1.Correlation of blood lipids and body mass index with Helicobacter pylori infection
Jiajie WANG ; Fengzhen LIAO ; Chang ZHOU ; Lin FENG
Chinese Journal of Primary Medicine and Pharmacy 2024;31(2):252-256
Objective:To correlate blood lipids and body mass index (BMI) with Helicobacter pylori (Hp) infection. Methods:A total of 303 participants who underwent physical examinations at The 903 Hospital of PLA Joint Logistics Support Force from May 2022 to May 2023 were included in this case-control study. These patients were divided into an Hp-infected group ( n = 97) and a non-Hp-infected group ( n = 206) based on whether they had Hp infection or not. Participants' body height and weight were recorded, and BMI was calculated. The levels of four blood lipid indicators were determined using an automatic biochemical analyzer. The distribution of different BMIs and abnormal statuses of these four blood lipid indicators were compared between the two groups. Spearman correlation analysis was used to analyze the correlation between Hp infection and these four blood lipid indicators. A multivariate logistic regression model was applied to analyze the influential factors for Hp infection. Results:The number of participants who had 24 kg/m 2 ≤ BMI < 28 kg/m 2 [39.17% (38/97)] and the number of participants who had BMI ≥ 28 kg/m 2 [10.31% (10/97)] in the Hp-infected group was significantly higher than those in the non-Hp-infected group [19.90% (41/206) and 2.43% (5/206), χ2 = 12.71, 7.11, P < 0.001, 0.008]. The decrease rate of high-density lipoprotein cholesterol (HDL-C), increase rate of low-density lipoprotein cholesterol (LDL-C), increase rate of triglyceride (TG), and increase rate of total cholesterol (TC) in the Hp-infected group were 23.71% (23/97), 31.96% (31/97), 17.53% (17/97), and 22.68% (22/97), respectively, which were significantly higher than 9.22% (19/206), 11.17% (23/206), 7.28% (15/206), and 8.74% (18/206) in the non-Hp-infected group ( χ2 = 11.59, 19.47, 7.33, 11.19, P = 0.001, < 0.001, 0.007, 0.001). The Spearman analysis showed that Hp infection was linearly positively correlated with BMI, LDL-C, TG, and TC ( r = 0.571, 0.519, 0.473, 0.535, all P < 0.001), while it was linearly negatively correlated with HDL-C ( r = -0.628, P < 0.001). Multivariate logistic regression analysis showed that BMI ≥ 24 kg/m 2, decreased HDL-C, increased LDL-C, elevated TG, and elevated TC are independent risk factors for Hp infection. Conclusion:Blood lipids and BMI are closely associated with Hp infection, and abnormal blood lipids and elevated BMI are independent risk factors for Hp infection.
2.Effects of the various herbs and different proportions of the herbs in Huidu Yinhua powder on methicillin-resistant Staphylococcus aureus
Yufen LI ; Shuang JIANG ; Wu SONG ; Tao JIANG ; Chang LIU ; Haofang ZHOU ; Yating TANG ; Lin WEI ; Xin SU
Chinese Journal of Comparative Medicine 2024;34(2):63-71
Objective To study the inhibitory effect of Huidu Yinhua powder from the Orthodox Manual of External Medicine on methicillin-resistant Staphylococcus aureus(MRSA),virulence factor α-hemolysin(Hla)activity,and biofilm formation,and to explore the optimal ratios of Huidu Yinhua powder and provide experimental support for its use.Methods The inhibitory effects of Huidu Yinhua powder and the herbs in the formula on USA300 were analyzed by the minimum inhibitory concentration(MIC),minimum bactericidal concentration(MBC),and disk diffusion assay(K-B method).Hemolysis,neutralization,oligomerization,and Western blot assays were used to verify in which form the drug inhibits the activity of virulence factor α-hemolysin(Hla).A biofilm assay was performed to evaluate the inhibitory effect of Huidu Yinhua powder on biofilm.Orthogonal experiments were performed to explore the optimal ratio of Huidu Yinhua powder.Results Huidu Yinhua powder inhibited the MRSA strain with a MIC90 of 64 mg/mL and an MBC of 256 mg/mL with antibacterial circle diameter of(7.50±0.50)mm.Huidu Yinhua powder inhibited