1.Guideline-driven clinical decision support for colonoscopy patients using the hierarchical multi-label deep learning method.
Junling WU ; Jun CHEN ; Hanwen ZHANG ; Zhe LUAN ; Yiming ZHAO ; Mengxuan SUN ; Shufang WANG ; Congyong LI ; Zhizhuang ZHAO ; Wei ZHANG ; Yi CHEN ; Jiaqi ZHANG ; Yansheng LI ; Kejia LIU ; Jinghao NIU ; Gang SUN
Chinese Medical Journal 2025;138(20):2631-2639
BACKGROUND:
Over 20 million colonoscopies are performed in China annually. An automatic clinical decision support system (CDSS) with accurate semantic recognition of colonoscopy reports and guideline-based is helpful to relieve the increasing medical burden and standardize the healthcare. In this study, the CDSS was built under a hierarchical-label interpretable classification framework, trained by a state-of-the-art transformer-based model, and validated in a multi-center style.
METHODS:
We conducted stratified sampling on a previously established dataset containing 302,965 electronic colonoscopy reports with pathology, identified 2041 patients' records representative of overall features, and randomly divided into the training and testing sets (7:3). A total of five main labels and 22 sublabels were applied to annotate each record on a network platform, and the data were trained respectively by three pre-training models on Chinese corpus website, including bidirectional encoder representations from transformers (BERT)-base-Chinese (BC), the BERT-wwm-ext-Chinese (BWEC), and ernie-3.0-base-zh (E3BZ). The performance of trained models was subsequently compared with a randomly initialized model, and the preferred model was selected. Model fine-tuning was applied to further enhance the capacity. The system was validated in five other hospitals with 3177 consecutive colonoscopy cases.
RESULTS:
The E3BZ pre-trained model exhibited the best performance, with a 90.18% accuracy and a 69.14% Macro-F1 score overall. The model achieved 100% accuracy in identifying cancer cases and 99.16% for normal cases. In external validation, the model exhibited favorable consistency and good performance among five hospitals.
CONCLUSIONS
The novel CDSS possesses high-level semantic recognition of colonoscopy reports, provides appropriate recommendations, and holds the potential to be a powerful tool for physicians and patients. The hierarchical multi-label strategy and pre-training method should be amendable to manage more medical text in the future.
Humans
;
Colonoscopy/methods*
;
Deep Learning
;
Decision Support Systems, Clinical
;
Female
;
Male
2.Efficacy and Safety of Decitabine-Based Myeloablative Preconditioning Regimen for allogeneic Hematopoietic Stem Cell Transplantation in Patients with Acute Myeloid Leukemia.
Xia-Wei ZHANG ; Jing-Jing YANG ; Ning LE ; Yu-Jun WEI ; Ya-Nan WEN ; Nan WANG ; Yi-Fan JIAO ; Song-Hua LUAN ; Li-Ping DOU ; Chun-Ji GAO
Journal of Experimental Hematology 2025;33(2):557-564
OBJECTIVE:
To analyze the efficacy and safety of decitabine-based myeloablative preconditioning regimen for allogeneic hematopoietic stem cell transplantation (allo-HSCT) in patients with acute myeloid leukemia (AML).
METHODS:
The clinical characteristics and efficacy of 115 AML patients who underwent allo-HSCT at the First Medical Center of Chinese PLA General Hospital from August 2018 to August 2022 were retrospectively analyzed, including 37 patients treated with decitabine conditioning regimen (decitabine group) and 78 patients without decitabine conditioning regimen (non-decitabine group). The cumulative incidence of relapse (CIR), overall survival (OS), leukemia-free survival (LFS), non-relapse mortality (NRM) and graft versus host disease (GVHD) were analyzed.
RESULTS:
For the patients in first complete remission (CR1) state before allo-HSCT, the 1-year relapse rates of decitabine group(22 cases) and non-decitabine group(69 cases) were 9.1% and 29.6%, respectively, the difference was statistically significant(P =0.042). The 1-year cumulative incidence of acute graft-versus-host disease (aGVHD) in decitabine group and non-decitabine group was 62.2% and 70.5%, respectively, and the 1-year cumulative incidence of chronic inhibitor-versus-host disease (cGVHD) was 18.9% and 14.1%, respectively, there were no significant differences in the incidence of aGVHD and cGVHD between the two groups (P >0.05). Of the 115 patients, there were no significantly differences in the 1-year CIR(21.7% vs 28.8%, P =0.866), NRM(10.9% vs 3.9%, P =0.203), OS(75.2% vs 83.8%, P =0.131) and LFS(74.6% vs 69.1%, P =0.912) between the decitabine group(37 cases) and the non-decitabine group(78 cases).
