1.Changing trend of benign hepatobiliary and pancreatic diseases among people aged 15—39 years in China in 1990—2021
Wenkai JIANG ; Huiqi SUN ; Junhao FENG ; Ru HE ; Wenrui PENG ; Ming TIAN
Journal of Clinical Hepatology 2026;42(1):160-166
ObjectiveTo investigate the changing trends of the incidence rate, prevalence rate, mortality rate, and disability-adjusted life years (DALYs) of benign hepatobiliary and pancreatic diseases among people aged 15 — 39 years in China in 1990 — 2021. MethodsThe data of 2021 Global Burden of Disease Study were downloaded to obtain the epidemiological data of liver fibrosis/chronic liver disease, benign gallbladder/biliary tract diseases, and pancreatitis among people aged 15 — 39 years in China, and estimated annual percentage change (EAPC) was calculated to assess the changing trends of incidence, prevalence, mortality, and DALY rates. The Bayesian age-period-cohort model was used to predict the incidence and mortality rates from 2022 to 2030. ResultsIn 2021, there were 10 448 778 new cases of benign hepatobiliary and pancreatic diseases among the individuals aged 15 — 39 years in China, which was increased by 3.8% compared with the data in 1990, while the numbers of prevalent cases, deaths, and DALYs were reduced by 20.4%, 59.6%, and 50.2%, respectively. In 2021, the age-standardized incidence rates of liver fibrosis/chronic liver disease, benign gallbladder/biliary tract diseases, and pancreatitis were 1 104.40/100 000, 1 045.05/100 000, and 16.64/100 000, respectively; the age-standardized prevalence rates were 20 592.37/100 000, 2 364.85/100 000, and 9.43/100 000, respectively; the age-standardized mortality rates were 1.61/100 000, 0.04/100 000, and 0.18/100 000, respectively. From 1990 to 2021, there was a tendency of increase in the age-standardized incidence rate of liver fibrosis/chronic liver disease (EAPC=0.43, 95% confidence interval [CI]: 0.23 — 0.63), and there was also a tendency of increase in the age-standardized incidence and prevalence rates of benign gallbladder/biliary tract diseases (incidence rate: EAPC=1.07, 95%CI: 0.91 — 1.24; prevalence rate: EAPC=0.75, 95%CI: 0.59 — 0.89), while there was a tendency of reduction in the age-standardized mortality rate of all three disease categories. Predictions for 2022 — 2030 indicated a potential reduction in the incidence rate of benign gallbladder/biliary tract diseases and an increase in the incidence rate of pancreatitis. ConclusionThere has been an overall upward trend in the incidence rate of liver fibrosis/chronic liver disease and gallbladder/biliary tract diseases over the past three decades, and it is needed to pay attention to the disease burden of benign hepatobiliary diseases among the people aged 15 — 39 years in China.
2.ResNet-Vision Transformer based MRI-endoscopy fusion model for predicting treatment response to neoadjuvant chemoradiotherapy in locally advanced rectal cancer: A multicenter study.
Junhao ZHANG ; Ruiqing LIU ; Di HAO ; Guangye TIAN ; Shiwei ZHANG ; Sen ZHANG ; Yitong ZANG ; Kai PANG ; Xuhua HU ; Keyu REN ; Mingjuan CUI ; Shuhao LIU ; Jinhui WU ; Quan WANG ; Bo FENG ; Weidong TONG ; Yingchi YANG ; Guiying WANG ; Yun LU
Chinese Medical Journal 2025;138(21):2793-2803
BACKGROUND:
Neoadjuvant chemoradiotherapy followed by radical surgery has been a common practice for patients with locally advanced rectal cancer, but the response rate varies among patients. This study aimed to develop a ResNet-Vision Transformer based magnetic resonance imaging (MRI)-endoscopy fusion model to precisely predict treatment response and provide personalized treatment.
