43%) were the regions with the greatest and lowest frequencies of nucleotide site change, respectively. The rates of nucleotide change varied significantly between the genes ( χ2=14.293, P=0.046). Four influenza A(H3N2) virus strains′ whole-genome phylogenies from each of the eight gene segments maintained a roughly consistent topological structure. One strain was linked to the 3C.2a1b.1b clade, which was lost at the 142NWT, 149NGT(HA1), and 436NLS(NA). Three strains were linked to the 3C.2a1b.2a.1a clade lineage. Amantadine and NA inhibitors were effective against all Huai′an strains. Conclusions:The antigenicity of one strain of Huai'an strain changed and its matching with the vaccine strain of that year was low. It is suggested that the genetic surveillance of H3N2 influenza virus should be continuously strengthened to provide scientific basis for influenza prevention and control and influenza vaccine screening.
5.Levels and clinical significance of serum ANGPTL8 and neopterin in children with hormone sensitive primary nephrotic syndrome
Tianzhen ZHOU ; Maojuan HU ; Hailin PENG ; Wei XIONG
International Journal of Laboratory Medicine 2024;45(10):1165-1170
Objective To study the levels and clinical significance of serum angiopoietin-like protein 8(ANGPTL8)and neopurine in children with hormone sensitive primary nephrotic syndrome(NS).Methods A total of 159 children with hormone sensitive primary NS treated in the hospital from January 2018 to January 2021 were selected as the study subjects(NS group).After 1 year of follow-up,based on whether frequent recurrence occurred,they were divided into the non frequent recurrence subgroup(n=93)and the frequent recurrence subgroup(n=66).Additionally,60 children with oblique hernia who underwent e-lective surgery in the Department of Pediatrics in the hospital were selected as the control group.Enzyme-linked immunosorbent assay(ELISA)was used to detect serum levels of ANGPTL8 and neopterin.The ser-um levels of ANGPTL8 and neopterin in each group were compared.Multivariate Logistic regression analysis was used to analyze risk factors for frequent recurrence in children with hormone sensitive primary NS.The predictive value of serum ANGPTL8 and neopterin in predicting frequent recurrence in children with hormone sensitive primary NS was analyzed by receiver operating characteristic(ROC)curve.Results The serum lev-els of ANGPTL8 and neopterin in the NS group were higher than those in the control group,and the differ-ences were statistically significant(t=20.948,44.288,P<0.001,0.001).The serum ANGPTL8,neopterin levels,CD8+T cells,24 h urine protein quantification,and urine protein conversion time in the frequent recur-rence subgroup were significantly higher than those in the non frequent recurrence subgroup,while the blood albumin,CD4+T cells,CD4+/CD8+T cell ratios were lower than those in the non frequent recurrence sub-group,and the differences were statistically significant(all P<0.05).The serum levels of ANGPTL8 and neopterin in NS patients were significantly positively correlated with 24 h urine protein and CD8+T cells,while they were significantly negatively correlated with serum albumin,CD4+T cells,CD4l+/CD8+(all P<0.05).Serum ANGPTL8 and neopterin were independent risk factors for frequent recurrence in children with hormone sensitive primary NS.The area under the curve(AUC)of the combined model of serum ANGPTL8 and neopurine for predicting frequent recurrence in hormone sensitive primary NS patients was 0.852(95%CI:0.813-0.889),which was higher than 0.764(95%CI:0.722-0.812)of ANGPTL8,and 0.749(95%CI:0.711-0.790)of neopurine,and the differences were statistically significant(Z=3.623,3.987,P=0.003,<0.001).Conclusion Elevated levels of serum ANGPTL8 and neopterin are risk factors for frequent recurrence hormone sensitive primary NS.The combination detection of serum ANGPTL8 and neopterin has high predictive value for frequent recurrence in children with hormone sensitive primary NS.
6.Current situation and prospect of surgical treatment of perihilar cholangiocarcinoma
Yi-Yu HU ; Si-Yu WANG ; Zhe-Yu ZHU ; Rong LIANG ; Wei-Min WANG ; Chun-Mu MIAO ; Xiong DING ; Yun-Bing WANG
Journal of Regional Anatomy and Operative Surgery 2024;33(11):959-962
Perihilar cholangiocarcinoma(PHC)is a common malignancy of biliary tract,for which surgery is the most effective treatment.However,its prognosis is not satisfactory even after surgical resection.In recent years,there have been some new advances in the surgical treatment of PHC.In this paper,we reviewed the existing literatures,demonstrated the current situation of preoperative biliary drainage,liver hyperplasia,hepatic resection,liver transplantation and minimally invasive surgery in the treatment of PHC,and prospected the future research direction.