CONCLUSION
Decitabine-based conditioning regimen could reduce the relapse rate of AML CR1 patients with good safety.
Humans
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Leukemia, Myeloid, Acute/therapy*
;
Hematopoietic Stem Cell Transplantation/methods*
;
Decitabine/therapeutic use*
;
Transplantation Conditioning/methods*
;
Retrospective Studies
;
Graft vs Host Disease
;
Transplantation, Homologous
;
Male
;
Female
;
Adult
;
Middle Aged
;
Adolescent
;
Young Adult
3.Expert consensus on the diagnosis and treatment of cemental tear.
Ye LIANG ; Hongrui LIU ; Chengjia XIE ; Yang YU ; Jinlong SHAO ; Chunxu LV ; Wenyan KANG ; Fuhua YAN ; Yaping PAN ; Faming CHEN ; Yan XU ; Zuomin WANG ; Yao SUN ; Ang LI ; Lili CHEN ; Qingxian LUAN ; Chuanjiang ZHAO ; Zhengguo CAO ; Yi LIU ; Jiang SUN ; Zhongchen SONG ; Lei ZHAO ; Li LIN ; Peihui DING ; Weilian SUN ; Jun WANG ; Jiang LIN ; Guangxun ZHU ; Qi ZHANG ; Lijun LUO ; Jiayin DENG ; Yihuai PAN ; Jin ZHAO ; Aimei SONG ; Hongmei GUO ; Jin ZHANG ; Pingping CUI ; Song GE ; Rui ZHANG ; Xiuyun REN ; Shengbin HUANG ; Xi WEI ; Lihong QIU ; Jing DENG ; Keqing PAN ; Dandan MA ; Hongyu ZHAO ; Dong CHEN ; Liangjun ZHONG ; Gang DING ; Wu CHEN ; Quanchen XU ; Xiaoyu SUN ; Lingqian DU ; Ling LI ; Yijia WANG ; Xiaoyuan LI ; Qiang CHEN ; Hui WANG ; Zheng ZHANG ; Mengmeng LIU ; Chengfei ZHANG ; Xuedong ZHOU ; Shaohua GE
International Journal of Oral Science 2025;17(1):61-61
Cemental tear is a rare and indetectable condition unless obvious clinical signs present with the involvement of surrounding periodontal and periapical tissues. Due to its clinical manifestations similar to common dental issues, such as vertical root fracture, primary endodontic diseases, and periodontal diseases, as well as the low awareness of cemental tear for clinicians, misdiagnosis often occurs. The critical principle for cemental tear treatment is to remove torn fragments, and overlooking fragments leads to futile therapy, which could deteriorate the conditions of the affected teeth. Therefore, accurate diagnosis and subsequent appropriate interventions are vital for managing cemental tear. Novel diagnostic tools, including cone-beam computed tomography (CBCT), microscopes, and enamel matrix derivatives, have improved early detection and management, enhancing tooth retention. The implementation of standardized diagnostic criteria and treatment protocols, combined with improved clinical awareness among dental professionals, serves to mitigate risks of diagnostic errors and suboptimal therapeutic interventions. This expert consensus reviewed the epidemiology, pathogenesis, potential predisposing factors, clinical manifestations, diagnosis, differential diagnosis, treatment, and prognosis of cemental tear, aiming to provide a clinical guideline and facilitate clinicians to have a better understanding of cemental tear.
Humans
;
Dental Cementum/injuries*
;
Consensus
;
Diagnosis, Differential
;
Cone-Beam Computed Tomography
;
Tooth Fractures/therapy*
4.Current Progress of 5-Methylcytosine RNA Methylation in Non-Neoplastic Kidney Diseases.