Hla activity by inhibiting Hla secretion.The minimum effective concentration(MEC)was 16 mg/mL,and the MEC of biofilm was 8 mg/mL.In Huidu Yinhua powder,honeysuckle and astragalus only affected the hemolytic activity of MRSA and biofilm formation without inhibiting bacterial growth.The hemolytic activity and biofilm of MEC were both 32 mg/mL.Glycyrrhiza had a strong bacterial inhibitory capacity with a MIC90 of 8 mg/mL and biofilm MEC of 1 mg/mL without showing inhibitory hemolytic activity at subinhibitory concentrations.The orthogonal experiment showed that,at a ratio of honeysuckle,astragalus,and glycyrrhiza in Huidu Yinhua powder of 1∶2∶4,the MIC90 was 16 mg/mL,MEC of hemolytic activity was 8 mg/mL and that of biofilm was 4 mg/mL,both of which were the lowest among the nine groups.Conclusions Huidu Yinhua powder affects the hemolytic activity and biofilm formation of MRSA at subinhibitory concentrations with the optimal ratio of honeysuckle,astragalus,and glycyrrhiza being 1∶2∶4.
3.In vitro study on the sealing effect of different shapes of cuff tracheal tubes under the lowest safe pressure
Chunyuan ZHAO ; Ling HUANG ; Zi WEI ; Long CHANG ; Jing LIN ; Chunfeng ZHOU
Chinese Critical Care Medicine 2024;36(1):28-32
Objective:To compare the effectiveness of cylindrical-shaped and conical-shaped cuff catheters for airway closure using different pressure measurement methods at the lowest safe pressure and to guide the clinical application.Methods:Twenty-four patients with endotracheal intubation admitted to the intensive care unit (ICU) of Guangxi Medical University Cancer Hospital from December 2021 to January 2022 were enrolled. Leakage test in vitro was performed on the secretion on the patients' cuff. The needle and plunger from 20 mL syringe was separated, the syringe was sealed with adhesive, and the syringe nozzle was filled thoroughly to create a tracheal model. Consecutively, both cylindrical-shaped and conical-shaped cuff catheters were inserted into the simulated trachea, and the cuff pressure was calibrated to 20 cmH 2O (1 cmH 2O≈0.098 kPa) before commencing the experiment. The viscosity of the secretion on the patients' cuff was classified (grade Ⅰ was watery subglottic secretion, grade Ⅱ was thick subglottic secretion, grade Ⅲ was gel-like subglottic secretion), and the same viscosity secretion was injected into the catheter cuff. Utilizing a self-control approach, intermittent pressure measurement was initially conducted on both the cylindrical-shaped and conical-shaped cuff by improved pressure measurement method (intermittent pressure measurement group), followed by continuous pressure measurement experiment (continuous pressure measurement group). The leakage volume of the three viscosity subglottic secretions and the values of cuff pressure measurement of different shaped cuff catheters at 4, 6, 8 hours of inflation were recorded. Results:A total of 180 retention samples were extracted from 24 patients with tracheal intubation during ventilation, with 90 samples in each of the two groups using different pressure measurement methods, and 30 samples of retention materials with different viscosities in each group. In the intermittent pressure measurement group, at 4 hours of inflation, all samples of secretion with grade Ⅰ and grade Ⅱ on cylindrical-shaped cuff leaked, while 3 samples of secretion with grade Ⅲ also leaked. For conical-shaped cuff, 28 samples of secretion with grade Ⅰ leaked, only 2 samples of secretion with grade Ⅱ leaked, and there was no leak for secretion with grade Ⅲ. At 6 hours of inflation, all samples of the three viscosity secretions on different shaped cuffs leaked. The leakage was gradually increased with the prolongation of inflation time. In the continuous pressure measurement group, at 4 hours of inflation, all samples of secretion with grade Ⅰ on cylindrical-shaped cuff leaked, while 29 samples of secretion with grade Ⅱ leaked, and there was no leak for secretion with grade Ⅲ. For the conical-shaped cuff, 