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
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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*
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Transplantation Conditioning/methods*
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Retrospective Studies
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Graft vs Host Disease
;
Transplantation, Homologous
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Male
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Female
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Adult
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Middle Aged
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Adolescent
;
Young Adult
3.Effect of natural drying method on umbilical care of neonates
Yue CHAI ; Jiaqi LI ; Chunmei YIN ; Jun LUAN ; Meng FANG ; Na DOU
Chinese Journal of Nosocomiology 2025;35(10):1520-1523
OBJECTIVE To compare the effect on umbilical care of the neonates between the natural dying method and the traditional ethanol disinfection method so as to provide a better method of umbilical nursing for the neo-nates.METHODS A total of 212 healthy neonates who were given birth in the First Medical Center of Chinese PLA General Hospital from Aug.2024 to Nov.2024 were recruited as the research subjects and were randomly divided into the natural drying method with 103 cases and the traditional ethanol disinfection method with 109 cases ac-cording to the method of umbilical care.The time of umbilical cord separation,rate of umbilical bleeding and inci-dence of umbilical secretions were observed and compared between the two groups of neonates.RESULTS There were 16 neonates with the healing time of umbilical cord separation no more than 7 days under the treatment of natural drying method,with 5 cases more than the neonates under the treatment of traditional ethanol disinfection method.The average healing time of umbilical cord separation was 11.69 days under the natural drying method,1.43 days shorter than 13.12 days under the traditional ethanol disinfection method,and there was significant difference(P<0.05).The rate of umbilical bleeding was 5.82%under the natural drying method,a reduction of 0.60%as compared with 6.42%under the traditional ethanol disinfection method;the incidence of umbilical se-cretions was 0.97%under the national drying method,a reduction of 1.78%as compared with 2.75%under the traditional ethanol disinfection method,but there were no significant differences.CONCLUSIONS As compared with the traditional ethanol disinfection method,the natural drying method can shorten the time of umbilical cord separation,reduce the risk of umbilical infection,and reduce the stress from the neonatal nursing.It is worthy to be promoted.
4.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*
5.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
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Methylation
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5-Methylcytosine/metabolism*
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Kidney Diseases/metabolism*
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Epigenesis, Genetic
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RNA Methylation
6.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.
7.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.
8.Effect of natural drying method on umbilical care of neonates
Yue CHAI ; Jiaqi LI ; Chunmei YIN ; Jun LUAN ; Meng FANG ; Na DOU
Chinese Journal of Nosocomiology 2025;35(10):1520-1523
OBJECTIVE To compare the effect on umbilical care of the neonates between the natural dying method and the traditional ethanol disinfection method so as to provide a better method of umbilical nursing for the neo-nates.METHODS A total of 212 healthy neonates who were given birth in the First Medical Center of Chinese PLA General Hospital from Aug.2024 to Nov.2024 were recruited as the research subjects and were randomly divided into the natural drying method with 103 cases and the traditional ethanol disinfection method with 109 cases ac-cording to the method of umbilical care.The time of umbilical cord separation,rate of umbilical bleeding and inci-dence of umbilical secretions were observed and compared between the two groups of neonates.RESULTS There were 16 neonates with the healing time of umbilical cord separation no more than 7 days under the treatment of natural drying method,with 5 cases more than the neonates under the treatment of traditional ethanol disinfection method.The average healing time of umbilical cord separation was 11.69 days under the natural drying method,1.43 days shorter than 13.12 days under the traditional ethanol disinfection method,and there was significant difference(P<0.05).The rate of umbilical bleeding was 5.82%under the natural drying method,a reduction of 0.60%as compared with 6.42%under the traditional ethanol disinfection method;the incidence of umbilical se-cretions was 0.97%under the national drying method,a reduction of 1.78%as compared with 2.75%under the traditional ethanol disinfection method,but there were no significant differences.CONCLUSIONS As compared with the traditional ethanol disinfection method,the natural drying method can shorten the time of umbilical cord separation,reduce the risk of umbilical infection,and reduce the stress from the neonatal nursing.It is worthy to be promoted.
9.Expression profiles of cytokines in vitreous humor in lattice degeneration
Jun YU ; Jin YAO ; Nan YANG ; Jie LUAN
Chinese Journal of Ocular Fundus Diseases 2024;40(4):281-286
Objective:To observe the expression levels of related cytokines in the vitreous humor of eyes with rhegmatogenous retinal detachment (RRD) associated with lattice degeneration (LD).Methods:A clinical observational study. From May 2022 to February 2023, 43 patients of 43 eyes diagnosed with RRD, with or without accompanying LD, who underwent their first pars plana vitrectomy (PPV) at Zhongda Hospital Southeast University and The Affiliated Eye Hospital of Nanjing Medical University were included in the study. The patients were divided into two groups: RRD with LD (LD group), consisting of 27 patients with 27 eyes, and RRD without LD (Non-LD group), consisting of 16 patients with 16 eyes. Additionally, 6 patients (6 eyes) with idiopathic macular holes and 4 patients (4 eyes) with idiopathic epiretinal membranes during the same period were selected as the control group. Before initiating PPV and without intraocular perfusion, a 0.5 ml sample of undiluted vitreous fluid from the central portion was excised and aspirated. The concentrations of monocyte chemoattractant protein-1 (MCP-1), macrophage inflammatory protein-1 alpha (MIP)-1α, MIP-1β, interferon-γ-inducible protein 10 (IP-10), interleukin-6 (IL-6), IL-8, macrophage migration inhibitory factor (MIF), tumor necrosis factor-alpha-α, interferon-γ, intercellular adhesion molecule 1 (ICAM-1), vascular cell adhesion molecule-1, platelet endothelial cell adhesion molecule 1 (PECAM-1), placental growth factor (PLGF) and vascular endothelial growth factor (VEGF) in the vitreous fluid were quantitatively measured using the Luminex high-throughput multiplex assay technology. The comparison of cytokine expression levels between groups was performed using the Kruskal-Wallis rank sum test, with significance levels for post-hoc pairwise comparisons adjusted by DSCF methods.Results:The eyes of the patients in the LD group, Non-LD group, and control group showed statistically significant differences ( P<0.05) in the concentrations of IL-6 ( H=14.400), IL-8 ( H=13.610), MCP-1 ( H=12.050), VEGF ( H=9.920), MIP-1α ( H=6.620), IP-10 ( H=7.780), MIF ( H=12.920), PECAM-1 ( H=9.990), ICAM-1 ( H=8.070), and PLGF ( H=16.850). Upon pairwise comparison between groups, the vitreous fluid concentrations of IL-6, IL-8, and PLGF in the LD group were found to be significantly higher than those in the Non-LD group ( P<0.05). Conclusion:The expression levels of IL-6, IL-8, and PLGF are elevated in the vitreous fluid of eyes with RRD accompanied by LD.
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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