Chen ZHANG ; Zi-Xia ZHAO ; Wu SI ; Jun-Jun LUAN ; Hua ZHOU
Acta Academiae Medicinae Sinicae 2025;47(1):86-94
RNA methylation is a key process in the epigenetic regulation of post-transcriptional gene expression.5-Methylcytosine(m5C)is a type of RNA methylation,commonly existing in eukaryotic mRNA and non-coding RNAs.It mainly regulates transfer RNA stability,ribosomal RNA assembly,and mRNA translation,stability,and translation.RNA methylation is dynamically reversible and regulated by methyltransferase,demethylase,and methylation recognition protein.It has been confirmed that aberrant m5C RNA methylation is involved in the pathogenesis of non-neoplastic kidney diseases.This article summarizes the current progress of m5C RNA methylation associated with non-neoplastic acute and chronic kidney diseases,aiming to provide potential targets for the diagnosis and treatment of such diseases.
Humans
;
Methylation
;
5-Methylcytosine/metabolism*
;
Kidney Diseases/metabolism*
;
Epigenesis, Genetic
;
RNA Methylation
5.Teaching practice of movable virtual reality equipment in human anatomy classroom teaching
Ping LIU ; Xuan FANG ; Hui-Ru DING ; Li-Ju LUAN ; Yan ZHANG ; Jun WANG ; Huai-Cun LIU ; Wei-Guang ZHANG
Acta Anatomica Sinica 2025;56(5):607-611
Objective To explore the integration value of mobile virtual reality devices in the classroom teaching of human anatomy,and to evaluate their potential impact on the in-depth construction of human anatomy knowledge,the cultivation of spatial cognitive ability,and the transformation of teaching paradigms from the perspectives of cognitive load theory and situated learning.Methods The undergraduate students majoring in clinical medicine in Peking University were selected as the research objects.Among them,students in grade 2019 were the control group,and students in grade 2022 were the experimental group,introducing movable virtual anatomy equipment and other teaching auxiliary method in theory and practice courses.The final exam scores of the two groups of students were compared,and a questionnaire survey was conducted for the experimental group after the course,and the survey result were statistically analyzed.Results The final examination result showed that the average score of the experimental group was 82.47±10.19,and the average score of the control group was 74.82±16.56,which was significantly higher in the experimental group than in the control group,with statistical significance(P<0.05).The questionnaire survey result showed that compared with traditional classroom teaching,94.62%of students preferred the new auxiliary teaching mode such as VR,96.77%of students believed that VR assisted teaching could achieve the traditional teaching effect or better,95.7%of them think that it improved students' interest in learning human anatomy,and 98.92%thought that it improved students' knowledge of anatomy.Conclusion The application of mobile virtual reality devices in anatomy classroom teaching provides immersive and interactive 3D visualization teaching scenarios,effectively reducing students' cognitive load on abstract and complex anatomical structures,promoting spatial understanding and knowledge internalization,significantly improving teaching effectiveness and self-learning ability,thus changing the traditional anatomy teaching mode and laying a solid foundation for the development of future medical education and the cultivation of medical talents.
6.Integrated teaching practice of medical imaging and human anatomy courses in Peking University
Ping HE ; Qing-Yuan HE ; Li-Ju LUAN ; Li-Hua QIN ; Wei-Guang ZHANG ; Xuan FANG ; Jun-Hao YAN
Acta Anatomica Sinica 2025;56(6):738-742
Objective To explore how to organically integrate the human anatomy curriculum with medical imaging,thereby enhancing medical students' spatial understanding and 3D reconstruction skills,and strengthening their anatomical foundation and clinical competence.This approach aims to bridge the gap between basic science and clinical practice while cultivating clinical thinking abilities.Methods In this study,the medical imaging knowledge was introduced into the anatomy curriculum in Peking University,enabling students to better understand the human body structure and its relationship to the clinical practice with aid of the ultrasound and MRI method.After the course concluded,we evaluated the examination result and learning satisfaction data from the anatomy course.Results The result showed that students provided positive feedback,showing increased interest in learning,enhanced initiative,significant improvement in their anatomy grades(P<0.01),and a notable enhancement in their ability to apply basic knowledge to solve clinical problems(P<0.05).Conclusion The integrated teaching approach of medical imaging and human anatomy courses provides innovative ideas and practical method for medical students to learn the basic medical course and enhance their clinical skills in the future.