26 samples of secretion with grade Ⅰ leaked, and there was no leak for secretion with grade Ⅱ and grade Ⅲ. At 6 hours of inflation, the conical-shaped cuff still had no leak for secretion with grade Ⅲ. As the inflation time prolonged, the leakage of subglottic secretion on different shaped cuffs in both groups was gradually increased. At 8 hours of inflation, all samples experienced leakage, but the leakage of subglottic secretion on different shaped cuffs in the continuous pressure measurement group was significantly reduced as compared with the intermittent pressure measurement group [leakage for secretion with grade Ⅲ (mL): 1.00 (0.00, 1.25) vs. 2.00 (1.00, 2.00) on the cylindrical-shaped cuff, 1.00 (0.00, 1.00) vs. 2.00 (2.00, 2.00) on the conical-shaped cuff, both P < 0.01]. The values of pressure measurement of cuffs with different shapes at different time points of inflation in the continuous pressure measurement group were within the set range (20-21 cmH 2O). The cuff pressure at 4 hours of inflation in the intermittent pressure measurement group was significantly lower than the initial value (cmH 2O: 18.3±0.6 vs. 20.0±0.0 in the cylindrical-shaped cuff, 18.4±0.6 vs. 20.0±0.0 in the conical-shaped cuff, both P < 0.01), and the cuff pressure in both shaped cuffs showed a significant decrease tendency as inflation time prolonged. However, there was no statistically significant difference in values of pressure measurement between the different shaped cuff catheters. Conclusions:Continuous pressure monitoring devices can maintain the effective sealing of conical-shaped cuff catheters at the lowest safe pressure. When using an improved pressure measurement method for intermittent pressure measurement and/or using a cylindrical cuff catheter, the target pressure should be set at 25-30 cmH 2O, and the cuff pressure should be adjusted regularly.
4.Clinical trial of Morinda officinalis oligosaccharides in the continuation treatment of adults with mild and moderate depression
Shu-Zhe ZHOU ; Zu-Cheng HAN ; Xiu-Zhen WANG ; Yan-Qing CHEN ; Ya-Ling HU ; Xue-Qin YU ; Bin-Hong WANG ; Guo-Zhen FAN ; Hong SANG ; Ying HAI ; Zhi-Jie JIA ; Zhan-Min WANG ; Yan WEI ; Jian-Guo ZHU ; Xue-Qin SONG ; Zhi-Dong LIU ; Li KUANG ; Hong-Ming WANG ; Feng TIAN ; Yu-Xin LI ; Ling ZHANG ; Hai LIN ; Bin WU ; Chao-Ying WANG ; Chang LIU ; Jia-Fan SUN ; Shao-Xiao YAN ; Jun LIU ; Shou-Fu XIE ; Mao-Sheng FANG ; Wei-Feng MI ; Hong-Yan ZHANG
The Chinese Journal of Clinical Pharmacology 2024;40(6):815-819
Objective To observe the efficacy and safety of Morinda officinalis oligosaccharides in the continuation treatment of mild and moderate depression.Methods An open,single-arm,multi-center design was adopted in our study.Adult patients with mild and moderate depression who had received acute treatment of Morinda officinalis oligosaccharides were enrolled and continue to receive Morinda officinalis oligosaccharides capsules for 24 weeks,the dose remained unchanged during continuation treatment.The remission rate,recurrence rate,recurrence time,and the change from baseline to endpoint of Hamilton Depression Scale(HAMD),Hamilton Anxiety Scale(HAMA),Clinical Global Impression-Severity(CGI-S)and Arizona Sexual Experience Scale(ASEX)were evaluated.The incidence of treatment-related adverse events was reported.Results The scores of HAMD-17 at baseline and after treatment were 6.60±1.87 and 5.85±4.18,scores of HAMA were 6.36±3.02 and 4.93±3.09,scores of CGI-S were 1.49±0.56 and 1.29±0.81,scores of ASEX were 15.92±4.72 and 15.57±5.26,with significant difference(P<0.05).After continuation treatment,the remission rate was 54.59%(202 cases/370 cases),and the recurrence rate was 6.49%(24 cases/370 cases),the recurrence time was(64.67±42.47)days.The incidence of treatment-related adverse events was 15.35%(64 cases/417 cases).Conclusion Morinda officinalis oligosaccharides capsules can be effectively used for the continuation treatment of mild and moderate depression,and are well tolerated and safe.
