1.Prediction of duloxetine blood concentration in patients with depression based on machine learning
Ming QIAO ; Lu JIN ; Yi ZHU ; Junping HU
China Pharmacy 2025;36(6):752-757
OBJECTIVE To provide medication reference for duloxetine use in clinical settings, particularly for patients with depression in primary medical institutions in Xinjiang that lack therapeutic drug monitoring conditions. METHODS The medical records of 281 depression inpatients taking duloxetine in the First Affiliated Hospital of Xinjiang Medical University from January 2022 to December 2023 were retrospectively collected. They were divided into training set (196 cases) and test set (85 cases) in the ratio of 7∶3. Feature selection was performed by encapsulating random forests (RF) with recursive feature elimination. Four machine learning algorithms, namely support vector machine, RF, extreme gradient boosting (XGBoost) and artificial neural network, were used to construct duloxetine blood concentration prediction model. The prediction performance of the models was evaluated and compared by coefficient of determination (R2), mean absolute error (MAE) and root mean squared error (RMSE). The feature of the selected optimal model was explained by Shapley additive explanation method, and the importance ranking of the features and the influence on the prediction results of duloxetine blood concentration were determined. RESULTS A total of 29 characteristic variables were selected, including age, ethnicity, body mass index(BMI), etc. XGBoost showed the highest R2 (0.808), and the lowest MAE (7.644) and RMSE (10.808). The ranking of feature importance for predicting the blood concentration of duloxetine was as follows: BMI>age>other 20 feature sets (including liver and kidney function and biochemical indicators)>daily dosage>comorbidities>combination therapy>ethnicity>white blood cell count>hemoglobin>height. CONCLUSIONS XGBoost model possesses the best prediction performance of duloxetine blood concentration; BMI and age have a greater impact on the prediction of duloxetine blood concentration.
2.Effects of different radiation doses on the accuracy of quantitative iodine concentration and CT value of virtual monochromatic image in second-generation dual-layer detector spectral CT
Qiaoling WU ; Junping TIAN ; Daming ZHANG ; Zhengyu JIN ; Xiaomei LU ; Shenghui YU ; Yun WANG
Basic & Clinical Medicine 2023;43(12):1866-1870
Objective To investigate the effect of different radiation doses on the accuracy of iodine quantification and CT value of virtual monochromatic image with a muti-spectral CT iodine phantom using second-generation dual-layer detector spectral CT(DLCT).Methods The second-generation DLCT scan abdominal phantom was used,which consisted of six different concentrations of iodine rods at 4,8 and 12 g/L.The scan parameters were set at 100,120 and 140 kVp tube voltages,and six radiation exposure sequences were scanned at each tube voltage:5,10,15,20,25 and 30 mGy.Measure the iodine concentration value and the CT value at the single level of 50,70 and 100 keV,and calculate the absolute error value of iodine concentration and CT value under different radiation exposure.SPSS 22.0 software single factor analysis of variance was used to compare the difference between the io-dine concentration and the absolute error of CT value under different Radiation exposure,and LSD method was used to compare the two groups.Results The absolute error of CT value of 4 g/L iodine rod with 10~30 mGy scanning at 100 keV energy level was significantly higher than that of 12 g/L and 8 g/L(P<0.05),and the absolute error of iodine concentration measurement of other iodine rods with different concentrations at different Radiation exposure had no statistical difference.Conclusions The second-generation double-layer detector spectral CT has high meas-urement stability for iodine concentration quantification and CT value accuracy under conditions of radiation dose greater than 5 mGy.
3.Ultrasonic examination and management of adult atrial septal aneurysm
Xuejun KONG ; Xingxing WANG ; Ning MA ; Junping JIN ; Qingfen CHAI
Chinese Journal of Health Management 2021;15(5):469-473
Objective:To explore the ultrasonography and classification management strategy for adult atrial septal aneurysm (ASA).Methods:Of 138 patients diagnosed with ASA by the transthoracic echocardiography (TTE), in No.83 Army Hospital and No.988 Hospital of Joint Logistic Support Force from January 2015 to October 2019, 103 underwent the transesophageal echocardiography (TEE), and all were examined by the right heart contrast transthoracic echocardiography (cTTE). According to the semi-quantitative method, the shunt was graded, classified, and managed through follow-up or surgical treatment.Results:In the resting state, among 138 patients, 26 cases were detected by TTE as ASA with patent foramen ovale (PFO), showing left-to-right shunt. Among 112 patients with no shunt detected by TTE, 103 cases underwent TEE, of whom 44 cases had PFO and left-to-right shunt. The detection rate of PFO shunt by TEE was significantly higher than that of TTE (42.72% vs 18.84%, P<0.001). Out of the 138 patients who underwent cTTE, 96 cases had different degrees of right-to-left shunt. According to the semi-quantitative standard, there were 15 cases of grade Ⅰ, 28 cases of grade Ⅱ, and 53 cases of grade Ⅲ. The detection rate of cTTE was significantly higher than that of TTE and TEE (69.56% vs 18.84% and 42.72%, both P<0.001). Among these 96 patients with right-to-left shunt detected by cTTE, 52 cases (54.17%) were clinically diagnosed as cryptogenic stroke, with right-to-left shunt in 6 cases of grade Ⅰ, 12 cases of grade Ⅱ, and 34 cases of grade Ⅲ. The number of new infarcts in patients with grade Ⅱ or Ⅲ shunts who received PFO closure via catheter was significantly lower than that of patients who did not receive closure therapy (0 vs 27.27%, P=0.011). Conclusion:ASA combined with PFO and right-to-left shunts were detected more frequently by ultrasonography combined with cTTE in adults, this helps to formulate a reasonable management strategy.