7.Shenqi Chongcao Formula ameliorates inflammatory response in rats with pulmonary fibrosis by activating the ASS1/src/STAT3 signaling pathway
Cheng HE ; Wei CHEN ; Nianzhi ZHANG ; Jun LUAN ; Sanfeng WANG ; You ZHANG
Journal of Southern Medical University 2024;44(4):644-651
Objective To observe the effect of Shenqi Chongcao (SQCC) Formula on the ASS1/src/STAT3 signaling pathway in a rat model of lung fibrosis and explore its therapeutic mechanism. Methods A total of 120 male SD rats were divided equally into 5 groups, including a blank control group with saline treatment and 4 groups of rat models of idiopathic pulmonary fibrosis induced by intratracheal instillation of bleomycin. One day after modeling, the rat models were treated with daily gavage of 10 mL/kg saline, SQCC decoction (0.423 g/kg), pirfenidone (10 mL/kg), or intraperitoneal injection of arginine deiminase (ADI; 2.25 mg/kg, every 3 days) for 28 days. After the treatments, the lung tissues of the rats were collected for calculating the lung/body weight ratio, observing histopathology using HE and Masson staining, and analyzing the inflammatory cells in BALF using Giemsa staining. Serum chemokine ligand 2 (CCL2) and transforming growth factor-β1 (TGF-β1) levels were measured with ELISA. The protein expressions of src, p-srcTry529, STAT3, and p-STAT3Try705 and the mRNA expressions of ASS1, src and STAT3 in the lung tissues were detected using Western blotting and RT-qPCR. Results The neutrophil, macrophage and lymphocyte counts and serum levels of CCL2 and TGF-β1 were significantly lower in SQCC, pirfenidone and ADI treatment groups than in the model group at each time point of measurement (P<0.05). P-srcTry529 and p-STAT3Try705 protein expression levels and ASS1, src, and STAT3 mRNA in the lung tissues were also significantly lower in the 3 treatment groups than in the model group (P<0.05). Conclusion SQCC Formula can alleviate lung fibrosis in rats possibly by activating the ASS1/src/STAT3 signaling pathway in the lung tissues.
8.Therapeutic effects of enalapril maleate on doxorubicin-induced heart failure in rats
Shu-Yan HUANG ; Yu-Ling LUAN ; Ying ZHANG ; Jun-Feng QIAN ; Zong-Jun LIU
The Chinese Journal of Clinical Pharmacology 2024;40(4):569-573
Objective To investigate the therapeutic effects and mechanism of enalapril maleate tablet on doxorubicin-induced heart failure rats based on mitogen-activated protein kinase(MAPK)signaling pathway.Methods Eleven of the 40 male SD rats were randomly selected as the normal group(equivalent to 0.9%NaCl),and the remaining 29 were prepared with intraperitoneal injection of 3 mg·kg-1·w-1 doxorubicin to prepare heart failure model.After successful modeling,they were randomly divided into model group(n=15 cases)and experimental group(n=14 cases).Experimental group was given 1.8 mg·kg-1·d-1 enalapril maleate suspension for gavage;normal and model groups were given the same amount of 0.9%NaCl by gavage.After 8 weeks,the rats were subjected to cardiac ultrasound,the left ventricular ejection fractions(LVEF)of each group were recorded,the serum myocardial injury index level was detected by enzyme-linked immunosorbent assay,and the expression levels of mRNA and protein related to the MAPK signaling pathway were detected by real-time quantitative polymerase chain reaction and Western blot.Results The LVEF values of control,model and experimental groups were(77.85±3.34%)%,(41.39±2.87%)%and(60.10±6.53%)%;serum brain natriuretic peptide contents were(219.30±10.59),(333.90±61.19)and(260.00±16.10)pg·mL-1;the relative expression levels of Mapk8ip2 were 1.00±0.01,2.60±0.12 and 2.00±0.08;the relative expression levels of Mapk8ip3 were 1.00±0.00,6.77±1.04 and 3.66±0.54;the relative expression levels of Mapk1 were 1.00±0.00,4.40±0.14 and 2.71±0.24;the relative expression levels of Mapk3 were 1.00±0.01,7.83±0.34 and 2.71±0.24;the relative expression levels of P38-MAPK were 1.00±0.05,1.14±0.02 and 1.02±0.03;the relative expression levels of extracellular regulated protein kinase 1/2 protein were 1.00±0.07,1.49±0.03 and 1.16±0.10;the relative expression levels of c-Jun N-terminal kinase 1/2 protein were 1.00±0.03,1.65±0.19 and 1.14±0.01,respectively.Compared with the model group,the differences of above indexes in the normal and experimental groups were statistically significant(all P<0.01).Conclusion Enalapril maleate tablets have therapeutic effects on rats with heart failure,and the mechanism may be achieved by regulating the MAPK signaling pathway.