5.Clinical trial of different courses of caffeine citrate in the treatment of very low birth weight infants
Yan-Feng ZHAO ; Fei YANG ; Xiao-Mei ZHOU ; Lin YE ; Xiao-Wen CHANG ; Xian-Li YE ; Yan WANG
The Chinese Journal of Clinical Pharmacology 2024;40(16):2325-2328
Objective To compare the efficacy and safety of different courses of caffeine citrate injection in the treatment of very low birth weight infants.Methods Very low birth weight infants were divided into long course group and routine course according to cohort method.2 groups of children were given intravenous infusion of caffeine citrate injection loading dose(20 mg·kg-1)within 3 days after birth,and the dose was maintained at 5 mg·kg-1 after 24 hours(qd).In the long course group,caffeine citrate injection was used to correct gestational age>34 weeks,and in the routine course,caffeine citrate injection was used to correct gestational age 33-34 weeks.The use of caffeine citrate injection,clinical efficacy,neonatal behavioral neurological scale(NBNA)score and the occurrence of adverse drug reactions were compared between the two groups.Results 116 cases were included in this study,64 cases in the long course group and 52 cases in the routine course.After treatment,the total clinical effective rate of the long course group and the routine course was 92.19%and 94.23%,respectively,with no statistical significance(P>0.05).The total duration of caffeine citrate injection were(60.53±8.92)and(48.17±5.24)days,respectively;the corrected gestational age at withdrawal were(36.02±1.56)and(33.18±1.27)weeks,respectively.The corrected gestational age were(34.31±0.48)and(32.06±0.51)weeks;the milk volume were(32.69±2.14)and(23.85±1.69)mL,respectively,with statistical significance(all P<0.05).The starting age of caffeine citrate injection were(59.65±3.42)and(58.35±3.11)h in the long course group and the routine course,respectively,with no statistical significance(P>0.05).Before treatment,the NBNA score of the long course and routine courses were 36.49±6.78 and 35.58±4.22,respectively;the NBNA score of long course and conventional course after treatment were 43.25±6.88 and 44.12±7.42,respectively.Compared with before treatment,NBNA score in both groups were higher after treatment,with statistical significance(all P<0.05).There was no significant difference in NBNA score between the long course group and the routine course(P>0.05).The incidence of bronchopulmonary dysplasia(84.38%vs 51.92%)and decreased hemoglobin concentration(17.75%vs 5.77%)in the long course group were significantly higher than those in the routine course(all P<0.05).Conclusion Long-term use of caffeine citrate injection to correct gestational age>34 weeks has no significant effect on clinical treatment,neurological function and intellectual development of very low birth weight infants.
6.Correlation of Serum Adropin and Cystatin C with Diabetic Nephropathy
Lin ZHU ; Shuchang ZHOU ; Chang LIU
Journal of Medical Research 2024;53(9):103-107,55
Objective To investigate the relationship between serum Adropin level and cystatin C(CysC)level and DKD in patients with diabetic kidney disease(DKD),and to provide an effective basis for the clinical diagnosis and treatment of DKD.Methods The clinical data of 219 patients with type 2diabetes mellitus(T2DM)admitted to Zhengzhou Central Hospital of Zhengzhou University from September 2022 to June 2023 were retrospectively analyzed,they were divided into normal albuminuria group(n=109),microalbuminuria group(n=65),and massive albuminuria group(n=45)according to the urinary albumin/creatinine ratio(UACR).Another 120healthy subjects were selected as healthy control group.The clinical indexes of the four groups were analyzed and compared.Results The serum Adropin level in the healthy control group,normal albuminuria group,microalbuminuria group,and massive albuminuria group decreased in order,and the CysC level increased in order,and the differences between the groups were statistically significant(P<0.05).Spearman correlation analysis showed that the level of serum Adropin was negatively correlated with age,duration of DM,systolic blood pressure(SBP),UACR,CysC,and β2-microglobulin(β2-MG);the level of CysC was positively correlated with age,duration of DM,SBP,UACR,and β2-MG;the levels of serum Adropin and CysC were negatively correlated with body mass index.The results of receiver operating characteristic curve analysis showed that serum Adropin and CysC had diagnostic value for DKD(P<0.05).Conclusion The lower the serum Adropin level and the higher the CysC level in DKD patients,the disease is more serious.In predic-ting DKD,serum Adropin and CysC may become serological indicators for diagnosing DKD,providing more and more powerful evidence for the early diagnosis of DKD.