4.A real-world study on the effectiveness of elbasvir/grazoprevir in the treatment of genotype 1 chronic hepatitis C
Kuan LI ; Huibin NING ; Huiming JIN ; Zhen PENG ; Junping LIU ; Mengyang MA ; Jia SHANG
Chinese Journal of Infectious Diseases 2021;39(1):31-34
Objective:To evaluate the efficacy and safety of elbasvir/grazoprevir (EBR/GZR) in patients with genotype 1 chronic hepatitis C in the real-world.Methods:This was an open-label, single-center, retrospective real-world study. A total of 103 genotype 1 chronic hepatitis C patients who were treated with EBR/GZR in Henan Provincial People′s Hospital from May 2018 to October 2019 were enrolled.And the clinical baseline characteristics of patients and the effectiveness and safety of antiviral therapy were respectively evaluated.Results:A total of 103 patients were enrolled in the study with an age of (47.6±13.9) years. Fifty-five (53.4%) patients were male and 48(46.6%) were female. One point nine percent (2/103) patients were genotype 1a hepatitis C and 98.1%(101/103) were genotype 1b hepatitis C. Seventeen genotype 1b hepatitis C patients were previously treated with interferon, and three patients co-infected with hepatitis B virus (HBV). Among the 103 cases, 35 had underlying diseases and 26 had combined medication. Ninty-eight cases completed 12-week treatment and 89 cases completed 12-week follow-up after treatment.Overall, 89 cases achieved sustained virological response. The overall incidence of adverse reactions was 20.4%(21/103), and the main adverse reactions were fatigue, insomnia and anxiety. No serious adverse event occurred. The three patients with HBV co-infection had no hepatitis B activation after treatment.Conclusion:EBR/GZR is effective and safe in the patients with genotype 1 chronic hepatitis C in China.
5. A real-world study of paritaprevir/ritonavir-ombitasvir combined with dasabuvir in the treatment of genotype 1b chronic hepatitis C
Junping LIU ; Yongqian CHENG ; Jiming ZHANG ; Huiming JIN ; Huibin NING ; Kuan LI ; Mengyang MA ; Yanan WU ; Zhen PENG ; Hui YIN ; Cuiping LIU ; Jia SHANG
Chinese Journal of Hepatology 2018;26(12):927-932
Objective:
To recognize the efficacy and safety of paritaprevir/ritonavir-ombitasvir combined with dasabuvir (OBV/PTV/RTV+DSV) in the treatment of genotype 1b chronic hepatitis C.
Methods:
Patients with genotype 1b chronic hepatitis C who were admitted to the People's Hospital of Henan Province, Huashan Hospital of Shanghai and the Fifth Medical Center of the General Hospital of the People's Liberation Army of China between November 2017 to August 2018 were enlisted. All patients received OBV/PTV/RTV+DSV antiviral therapy. HCV RNA levels were measured at baseline, weeks 1, 2, 3, 4, 8, 12, and 24, then 12 weeks, and 24 weeks after completion of treatment; patients’ comorbidity, concomitant medications, and clinical adverse events were recorded.
Results:
108 patients were enrolled in the study, with an average age of 49.1 years, 44 patients were male (40.8%), 96.3% (104/108) were newly diagnosed, and four patients had previous treatment history, of whom three were treated with IFN and one with IFN + DAA. Ninety-eight cases completed 12 weeks treatment and 89 cases were in follow up for 12 weeks, after discontinuation of the drug. Overall, 89 cases (100%) achieved SVR12.One patient treated with PR and DAA had HCV RNA level of 869175 IU/mL at 4 weeks of treatment, which was significantly higher than the baseline HCV RNA level (301776IU/ML), and was judged as failure of treatment; and follow-up was discontinued. Of all enrolled patients, 19 (17.6%) had underlying diseases and 15 (13.9%) had combined medications. During treatment, adverse events (AE) occurred in 11 patients (10.1%). The main adverse events were pruritus and elevated bilirubin.