9.Effects of salvianolic acid B on anti-oxidative stress of umbilical cord mesenchymal stem cells
Yu-Ling LUAN ; Ling-Xiao ZHANG ; Xin-Yue DING ; Zong-Jun LIU
The Chinese Journal of Clinical Pharmacology 2024;40(10):1434-1437
Objective To investigate the effect of salvianolic acid B on the antioxidant stress capacity of human umbilical cord mesenchymal stem cells(HUCMSCs)and to improve the clinical application efficiency of mesenchymal stem cells.Methods The 5th generation HUMSCs were used for the experiment and divided into control group,model group,and experimental-L,-M,-H groups.The control group was cultured normally;the model group was treated with 800 μmol·L-1 hydrogen peroxide(H2 O2)for 2 h;and the experimental-L,-M,-H groups were pretreated with 2,10,20 μg·mL-1salvianolic acid B for 24 h before adding 800 μmol·L-1 H2 O2 for 2 h.The levels of glutathione(GSH),superoxide dismutase(SOD),and malondialdehyde(MDA)in the cell supernatant of each group were detected using test kits;real-time fluorescence quantitative reverse transcription polymerase chain reaction was used to detect the mRNA expression of apoptosis-related genes Caspase 1,and B-cell lymphoma-2(Bcl-2).Results After treatment with 800 μmol·L-1H2 O2 for 2 h,the levels of MDA in the cell supernatants of the control group,model group,and experimental-H group were(3.27±0.41),(6.50±0.21)and(4.79±0.40)nmol·mL-1,respectively;the GSH levels were(35.43±0.72),(20.13±0.58)and(32.30±3.87)μmoL·L-1;the SOD levels were(5.34±0.18),(3.34±0.20)and(5.09±0.15)U·mL-1;the expression of Caspase 1 mRNA were 1.02±0.21,2.78±0.26 and 2.37±0.32;the expression of Bcl-2 mRNA were 1.01±0.12,0.43±0.03 and 0.60±0.17.Compared with the control group,the above indexes in the model group were statistically significant(P<0.05,P<0.01).Compared with the model group,the above indexes in the experimental-H group were statistically significant(P<0.05,P<0.01).Conclusion Salvianolic acid B can reduce apoptosis caused by oxidative stress and enhance the antioxidant stress capacity of HUCMSCs.
10.Shenqi Chongcao Formula ameliorates inflammatory response in rats with pulmonary fibrosis by activating the ASS1/src/STAT3 signaling pathway
Cheng HE ; Wei CHEN ; Nianzhi ZHANG ; Jun LUAN ; Sanfeng WANG ; You ZHANG
Journal of Southern Medical University 2024;44(4):644-651
Objective To observe the effect of Shenqi Chongcao (SQCC) Formula on the ASS1/src/STAT3 signaling pathway in a rat model of lung fibrosis and explore its therapeutic mechanism. Methods A total of 120 male SD rats were divided equally into 5 groups, including a blank control group with saline treatment and 4 groups of rat models of idiopathic pulmonary fibrosis induced by intratracheal instillation of bleomycin. One day after modeling, the rat models were treated with daily gavage of 10 mL/kg saline, SQCC decoction (0.423 g/kg), pirfenidone (10 mL/kg), or intraperitoneal injection of arginine deiminase (ADI; 2.25 mg/kg, every 3 days) for 28 days. After the treatments, the lung tissues of the rats were collected for calculating the lung/body weight ratio, observing histopathology using HE and Masson staining, and analyzing the inflammatory cells in BALF using Giemsa staining. Serum chemokine ligand 2 (CCL2) and transforming growth factor-β1 (TGF-β1) levels were measured with ELISA. The protein expressions of src, p-srcTry529, STAT3, and p-STAT3Try705 and the mRNA expressions of ASS1, src and STAT3 in the lung tissues were detected using Western blotting and RT-qPCR. Results The neutrophil, macrophage and lymphocyte counts and serum levels of CCL2 and TGF-β1 were significantly lower in SQCC, pirfenidone and ADI treatment groups than in the model group at each time point of measurement (P<0.05). P-srcTry529 and p-STAT3Try705 protein expression levels and ASS1, src, and STAT3 mRNA in the lung tissues were also significantly lower in the 3 treatment groups than in the model group (P<0.05). Conclusion SQCC Formula can alleviate lung fibrosis in rats possibly by activating the ASS1/src/STAT3 signaling pathway in the lung tissues.

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