1.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.
2.Metformin and statins reduce hepatocellular carcinoma risk in chronic hepatitis C patients with failed antiviral therapy
Pei-Chien TSAI ; Chung-Feng HUANG ; Ming-Lun YEH ; Meng-Hsuan HSIEH ; Hsing-Tao KUO ; Chao-Hung HUNG ; Kuo-Chih TSENG ; Hsueh-Chou LAI ; Cheng-Yuan PENG ; Jing-Houng WANG ; Jyh-Jou CHEN ; Pei-Lun LEE ; Rong-Nan CHIEN ; Chi-Chieh YANG ; Gin-Ho LO ; Jia-Horng KAO ; Chun-Jen LIU ; Chen-Hua LIU ; Sheng-Lei YAN ; Chun-Yen LIN ; Wei-Wen SU ; Cheng-Hsin CHU ; Chih-Jen CHEN ; Shui-Yi TUNG ; Chi‐Ming TAI ; Chih-Wen LIN ; Ching-Chu LO ; Pin-Nan CHENG ; Yen-Cheng CHIU ; Chia-Chi WANG ; Jin-Shiung CHENG ; Wei-Lun TSAI ; Han-Chieh LIN ; Yi-Hsiang HUANG ; Chi-Yi CHEN ; Jee-Fu HUANG ; Chia-Yen DAI ; Wan-Long CHUNG ; Ming-Jong BAIR ; Ming-Lung YU ;
Clinical and Molecular Hepatology 2024;30(3):468-486
Background/Aims:
Chronic hepatitis C (CHC) patients who failed antiviral therapy are at increased risk for hepatocellular carcinoma (HCC). This study assessed the potential role of metformin and statins, medications for diabetes mellitus (DM) and hyperlipidemia (HLP), in reducing HCC risk among these patients.
Methods:
We included CHC patients from the T-COACH study who failed antiviral therapy. We tracked the onset of HCC 1.5 years post-therapy by linking to Taiwan’s cancer registry data from 2003 to 2019. We accounted for death and liver transplantation as competing risks and employed Gray’s cumulative incidence and Cox subdistribution hazards models to analyze HCC development.
Results:
Out of 2,779 patients, 480 (17.3%) developed HCC post-therapy. DM patients not using metformin had a 51% increased risk of HCC compared to non-DM patients, while HLP patients on statins had a 50% reduced risk compared to those without HLP. The 5-year HCC incidence was significantly higher for metformin non-users (16.5%) versus non-DM patients (11.3%; adjusted sub-distribution hazard ratio [aSHR]=1.51; P=0.007) and metformin users (3.1%; aSHR=1.59; P=0.022). Statin use in HLP patients correlated with a lower HCC risk (3.8%) compared to non-HLP patients (12.5%; aSHR=0.50; P<0.001). Notably, the increased HCC risk associated with non-use of metformin was primarily seen in non-cirrhotic patients, whereas statins decreased HCC risk in both cirrhotic and non-cirrhotic patients.
Conclusions
Metformin and statins may have a chemopreventive effect against HCC in CHC patients who failed antiviral therapy. These results support the need for personalized preventive strategies in managing HCC risk.
3.Investigation and clarification of traditional measuring units of Tibetan medicine.
Qi-En LI ; Di-Gao WAN ; Fa-Rong YUAN ; Cai-Jia SUONAN ; Dai-Ji QINGMEI ; Yang-Xiu-Cuo DUOJIE ; Zhuo-Ma GENGJI ; Cuo-Mao TABA ; Peng-Cuo DAWA ; Zhong BANMA ; Cai-Rang DUOJIE ; Qu-Pei DANZENG ; Ci-Ren NIMA ; Xiao GUO
China Journal of Chinese Materia Medica 2023;48(5):1393-1401
Quantity is the key factor to ensure the safety and effectiveness of medicines. It is very important to study and determine the traditional measuring units and their quantity values of Tibetan medicine. Based on the literature records of Tibetan medicine and combined with modern experimental verification and investigation research, this study determined the reference, name, and conversion rate of traditional measuring units of Tibetan medicine. Meanwhile, through large sample sampling and repeated quantification of refe-rence of basic units, its weight and volume were clarified. The modern SI volume and weight unit values corresponding to the traditional volume and weight units of Tibetan medicine were deduced, and the correctness, reliability, and practicability of these determination results were demonstrated. This study also put forward some specific suggestions and reference values for formulating the standards of measuring units of weight and volume of Tibetan medicine. It is of great significance in guiding the processing, production, and clinical treatment of Tibetan medicine, and promoting the standardization and standardized development of Tibetan medicine.