7.Research status of risk prediction model of post-endoscopic retrograde cholangiopancreatography pancreatitis
Zhe-Yu ZHU ; Yi-Yu HU ; Peng CHEN ; Fei-Fan WU ; Si-Yu WANG ; Wei-Min WANG ; Chun-Mu MIAO ; Yun-Bing WANG ; Xiong DING
Journal of Regional Anatomy and Operative Surgery 2024;33(12):1105-1109
Post-endoscopic retrograde cholangiopancreatography pancreatitis(PEP)is one of the most common complications after endoscopic retrograde cholangiopancreatography(ERCP).Numerous PEP prediction models have been established based on different statistical methods at home and abroad.The PEP prediction model,as a tool for evaluating and screening high-risk populations,can provide a basis for medical staff to find high-risk PEP patients early and take effective preventive measures.In recent years,new PEP prediction models have appeared one after another,but there is still a lack of recognized reliable prediction models in clinic.This article reviews the research status of PEP risk prediction models,aim to provide a direction for establishing a more reliable,accurate,and practical PEP risk prediction model in the later period.
8.Chinese expert consensus on blood support mode and blood transfusion strategies for emergency treatment of severe trauma patients (version 2024)
Yao LU ; Yang LI ; Leiying ZHANG ; Hao TANG ; Huidan JING ; Yaoli WANG ; Xiangzhi JIA ; Li BA ; Maohong BIAN ; Dan CAI ; Hui CAI ; Xiaohong CAI ; Zhanshan ZHA ; Bingyu CHEN ; Daqing CHEN ; Feng CHEN ; Guoan CHEN ; Haiming CHEN ; Jing CHEN ; Min CHEN ; Qing CHEN ; Shu CHEN ; Xi CHEN ; Jinfeng CHENG ; Xiaoling CHU ; Hongwang CUI ; Xin CUI ; Zhen DA ; Ying DAI ; Surong DENG ; Weiqun DONG ; Weimin FAN ; Ke FENG ; Danhui FU ; Yongshui FU ; Qi FU ; Xuemei FU ; Jia GAN ; Xinyu GAN ; Wei GAO ; Huaizheng GONG ; Rong GUI ; Geng GUO ; Ning HAN ; Yiwen HAO ; Wubing HE ; Qiang HONG ; Ruiqin HOU ; Wei HOU ; Jie HU ; Peiyang HU ; Xi HU ; Xiaoyu HU ; Guangbin HUANG ; Jie HUANG ; Xiangyan HUANG ; Yuanshuai HUANG ; Shouyong HUN ; Xuebing JIANG ; Ping JIN ; Dong LAI ; Aiping LE ; Hongmei LI ; Bijuan LI ; Cuiying LI ; Daihong LI ; Haihong LI ; He LI ; Hui LI ; Jianping LI ; Ning LI ; Xiying LI ; Xiangmin LI ; Xiaofei LI ; Xiaojuan LI ; Zhiqiang LI ; Zhongjun LI ; Zunyan LI ; Huaqin LIANG ; Xiaohua LIANG ; Dongfa LIAO ; Qun LIAO ; Yan LIAO ; Jiajin LIN ; Chunxia LIU ; Fenghua LIU ; Peixian LIU ; Tiemei LIU ; Xiaoxin LIU ; Zhiwei LIU ; Zhongdi LIU ; Hua LU ; Jianfeng LUAN ; Jianjun LUO ; Qun LUO ; Dingfeng LYU ; Qi LYU ; Xianping LYU ; Aijun MA ; Liqiang MA ; Shuxuan MA ; Xainjun MA ; Xiaogang MA ; Xiaoli MA ; Guoqing MAO ; Shijie MU ; Shaolin NIE ; Shujuan OUYANG ; Xilin OUYANG ; Chunqiu PAN ; Jian PAN ; Xiaohua PAN ; Lei PENG ; Tao PENG ; Baohua QIAN ; Shu QIAO ; Li QIN ; Ying REN ; Zhaoqi REN ; Ruiming RONG ; Changshan SU ; Mingwei SUN ; Wenwu SUN ; Zhenwei SUN ; Haiping TANG ; Xiaofeng TANG ; Changjiu TANG ; Cuihua TAO ; Zhibin TIAN ; Juan WANG ; Baoyan WANG ; Chunyan WANG ; Gefei WANG ; Haiyan WANG ; Hongjie WANG ; Peng WANG ; Pengli WANG ; Qiushi WANG ; Xiaoning WANG ; Xinhua WANG ; Xuefeng WANG ; Yong WANG ; Yongjun WANG ; Yuanjie WANG ; Zhihua WANG ; Shaojun WEI ; Yaming WEI ; Jianbo WEN ; Jun WEN ; Jiang WU ; Jufeng WU ; Aijun XIA ; Fei XIA ; Rong XIA ; Jue XIE ; Yanchao XING ; Yan XIONG ; Feng XU ; Yongzhu XU ; Yongan XU ; Yonghe YAN ; Beizhan YAN ; Jiang YANG ; Jiangcun YANG ; Jun YANG ; Xinwen YANG ; Yongyi YANG ; Chunyan YAO ; Mingliang YE ; Changlin YIN ; Ming YIN ; Wen YIN ; Lianling YU ; Shuhong YU ; Zebo YU ; Yigang YU ; Anyong YU ; Hong YUAN ; Yi YUAN ; Chan ZHANG ; Jinjun ZHANG ; Jun ZHANG ; Kai ZHANG ; Leibing ZHANG ; Quan ZHANG ; Rongjiang ZHANG ; Sanming ZHANG ; Shengji ZHANG ; Shuo ZHANG ; Wei ZHANG ; Weidong ZHANG ; Xi ZHANG ; Xingwen ZHANG ; Guixi ZHANG ; Xiaojun ZHANG ; Guoqing ZHAO ; Jianpeng ZHAO ; Shuming ZHAO ; Beibei ZHENG ; Shangen ZHENG ; Huayou ZHOU ; Jicheng ZHOU ; Lihong ZHOU ; Mou ZHOU ; Xiaoyu ZHOU ; Xuelian ZHOU ; Yuan ZHOU ; Zheng ZHOU ; Zuhuang ZHOU ; Haiyan ZHU ; Peiyuan ZHU ; Changju ZHU ; Lili ZHU ; Zhengguo WANG ; Jianxin JIANG ; Deqing WANG ; Jiongcai LAN ; Quanli WANG ; Yang YU ; Lianyang ZHANG ; Aiqing WEN
Chinese Journal of Trauma 2024;40(10):865-881
Patients with severe trauma require an extremely timely treatment and transfusion plays an irreplaceable role in the emergency treatment of such patients. An increasing number of evidence-based medicinal evidences and clinical practices suggest that patients with severe traumatic bleeding benefit from early transfusion of low-titer group O whole blood or hemostatic resuscitation with red blood cells, plasma and platelet of a balanced ratio. However, the current domestic mode of blood supply cannot fully meet the requirements of timely and effective blood transfusion for emergency treatment of patients with severe trauma in clinical practice. In order to solve the key problems in blood supply and blood transfusion strategies for emergency treatment of severe trauma, Branch of Clinical Transfusion Medicine of Chinese Medical Association, Group for Trauma Emergency Care and Multiple Injuries of Trauma Branch of Chinese Medical Association, Young Scholar Group of Disaster Medicine Branch of Chinese Medical Association organized domestic experts of blood transfusion medicine and trauma treatment to jointly formulate Chinese expert consensus on blood support mode and blood transfusion strategies for emergency treatment of severe trauma patients ( version 2024). Based on the evidence-based medical evidence and Delphi method of expert consultation and voting, 10 recommendations were put forward from two aspects of blood support mode and transfusion strategies, aiming to provide a reference for transfusion resuscitation in the emergency treatment of severe trauma and further improve the success rate of treatment of patients with severe trauma.