7.Effects of montelukast sodium combined with compound methoxyphenamine on airway inflammation, intercellular adhesion molecule-1, toll-like receptor 4, and soluble programmed death ligand 1 levels in patients with post-infection cough
Fengzhen LIAO ; Longfang LIN ; Jiajie WANG ; Chang ZHOU ; Lin FENG
Chinese Journal of Primary Medicine and Pharmacy 2024;31(11):1627-1632
Objective:To investigate the effects of montelukast sodium combined with compound methoxyphenamine on airway inflammation, intercellular adhesion molecule-1 (ICAM-1), toll-like receptor 4 (TLR4), and soluble programmed death ligand 1 (sPD-L1) levels in patients with post-infection cough.Methods:A total of 200 patients with post-infection cough who received treatment at The 903 Hospital of the PLA Joint Logistics Support Force from January to December 2023 were included in this randomized controlled study. The patients were divided into an observation group ( n = 100) and a control group ( n = 100) using the random number table method. The control group received oral administration of compound methoxyphenamine capsules, while the observation group received oral administration of montelukast sodium in addition to compound methoxyphenamine capsules. Both groups were treated for 7 days. The therapeutic effects as well as daytime and nighttime cough scores, airway inflammation change, serum ICAM-1, TLR4, and sPD-L1 levels, and Leicester Cough Questionnaire scores were compared between the two groups. Results:The total effective rate in the observation group was 95% (95/100), which was significantly higher than that in the control group [84% (84/100), Z = 2.49, P < 0.05]. After treatment, the daytime and nighttime cough scores in the observation group were (1.24 ± 0.31) points and (1.02 ± 0.31) points, respectively, which were significantly lower than those in the control group [(2.17 ± 0.65) points, (1.94 ± 0.47) points, t = 12.91, 16.34, both P < 0.001]. Serum levels of hypersensitive C-reactive protein, interleukin-8, tumor necrosis factor-alpha in the observation group were (8.84 ± 2.21) mg/L], (82.34 ± 13.24) mg/L, and (78.94 ± 13.24) ng/L, respectively, which were significantly lower than those in the control group [(12.76 ± 2.53) mg/L, (127.18 ± 35.17) mg/L, (102.31 ± 21.08) ng/L, t = 11.67, 11.93, 9.39, all P < 0.001]. The ICAM-1 and TLR4 levels in the observation group were (178.32 ± 21.23) μg/L and (7.45 ± 2.32) ng/L, respectively, which were significantly lower than those in the control group [(247.18 ± 25.64) μg/L, (19.98 ± 4.53) ng/L, t = 20.69, 24.62, both P < 0.001], while sPD-L1 level in the observation group [(2.34 ± 0.37) ng/L] was significantly higher than that in the control group [(1.72 ± 0.41) ng/L, t = -11.23, P < 0.001]. The quality-of-life scores in the observation group for social [(2.61 ± 0.25) points], psychological [(6.56 ± 0.45) points], physical [(7.65 ± 0.72) points], and total score [(16.81 ± 2.51) points] were significantly higher than those in the control group [(2.14 ± 0.30) points, (5.44 ± 0.52) points, (6.07 ± 0.65) points, (13.74 ± 2.68) points, t = 12.04, 16.29, 16.29, 8.36, all P < 0.001]. Conclusion:Montelukast sodium combined with compound methoxyphenamine is highly effective in treating post-infection cough in patients. The combined therapy can reduce airway inflammation, lower ICAM-1 and TLR4 levels, and increase sPD-L1 levels.