Medicine, Tibetan Traditional
;
Reproducibility of Results
4.Electroacupuncture at Siguan points for migraine of liver yang hyperactivity: a randomized controlled trial.
Yi-Wen CAI ; Jian PEI ; Qin-Hui FU ; Jia XU ; Feng-Jiao SHEN ; Yi-Jun ZHAN ; Ming DAI
Chinese Acupuncture & Moxibustion 2022;42(5):498-502
OBJECTIVE:
To compare the clinical effect of electroacupuncture at Siguan points and flunarizine hydrochloride capsule on migraine of liver yang hyperactivity.
METHODS:
A total of 110 patients with migraine of liver yang hyperactivity were randomly divided into an electroacupuncture group (55 cases, 2 cases dropped off) and a western medication group (55 cases, 2 cases dropped off). In the electroacupuncture group, electroacupuncture was applied at Siguan points (Hegu [LI 4] and Taichong [LR 3]), with disperse-dense wave of 2 Hz/100 Hz in frequency and current intensity of 0.1-1 mA, 30 min each time, once a day, 5 times per week for 4 weeks. Flunarizine hydrochloride capsule was given orally in the western medication group, 10 mg a day for 4 weeks. The visual analogue scale (VAS) score and the migraine attack days were observed before and after treatment, during follow-up of 1, 3 and 6 months, and the migraine symptom score was observed before and after treatment in the two groups.
RESULTS:
After treatment, during follow-up of 1, 3 and 6 months, the VAS scores and the migraine attack days in the two groups were decreased compared with before treatment (P<0.05), and above indexes in the electroacupuncture group were lower than the western medication group (P<0.05). After treatment, the migraine symptom scores in the two groups were decreased (P<0.05), the change in the electroacupuncture group was greater than the western medication group (P<0.05).
CONCLUSION
Electroacupuncture at Siguan points could effectively reduce headache intensity and migraine attack days, relieve migraine symptoms in patients with migraine of liver yang hyperactivity, and the efficacy is superior to oral flunarizine hydrochloride capsules.
Acupuncture Points
;
Electroacupuncture
;
Flunarizine/therapeutic use*
;
Humans
;
Liver
;
Migraine Disorders/therapy*
5.Application of pretrained model based on electronic medical record in recognition of acute respiratory infection.
Meng Meng JIA ; Xi Zhao LIU ; Li QI ; Pei Xi DAI ; Qin LI ; Minig Yue JIANG ; Wen Ge TANG ; Ming Wei TAN ; Ting Ting LI ; Bin Shan JIANG ; Yu Hua REN ; Jun Li RAO ; Zhao Yang YAN ; Yan Lin CAO ; Wei Zhong YANG ; Hua RAN ; Luzhao FENG
Chinese Journal of Preventive Medicine 2022;56(11):1543-1548
Objective: To evaluate the recognition of acute respiratory infection (ARI) by a pretrained model based on electronic medical records (EMRs). Methods: 38 581 EMRs were obtained from Chongqing University Three Gorges Hospital in December 2021. Bidirectional encoder representation from transformers (BERT) pretrained model was used to identify ARI in EMRs. The results of medical professionals were considered as the gold standard to calculate the sensitivity, specificity, Kappa value, and area under the curve of the receiver operating characteristic (AUC). Results: There were 3 817 EMRs in the test set, with 1 200 ARIs. A total of 1 205 cases were determined as ARI by the model, with a sensitivity of 92.67% (1 112/1 200) and a specificity of 96.45% (2 524/2 617). The model identified ARI with similar accuracy in males and females (AUCs 0.95 and 0.94, respectively), and was more accurate in identifying ARI cases in those aged less than 18 than in adults 18-59 and adults 60 and older (AUCs 0.94, 0.89 and 0.94, respectively). The current model had a better identification of ARIs in outpatient patients than that in hospitalized patients, with AUCs of 0.74 and 0.95, respectively. Conclusion: The use of the BERT pretrained model based on EMRs has a good performance in the recognition of ARI cases, especially for the outpatients and juveniles. It shows a great potential to be applied to the monitoring of ARI cases in medical institutions.