METHODS:
In this multicenter study, 366 eligible patients who had undergone neoadjuvant chemoradiotherapy followed by radical surgery at eight Chinese tertiary hospitals between January 2017 and June 2024 were recruited, with 2928 pretreatment colonic endoscopic images and 366 pelvic MRI images. An MRI-endoscopy fusion model was constructed based on the ResNet backbone and Transformer network using pretreatment MRI and endoscopic images. Treatment response was defined as good response or non-good response based on the tumor regression grade. The Delong test and the Hanley-McNeil test were utilized to compare prediction performance among different models and different subgroups, respectively. The predictive performance of the MRI-endoscopy fusion model was comprehensively validated in the test sets and was further compared to that of the single-modal MRI model and single-modal endoscopy model.
RESULTS:
The MRI-endoscopy fusion model demonstrated favorable prediction performance. In the internal validation set, the area under the curve (AUC) and accuracy were 0.852 (95% confidence interval [CI]: 0.744-0.940) and 0.737 (95% CI: 0.712-0.844), respectively. Moreover, the AUC and accuracy reached 0.769 (95% CI: 0.678-0.861) and 0.729 (95% CI: 0.628-0.821), respectively, in the external test set. In addition, the MRI-endoscopy fusion model outperformed the single-modal MRI model (AUC: 0.692 [95% CI: 0.609-0.783], accuracy: 0.659 [95% CI: 0.565-0.775]) and the single-modal endoscopy model (AUC: 0.720 [95% CI: 0.617-0.823], accuracy: 0.713 [95% CI: 0.612-0.809]) in the external test set.
CONCLUSION
The MRI-endoscopy fusion model based on ResNet-Vision Transformer achieved favorable performance in predicting treatment response to neoadjuvant chemoradiotherapy and holds tremendous potential for enabling personalized treatment regimens for locally advanced rectal cancer patients.
Humans
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Rectal Neoplasms/diagnostic imaging*
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Magnetic Resonance Imaging/methods*
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Male
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Female
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Middle Aged
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Neoadjuvant Therapy/methods*
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Aged
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Adult
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Chemoradiotherapy/methods*
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Endoscopy/methods*
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Treatment Outcome
3.Research progresses of machine learning based on functional MRI for diagnosis and treatment of schizophrenia
Chenyu LIU ; Sumiao ZHOU ; Yun YI ; Yuanyuan HUANG ; Hehua LI ; Shixuan FENG ; Junhao LI ; Fengchun WU
Chinese Journal of Medical Imaging Technology 2023;39(12):1898-1901
Schizophrenia(SZ)is a serious mental illness,and traditional diagnostic methods are prone to missed and misdiagnosis.Using machine learning(ML)algorithms can extract SZ relative features from functional MRI(fMRI)data,hence being helpful for diagnosing and predicting treatment response of SZ.The research progresses of ML based on fMRI for diagnosis and treatment of SZ were reviewed in this article.
4.Application and optimization of CRISPR/Cas system in bacteria.
Junhao FU ; Fayu YANG ; Haihua XIE ; Feng GU
Chinese Journal of Biotechnology 2019;35(3):341-350
Clustered regular interspaced short palindromic repeats (CRISPR) system has been widely used in recent years. Compared with traditional genome editing technology, CRISPR/Cas system has notable advantages, including high editing efficiency, high specificity, low cost and the convenience for manipulation. Type Ⅱ and Ⅴ CRISPR/Cas system only requires a single Cas9 protein or a single Cpf1 protein as effector nucleases for cutting double-stranded DNA, developed as genome editing tools. At present, CRISPR/Cas9 technology has been successfully applied to the genome editing of eukaryotes such as zebrafish, mice and human cells, whereas limited progress has been made in the genome editing of bacteria. In our review, we describe CRISPR/Cas system, its mechanism and summarize the optimization and progress of genome editing in bacteria.