9.Treatment of hypoxia-induced ED in high-altitude areas by transcutaneous low-frequency electrical stimulation based on the parameters obtained from visualized precision electrophysiological diagnosis
Rong-Rong YANG ; Ji-Xiong YAN ; Qi-Wei CHEN ; Fa-Ming WANG ; Zhan-Hu YE ; Wei GUO
National Journal of Andrology 2024;30(2):132-138
Objective:To investigate the effects of visualized precision electrophysiological diagnosis and transcutaneous low-frequency electrical stimulation(TES)on hypoxia-induced ED in high-altitude areas.Methods:This study included 152 ED pa-tients from high-altitude hypoxic areas treated by TES based on the parameters obtained from visualized precision electrophysiological diagnosis.We followed up the patients for 1 to 3 months and compared their ⅡEF-5 scores,nocturnal penile tumescence and rigidity(NPTR)and infrared thermal metabolic technology(TMT)-based temperature of the whole body and diseased parts before and after treatment.Results:All the patients successfully completed 1 to 3 courses of TES.There were no statistically significant differences in the ⅡEF-5 scores(P<0.05)and penile tip optimal erection rigidity and duration(P<0.01)of the patients before and after treat-ment.TMT images indicated a temperature change of>1.5 ℃ in the penis and bilateral inguinal regions after treatment,suggesting the effectiveness of electrical stimulation.No recurrence was observed during the follow-up.Conclusion:TES based on the parame-ters obtained from visualized precision electrophysiological diagnosis has a definite effect on hypoxia-induced ED by enhancing oxygen supply to the penile corpus cavernosum and improving its function and structure.
10.Artificial intelligence predicts direct-acting antivirals failure among hepatitis C virus patients: A nationwide hepatitis C virus registry program
Ming-Ying LU ; Chung-Feng HUANG ; Chao-Hung HUNG ; Chi‐Ming TAI ; Lein-Ray MO ; Hsing-Tao KUO ; Kuo-Chih TSENG ; Ching-Chu LO ; Ming-Jong BAIR ; Szu-Jen WANG ; Jee-Fu HUANG ; Ming-Lun YEH ; Chun-Ting CHEN ; Ming-Chang TSAI ; Chien-Wei HUANG ; Pei-Lun LEE ; Tzeng-Hue YANG ; Yi-Hsiang HUANG ; Lee-Won CHONG ; Chien-Lin CHEN ; Chi-Chieh YANG ; Sheng‐Shun YANG ; Pin-Nan CHENG ; Tsai-Yuan HSIEH ; Jui-Ting HU ; Wen-Chih WU ; Chien-Yu CHENG ; Guei-Ying CHEN ; Guo-Xiong ZHOU ; Wei-Lun TSAI ; Chien-Neng KAO ; Chih-Lang LIN ; Chia-Chi WANG ; Ta-Ya LIN ; Chih‐Lin LIN ; Wei-Wen SU ; Tzong-Hsi LEE ; Te-Sheng CHANG ; Chun-Jen LIU ; Chia-Yen DAI ; Jia-Horng KAO ; Han-Chieh LIN ; Wan-Long CHUANG ; Cheng-Yuan PENG ; Chun-Wei- TSAI ; Chi-Yi CHEN ; Ming-Lung YU ;
Clinical and Molecular Hepatology 2024;30(1):64-79
Background/Aims:
Despite the high efficacy of direct-acting antivirals (DAAs), approximately 1–3% of hepatitis C virus (HCV) patients fail to achieve a sustained virological response. We conducted a nationwide study to investigate risk factors associated with DAA treatment failure. Machine-learning algorithms have been applied to discriminate subjects who may fail to respond to DAA therapy.
Methods:
We analyzed the Taiwan HCV Registry Program database to explore predictors of DAA failure in HCV patients. Fifty-five host and virological features were assessed using multivariate logistic regression, decision tree, random forest, eXtreme Gradient Boosting (XGBoost), and artificial neural network. The primary outcome was undetectable HCV RNA at 12 weeks after the end of treatment.
Results:
The training (n=23,955) and validation (n=10,346) datasets had similar baseline demographics, with an overall DAA failure rate of 1.6% (n=538). Multivariate logistic regression analysis revealed that liver cirrhosis, hepatocellular carcinoma, poor DAA adherence, and higher hemoglobin A1c were significantly associated with virological failure. XGBoost outperformed the other algorithms and logistic regression models, with an area under the receiver operating characteristic curve of 1.000 in the training dataset and 0.803 in the validation dataset. The top five predictors of treatment failure were HCV RNA, body mass index, α-fetoprotein, platelets, and FIB-4 index. The accuracy, sensitivity, specificity, positive predictive value, and negative predictive value of the XGBoost model (cutoff value=0.5) were 99.5%, 69.7%, 99.9%, 97.4%, and 99.5%, respectively, for the entire dataset.
Conclusions
Machine learning algorithms effectively provide risk stratification for DAA failure and additional information on the factors associated with DAA failure.

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