Adult
;
Male
;
Female
;
Humans
;
Electronic Health Records
;
Respiratory Tract Infections/diagnosis*
;
Outpatients
6.Bendamustine treatment of Chinese patients with relapsed indolent non-Hodgkin lymphoma: a multicenter, open-label, single-arm, phase 3 study.
Yuan-Kai SHI ; Xiao-Nan HONG ; Jian-Liang YANG ; Wei XU ; Hui-Qiang HUANG ; Xiu-Bin XIAO ; Jun ZHU ; Dao-Bin ZHOU ; Xiao-Hong HAN ; Jian-Qiu WU ; Ming-Zhi ZHANG ; Jie JIN ; Xiao-Yan KE ; Wei LI ; De-Pei WU ; Shen-Miao YANG ; Xin DU ; Yong-Qian JIA ; Ai-Chun LIU ; Dai-Hong LIU ; Zhi-Xiang SHEN ; Lian-Sheng ZHANG ; Leonard JAMES ; Edward HELLRIEGEL
Chinese Medical Journal 2021;134(11):1299-1309
BACKGROUND:
Bendamustine was approved in China on May 26th, 2019 by the National Medical Product Administration for the treatment of indolent B-cell non-Hodgkin lymphoma (NHL). The current study was the registration trial and the first reported evaluation of the efficacy, safety, and pharmacokinetics of bendamustine in Chinese adult patients with indolent B-cell NHL following relapse after chemotherapy and rituximab treatment.
METHODS:
This was a prospective, multicenter, open-label, single-arm, phase 3 study (NCT01596621; C18083/3076) with a 2-year follow-up period. Eligible patients received bendamustine hydrochloride 120 mg/m2 infused intravenously on days 1 and 2 of each 21-day treatment cycle for at least six planned cycles (and up to eight cycles). The primary endpoint was the overall response rate (ORR); and secondary endpoints were duration of response (DoR), progression-free survival (PFS), safety, and pharmacokinetics. Patients were classified according to their best overall response after initiation of therapy. Proportions of patients in each response category (complete response [CR], partial response [PR], stable disease, or progressive disease) were summarized along with a two-sided binomial exact 95% confidence intervals (CIs) for the ORR.
RESULTS:
A total of 102 patients were enrolled from 20 centers between August 6th, 2012, and June 18th, 2015. At the time of the primary analysis, the ORR was 73% (95% CI: 63%-81%) per Independent Review Committee (IRC) including 19% CR and 54% PR. With the follow-up period, the median DoR was 16.2 months by IRC and 13.4 months by investigator assessment; the median PFS was 18.6 months and 15.3 months, respectively. The most common non-hematologic adverse events (AEs) were gastrointestinal toxicity, pyrexia, and rash. Grade 3/4 neutropenia was reported in 76% of patients. Serious AEs were reported in 29 patients and five patients died during the study. Pharmacokinetic analysis indicated that the characteristics of bendamustine and its metabolites M3 and M4 were generally consistent with those reported for other ethnicities.
CONCLUSION:
Bendamustine is an active and effective therapy in Chinese patients with relapsed, indolent B-cell NHL, with a comparable risk/benefit relationship to that reported in North American patients.
CLINICAL TRIAL REGISTRATION
ClinicalTrials.gov, No. NCT01596621; https://clinicaltrials.gov/ct2/show/NCT01596621.
Adult
;
Antineoplastic Combined Chemotherapy Protocols
;
Bendamustine Hydrochloride/therapeutic use*
;
China
;
Humans
;
Lymphoma, Non-Hodgkin/drug therapy*
;
Neoplasm Recurrence, Local/drug therapy*
;
Prospective Studies
;
Rituximab/therapeutic use*
7.Development and Application of Automatic Analysis and Surveillance Platform for Chrimerism in Donors and Recipients after Allo-HSCT.