Conclusion
Combined antiviral therapy (OBV/PTV/RTV+DSV) of 12 weeks are highly effective with good safety profile in the treatment of Chinese patients with genotype 1b chronic hepatitis C.
6.The efficacy and safety of daclatasvir combined with asunprevir in the treatment of 26 cases with chronic hepatitis C
Junping LIU ; Huiming JIN ; Huibin NING ; Cuiping LIU ; Qian ZHANG ; Erhui XIAO ; Kuan LI ; Jia SHANG
Chinese Journal of Infectious Diseases 2018;36(10):611-615
Objective To explore the efficacy and safety of daclatasvir (DCV ) combined with asunprevir (ASV) for chronic genotype 1b (GT1b) hepatitis C .Methods Twenty-nine GT1b hepatitis C patients who were treated with DCV combined ASV in Henan Provincial People′s Hospital from September 2017 to November 2017 were included .Hepatitis C virus (HCV ) RNA levels were tested before treatment ,1 week ,2 weeks ,3 weeks ,4 weeks ,8 weeks ,12 weeks and 24 weeks after treatment , and 12 weeks after the end of the treatment .The comorbidities ,combined use of drugs and adverse clinical events were registered .T test was used to compare the measurement data with normal distribution and M (P25,P75) was used for measurement data with non-normal distribution .Results A total of 29 patients with GT1b were included ,with 4 cirrhosis cases and 25 non cirrhotic cases .Seven patients had history of previous interferon and ribavirin combination treatment .There were 9 patients with comorbidity and 7 patients with combined medication . Finally , 25 patients completed a 24-week course of antiviral treatment ;3 patients were lost to follow-up ,and 1 patient withdrew after 16weeks of antiviral treatment because of a virus rebound .Of the 26 followed up patients ,25 achieved sustained virological response at 12-week (SVR12 ) , and one patient failed .And the HCV RNA NS5A resistance-associated variants (RAV) were detected in the patients with treatment failure .No severe adverse clinical events occurred in 26 patients .Conclusions DCV combined with ASV is effective and safe in the treatment of GT 1b chronic hepatitis C .However , the effect of RAV on therapeutic efficacy should be concerned during the treatment .
7. The clinical diagnosis value and significance of serum sH2a level on early hepatic fibrosis degree
Lei WANG ; Peihua JIN ; Huanjia QU ; Yanming JIANG ; Jie WANG ; Ling GONG ; Gongying CHEN ; Mengfei ZHU ; Junping SHI
Chinese Journal of Experimental and Clinical Virology 2017;31(1):57-61
Objective:
We aimed, in our prospective study, to assess the predictive value of serum non-invasive and biochemical markers for clinical diagnosis of significant fibrosis (including early stages).
Methods:
We measured sH2a levels in serum, comparing with routine liver function markers. We compared blindly pretreatment serum samples from a cohort of hepatitis B patients without non-alcoholic fatty liver disease(NAFLD), which had histological grades of liver fibrosis, with NAFLD individuals and CHB with NAFLD patients. Statistical analysis was by Student′s t test, and receiver-operating characteristic (ROC) curves were drawn.
Results:
ROC curves showed that serum sH2a had greater diagnostic performance than routine liver function markers compared with histological grades of liver fibrosis(S0, S1-2, S3-4). ROC curves showed that using a sH2a cut-off point of 0.79 was with highest sensitivity as 63% and highest specificity as 80%. And sensitivity as 96.7% and specificity as 75.5% when using a sH2a cut-off point of 0.77.
Conclusions
sH2a has the potential to be a uniquely sensitive and specific novel marker for liver fibrosis and function.
8. Value of hydrogen proton magnetic resonance spectroscopy in the determination of liver triglyceride in patients with fatty liver disease and its influencing factors
Huanjia QU ; Lei WANG ; Peihua JIN ; Qi GAO ; Jingxin ZHOU ; Yu SONG ; Jie WANG ; Yanming JIANG ; Ling GONG ; Gongying CHEN ; Jianping DING ; Junping SHI
Chinese Journal of Hepatology 2017;25(11):858-863
Objective:
To investigate the value of 1H-magnetic resonance spectroscopy (1H-MRS) in determining the content of liver triglyceride in patients with fatty liver disease (FLD), as well as its influencing factors.