8.Development of Cognitive Assessment Scale for Spinal Cord Injury Rehabilitation and its reliability and validity
Haixia XIE ; Hua ZHAI ; Xinyu WANG ; Jun'an ZHOU ; Feng SHEN ; Airong WU ; Ying LIU ; Rundi CHEN ; Xuheng ZENG ; Peipei LIN ; Fengshui CHANG
Chinese Journal of Modern Nursing 2024;30(26):3507-3513
Objective:To develop a Cognitive Assessment Scale for Spinal Cord Injury (SCI) Rehabilitation and conduct reliability and validity tests in community-dwelling patients with SCI.Methods:Based on expectation value theory, social cognition theory, and goal setting theory, a Cognitive Assessment Scale for SCI Rehabilitation was developed through literature review, group discussions, patient trials, and expert verification. From February to December 2021, convenience sampling was used to select 231 community-dwelling patients with SCI as research subjects, including 67 community-dwelling patients with SCI who participated in rehabilitation training at Shanghai Sunshine Rehabilitation Center and 164 patients with SCI in the "Hope Home" WeChat group of Shanghai Sunshine Rehabilitation Center. Research subjects were surveyed using the Cognitive Assessment Scale for SCI Rehabilitation (patient version), 9-item depression scale of Patient Health Questionnaire, 7-item Generalized Anxiety Disorder Scale, EuroQol 5 Dimension-Visual Analogue Scale (EQ-VAS), General Self-Efficacy Scale, and general information questionnaire. SPSS 16.0 software and Amos 21.0 software were used for correlation analysis and reliability and validity testing.Results:The Cognitive Assessment Scale for SCI Rehabilitation (patient version) included two primary dimensions, eight secondary dimensions, and 24 items. The trial showed good results among patients with SCI and their caregivers, and experts generally agreed. Exploratory factor analysis found that the scale were divided into recognition dimension and understanding dimension. Cronbach's α coefficient of the scale was 0.98, the correlation coefficient between each item and its corresponding dimension was 0.75 to 0.88, and our results indicated good test-retest reliability. Correlation analysis showed that patient anxiety and depression scores were negatively correlated with rehabilitation cognitive scores ( P<0.05), and self-efficacy, quality of life were positively correlated with rehabilitation cognitive scores ( P<0.05) . Conclusions:The Cognitive Assessment Scale for SCI Rehabilitation is scientific and feasible, with good reliability and validity, and can be used to evaluate the rehabilitation cognition of community-dwelling patients with SCI.
9.Effect of prior statins use on the mortality rate among adult sepsis patients with type 2 diabetes
Qiuhua ZHANG ; Zhiming ZHANG ; Jianye DU ; Tong LIN ; Chang JIAO ; Jianmin LI ; Jing ZHOU
Journal of Chinese Physician 2024;26(9):1356-1359
Objective:To evaluate the effect of prior statins use on the in-hospital mortality of adult sepsis patients with type 2 diabetes (T2DM).Methods:A total of 3 545 sepsis patients with T2DM were retrospectively collected from the Critical Care Medical Information Market (MIMIC Ⅳ) database, with in-hospital mortality rate as the outcome variable. According to whether they have taken statins in the past, they were divided into two groups and propensity score matching was used. Multivariate Cox regression analysis was performed to calculate the adjusted hazard ratio ( HR) and 95% CI, and the relationship between past statins use and in-hospital mortality in sepsis patients with T2DM was analyzed. Results:A total of 3 545 sepsis patients with T2DM were included between 2008 and 2016. 1 556 patients used statins before admission, and 1 989 patients did not use statins. After propensity score matching, the number of patients who had previously used statins and those who had not used statins were 1 230 and 1 298, respectively. After adjusting for potential confounding factors, it was found that previous use of statins was associated with a reduced in-hospital mortality rate ( HR=0.82, 95% CI: 0.61-0.99, P=0.038). Kaplan Meier curves showed that sepsis patients with T2DM who used statins before admission had a lower in-hospital mortality rate (Log rank test: P<0.001). Conclusions:Pre admission use of statins may be associated with a reduced mortality rate in sepsis patients with concomitant T2DM.
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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