Jian-Cheng FANG ; Fang WANG ; Li-Li YUAN ; Mian-Mian WANG ; Ting-Ting LI ; Yi-Hang YANG ; Yang LIU ; Xiao-Li MA ; Xue CHEN ; Yang ZHANG ; Dai-Jing NIE ; Jia-Qi CHEN ; Hong-Xing LIU
Journal of Experimental Hematology 2020;28(3):1012-1018
OBJECTIVE:
To develop an automated chimeric analysis and reporting platform based on short tandem repeat (STR) and capillary electrophoresis methods for allogeneic hematopoietic stem cell transplantation (allo-HSCT) so as to improve work efficiency.
METHODS:
Apache, MySQL, PHP and HTML5 were used to build the database and interface. The STR locus geno typing and chimeric analysis logic and flow were set up on the basis of STR rules and capillary electrophoresis. STR genotyping and 194 times of chimeric testing data of 100 patients after allo-HSCT were used to test the platform for automatic STR locus genotyping, chimeric calculation and report generation.
RESULTS:
The established platform could realize the functions of STR locus customization, STR genotype determination, automatic chimeric analysis, and detection information database management, which can automatically generate an integrated report including multiple sequential chimeric results and trend graphs for the same patient and can be accessed and used simultaneously by different users through different browser interfaces. The results of automated analysis by the platform are completely consistent with that of manual analysis by experienced technicians, and the possibility of manual analysis error is reduced through automation. The time required for automatic analysis using this platform is approximately 1/6-1/5 of manual analysis.
CONCLUSION
The automatic analysis platform built in this study is operation stable and reliable in analysis results, which can improve work efficiency and report connotation, thus worthing popularized and applicable.
Electrophoresis, Capillary
;
Genotype
;
Hematopoietic Stem Cell Transplantation
;
Humans
;
Microsatellite Repeats
;
Tissue Donors
8.Two symmetrical unsaturated acids isolated from Viscum album.
Duo CAO ; Li-Qing WANG ; Xiao-Min HAN ; Hui-Rui GUAN ; Meng LEI ; Ya-Hui WEI ; Liang CHENG ; Pei-Ming YANG ; Zheng-Liang SUN ; Wen GAO ; Jia-Kun DAI
Chinese Journal of Natural Medicines (English Ed.) 2019;17(2):145-148
In the present study, two new acetylene conjugate compounds, dibutyl (2Z, 6Z)-octa-2, 6-dien-4-yne dioate (1), and dibutyl (2E, 6E)- octa-2, 6-dien-4-yne dioate (2), were isolated from the dry stem leaves of Viscum album, along with nine known compounds (3 - 11). Their structures were confirmed on the basis of spectroscopic data. Compounds 1 and 8 showed antioxidant activity against xanthine oxidase (XOD) and 1,1-diphenyl-2-picrylhydrazyl radical 2,2-diphenyl-1-(2,4,6-trinitrophenyl) hydroxyl (DPPH), with the IC of 1.22 and 1.33 μmol·L, and the SC of 4.34 and 8.22 μmol·L, respectively.
Acetylene
;
chemistry
;
Antioxidants
;
chemistry
;
pharmacology
;
Biphenyl Compounds
;
chemistry
;
Molecular Structure
;
Picrates
;
chemistry
;
Plant Extracts
;
chemistry
;
pharmacology
;
Plant Leaves
;
chemistry
;
Viscum album
;
chemistry
;
Xanthine Oxidase
;
chemistry
9.A clinical study of allogeneic hematopoietic stem cell transplantation in 23 patients with early T-cell precursor acute lymphoblastic leukemia.