Methods:
A total of 124 patients with nonalcoholic fatty liver disease (NAFLD), chronic hepatitis B (CHB), or hepatitis B complicated by FLD who underwent liver biopsy in the Affiliated Hospital of Hangzhou Normal University were enrolled, and the clinical data, serological markers, FibroScan results, and 1H-MRS results were collected. A correlation analysis was performed with the results of liver biopsy as the gold standard, and the influence of factors including hepatitic B virus (HBV) infection and obesity on accuracy was analyzed. A one-way analysis of variance was used for comparison of means between the three groups, and the LSD or SNK test (for homogeneity of variance) or the Tamhane’s or Dunnett’s test (heterogeneity of variance) was used for comparison between any two groups. The t-test was used for comparison of continuous data between groups, and the chi-square test was used for comparison of categorical data. The MRS-PDFF receiver operating characteristic (ROC) curve was plotted, the area under the ROC curve (AUC) was calculated, the optimal cut-off points for the diagnosis of NAFLD were estimated, and sensitivity and specificity were calculated.
Results:
The NAFLD group (42 patients) and the CHB + NAFLD group (40 patients) had a significantly higher proton density fat fraction (PDFF, the content of triglyceride in the liver) than the CHB group (42 patients) (16.84±9.76/9.39 ± 5.50 vs 3.45 ± 1.63,
9.Preliminary observation of the anatomical structures of the brain in WHBE rabbits by 3.0 T magnetic resonance imaging system
Yongming PAN ; Ping JIN ; Jianqin XU ; Junping LIU ; Zhaowei CAI ; Maosheng XU ; Minli CHEN
Acta Laboratorium Animalis Scientia Sinica 2017;25(4):356-361
Objective To observe the morphological structures of WHBE rabbit brain in vivo based on 3.0 T magnetic resonance imaging system (MRI), accumulate the basic biological data of WHBE rabbit brain imaging, and provide a background information to further expand the WHBE rabbit application.Methods Nine healthy adult male WHBE rabbits were intravenously anesthetized with 3% pentobarbital sodium.3.0 T MRI plus rabbit brain dedicated coil was used to perform routine transverse and sagittal scans, and the size of brain structures were measured.Results MRI scanning can be successfully performed to obtain sagittal and transverse T2WI or T1WI images of WHBE rabbit brain in vivo, and can be clearly observed the basic structures of WHBE rabbit brains in vivo, such as olfactory bulb, cerebrum, cerebellum and pituitary gland.In addition, high signal was found in the hippocampus of the left and right temporal lobes in 4 rabbits with T2WI, but also low signal appeared in the corresponding regions in T1WI, and the others were not abnormal.Meanwhile, the reference data of frontal lobe, hippocampus, cerebrum, lateral ventricles, pituitary gland and other related anatomical structures were also obtained.Conclusions Using the 3.0 T magnetic resonance imaging system and rabbit brain coil,the morphological and anatomical structures of rabbit brain can be clearly observed, and the basic imaging data of WHBE rabbits brain have been established preliminarily.
10.Analysis of genotype 1b hepatitis C virus NS5A resistance-associated variants and its related factors
Huibin NING ; Huiming JIN ; Erhui XIAO ; Junping LIU ; Jia SHANG
Chinese Journal of Infectious Diseases 2017;35(12):730-733
Objective To analyze hepatitis C virus genotype(HCV GT)1b NS5A resistance-associated variants(RAV)and its related factors,and to provide references for direct-acting antivirals (DAA)agent selection and application.Methods From January 2017 to July 2017,53 hepatitis C patients were selected from the Department of Infectious Diseases of Henan Province People's Hospital. The mutations of L31M and Y93H in NS5A RAV were analyzed in 43 HCV GT1b patients,and their correlations with hepatitis C virus,liver function,platelet and liver fibrosis diagnostic model[APRI, gamma-glutamyl transpeptidase to platelet ratio(GPR),FIb-4]were analyzed.The quantitative data were compared by two independent samples t test,and the qualitative data were compared by chi square test. Results Fifty-three subjects were enrolled,including 43 GT1b(9 males and 34 females)and 10 GT2a(2 males and 8 females).No other genotype was detected.The incidence of NS5A RAV in 43 HCV GT1b patients was 13.9%(6/43),of which L31M and Y93H were 1/43(2.3%)and 5/43(11.6%)with no significant difference(χ2= 1.500,P= 0.219).There were no significant differences in HCV RNA, ALT,AST,albumin,platelets and age between patients with or without mutation(all P> 0.05). Conclusions The incidence of NS5A RAV in HCV GT1b patients is high,but not affected by virus, biochemical factors and liver fibrosis.The detection of NS5A RAV before HCV treatment is helpful for rational selection of DAA,which could reduce the drug resistance.

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