Animals
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Bacteria
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CRISPR-Cas Systems
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Endonucleases
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Gene Editing
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Humans
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Mice
5. Exploration on the training model of professional postgraduates in clinical pharmacy
Junhao JIANG ; Jianyong YUAN ; Xian YU ; Baogang XIE ; Shuang LIANG ; Bo YAN ; Chao YU ; Tao FENG
Chinese Journal of Medical Education Research 2019;18(12):1199-1201
In this study, the necessity of professional master's degree training in clinical pharmacy was analyzed by means of literature research and practice summary, and the existing problems in current professional curriculum, tutor team and practice teaching were discussed. In view of the existing problems, this paper puts forward that medical colleges and universities should give full play to their medical resources, draw lessons from the talents training experience of clinical pharmacists training base, adopt measures such as optimizing curriculum system, selecting tutors, attaching importance to practical teaching, so as to improve the quality of postgraduate training in clinical pharmacy, train high-level clinical pharmacists, and promote the development of clinical pharmacy in China.
6.Reformation and construction of pharmacotherapeutics curriculum
Yu YU ; Zhu YANG ; Chunjing ZHAO ; Qi FAN ; Yonghua YUAN ; Feng QIU ; Yuntao JIA ; Junhao JIANG ; Yan LIU ; Wengao JIANG
Chinese Journal of Medical Education Research 2017;16(4):341-345
In order to cultivate clinical pharmacy undergraduates to have better quality, Chongqing Medical University collaborated with The University of Chicago and University of Cincinnati in the reform of the course of pharmacotherapeutics. We build pharmacotherapeutics series curriculum with the center of disease, construct department of clinical pharmacy for transnational departments, build course leader and teaching team of pharmacotherapeutics series curriculum , compile teaching program and its material of pharmacotherapeutics series curriculum, build pharmacotherapeutics series curriculum and teaching model in line with the current direction of China's education system of clinical pharmacy training, reform teaching methods, and strengthen clinical pharmacy practice and community clinical pharmacy education.
7.Study on establishing risk index scoring for predicting perioperative mortality risk in aged patients undergoing non-neurologic and non-cardiovascular surgery
Bailin JIANG ; Yi FENG ; Junhao LIU
Chongqing Medicine 2017;46(28):3931-3934
Objective To develop a risk index scoring for predicting perioperative mortality risk in aged patients undergoing non-neurologic and non-cardiovascular surgery.Methods A total of 11 144 inpatients aged >65 years old undergoing non-neurologic and non-cardiovascular surgery in the People's Hospital of Peking University from December 2012 to March 2016 were selected and divided into the death group and survival group.The following variables were compared between the 2 groups:general data,comorbidities,preoperative laboratory tests and operation anesthesia.A multivariate Logistic regression analysis was performed on the risk factors for perioperative death in this group.The Bootstrapping method was performed for conducting internal validation.The parameters weighing of risk index scoring was established by correcting the partial regression coefficient of equation.Results The perioperative mortality was 1.0% (111 cases).Eight independent predicting factors were obtained by the regression analysis.Then the risk index scoring was defined:classification of the Association of American Physicians (grade Ⅰ:0 point;grade 1:3 points;grade Ⅲ or 1:4 points),BMI(<24 kg/m2:0 point;>24 kg/m2:-1 point),renal insufficiency(1 point),chronic obstructive pulmonary disease(3 points),diabetes needing insulin treatment(2 points),preoperative hypoalbuminemia (1 point),preoperative hyponatremia (1 point) and general anesthesia (1 point).The patients with risk scores<6 points were classified as low risk,patients with risk score 6-7 points were classified as intermediate risk and those with risk score> 7 were classified as high risk.The actual predicting risk of perioperative death in high risk patients >10%.The perioperative mortality risk index exhibited better diagnostic recognition ability (c-statistic=0.878).Conclusion The perioperative mortality risk of aged patients undergoing non-neurologic and non-cardiovascular surgery can be predicted by the risk index scoring,which can help to screen the high-risk individuals of perioperative death in order to give more carefully perioperative management.

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