Yuan Xin ZHU ; Ming Qing ZHU ; Hai Ping DAI ; Si Ning LIU ; Jia YIN ; Zheng LI ; Qing Ya CUI ; Xia Ming ZHU ; De Pei WU ; Xiao Wen TANG
Chinese Journal of Hematology 2019;40(12):1021-1025
Objective: Early T-cell precursor acute lymphoblastic leukemia (ETP-ALL) is a recently recognized high-risk T lymphoblastic leukemia subgroup. The optimal therapeutic approaches to adult patients with ETP-ALL are poorly characterized. In this study, we explore the efficacy and outcome of allogeneic hematopoietic stem cell transplantation (allo-HSCT) for ETP-ALL. Methods: The clinical data of 23 patients with ETP-ALL receiving allo-HSCT from 2010 to 2018 were retrospectively analyzed. Patients with ETP-ALL were diagnosed based on the characteristic immunophenotypes. Second-generation sequencing was done in all patients. As to the donors, 12 patients had haploidentical donors (Haplo-HSCT) , 7 HLA-matched sibling donors (Sib-HSCT) and 4 HLA-matched unrelated donors (URD-HSCT) . Before transplantation, 19 patients achieved complete remission (CR) and 4 patients without. Results: The main clinical features of ETP-ALL included high white blood cell counts in 5 patients, splenomegaly in 14, lymphadenopathy in 19, and thymus masses in 5. According to cytogenetic and molecular characteristics, 11 patients had gene mutations related to myeloid tumors, and 7 with high risk Karyotype. After first induction regimen, 14/23 patients achieved CR. 5 patients reached CR after more than 2 cycles of chemotherapy, while another 4 patients did not reach CR. After allo-HSCT, 22 patients were successfully implanted. The median time of granulocyte and platelet reconstitution was +12 and +19 days. One patient died of transplant-related infection at +14 days. The estimated 18-month overall survival (OS) and relapse-free survival (RFS) rates were (55.0±14.4) % and (48.1±14.7) % respectively. Transplant-related mortality was 4.3%. The median OS in patients achieving CR before transplantation was 20 months, however, that in patients without CR was only 13 months. OS and RFS between haplo-HSCT and sib-HSCT were comparable (P=0.460 and 0.420 respectively) . Conclusions: Allo-HSCT is an effective therapy in some patients with ETP-ALL. Salvage HSCT cannot overcome the poor outcome. Haplo-HSCT and sib-HSCT in ETP-ALL patients have the similar clinical outcome.
Adult
;
Hematopoietic Stem Cell Transplantation
;
Humans
;
Precursor Cell Lymphoblastic Leukemia-Lymphoma
;
Precursor Cells, T-Lymphoid
;
Remission Induction
;
Retrospective Studies
10.Modeling and biological effects of radiation-induced xerostomia
xia Bi LI ; yi Qian CHEN ; hui Zhen DAI ; yun Jing YE ; jing Wen WANG ; Shan CHEN ; peng Jia ZHANG ; yi Pei CHEN
Chinese Journal of Tissue Engineering Research 2017;21(32):5164-5169
BACKGROUND: There is little information available in the mechanism of radiation-induced salivary gland injury, and its treatment and prevention are still at the exploratory stage.OBJECTIVE: To establish a rat model of radiation-induced xerostomia with 18 Gy electron beam and to observe the pathological changes of the submandibular gland and changes in saliva ingredients.METHODS: Totally 115 Wistar rats were randomly divided into exposure and control groups: the rats in the exposure group were subjected to anesthesia, and the submandibular gland received 18 Gy electron beam radiation to establish the model of radiation-induced xerostomia. The rats in the control group were only anesthetized but not exposed to radiation. The water intake was recorded at 21 dys after modeling. The saliva was collected and the submandibular gland was removed at 1, 3, 7, 14, 21, 28, 35 and 42 days to detect the saliva volume and submandibular gland index,and the morphological changes of the submandibular gland were observed by hematoxylin-eosin staining.RESULTS AND CONCLUSION: At 1-21 days after modeling, the average daily water intake was (6.42±1.91) mL in the exposure group and (4.82±1.20) mL in the control group, respectively (P < 0.05). During 42 days after modeling, the saliva secretion volume in the exposure group was lower than that in the control group, which was the lowest on day 7,and the difference was significant at 7, 21, 28 and 42 days after modeling between two groups (P < 0.05). The submandibular gland index in the exposure group was significantly lower than that in the control group at 1 and 21-42 days after modeling (P < 0.05). Hematoxylin-eosin staining results showed that in the exposure group, the rat submandibular gland appeared with inflammatory infiltration, glandular atrophy and karyopyknosis that were aggravated with time until day 42. To conclude, the rat model of radiation-induced xerostomia is established successfully with 18 Gy beam, characterized as increased water intake, decreased saliva volume and progressive aggravation of pathological injury of the submandibular gland.

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