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*
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Deep Learning
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Decision Support Systems, Clinical
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Female
;
Male
2.Development status and problems of traditional Chinese medicine seed industry and suggestions for it.
Bao-Juan XUE ; Ying SUN ; Yang ZHAO ; Jun-Shu GE ; Yi WANG ; Zhe-Yuan LIU ; Jiang-Bin LI
China Journal of Chinese Materia Medica 2025;50(4):1132-1136
The inheritance, innovation, and development of traditional Chinese medicine(TCM) need to be based on Chinese medicinal materials. The TCM seed industry is the source of TCM production, which is related to the stable supply and quality safety of TCM. This paper summarizes the basic situation of the TCM seed industry and introduces relevant policies and regulations to TCM seeds in the seed industry and the TCM field. At present, the Management Measures of TCM Seeds and Seedlings has not yet promulgated, and TCM seeds are classified as non-major crops in the category of crops for management. This paper also describes the current situation of TCM seed and seedling system construction, which is in the development stage, from six aspects, including the construction of TCM seed industry technical support system; the establishment of TCM seed standard; the construction of germplasm resource preservation system; TCM seed testing, variety registration, and variety protection; production and management of TCM seeds; TCM seed supervision. According to the development status of the TCM seed industry, four problems are put forward, including imperfect systems and standards relevant to TCM seeds, insufficient supervision and law enforcement regarding TCM seeds, insufficient policy measures and capital investment to promote the development of the industry, and the industry's falling into a low-level cycle.Accordingly, four suggestions are provided, including improving laws, regulations, and policies, perfecting standards and norms,strengthening supervision and law enforcement, and promoting support system construction, in order to boost the high-quality development of the TCM seed industry.
Seeds/chemistry*
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Medicine, Chinese Traditional
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Drugs, Chinese Herbal/standards*
;
Plants, Medicinal/chemistry*
3.Dehydrodiisoeugenol resists H1N1 virus infection via TFEB/autophagy-lysosome pathway.
Zhe LIU ; Jun-Liang LI ; Yi-Xiang ZHOU ; Xia LIU ; Yan-Li YU ; Zheng LUO ; Yao WANG ; Xin JIA
China Journal of Chinese Materia Medica 2025;50(6):1650-1658
The present study delves into the cellular mechanisms underlying the antiviral effects of dehydrodiisoeugenol(DEH) by focusing on the transcription factor EB(TFEB)/autophagy-lysosome pathway. The cell counting kit-8(CCK-8) was utilized to assess the impact of DEH on the viability of human non-small cell lung cancer cells(A549). The inhibitory effect of DEH on the replication of influenza A virus(H1N1) was determined by real-time quantitative polymerase chain reaction(RT-qPCR). Western blot was employed to evaluate the influence of DEH on the expression level of the H1N1 virus nucleoprotein(NP). The effect of DEH on the fluorescence intensity of NP was examined by the immunofluorescence assay. A mouse model of H1N1 virus infection was established via nasal inhalation to evaluate the therapeutic efficacy of 30 mg·kg~(-1) DEH on H1N1 virus infection. RNA sequencing(RNA-seq) was performed for the transcriptional profiling of mouse embryonic fibroblasts(MEFs) in response to DEH. The fluorescent protein-tagged microtubule-associated protein 1 light chain 3(LC3) was used to assess the autophagy induced by DEH. Western blot was employed to determine the effect of DEH on the autophagy flux of LC3Ⅱ/LC3Ⅰ under viral infection conditions. Lastly, the role of TFEB expression in the inhibition of DEH against H1N1 infection was evaluated in immortalized bone marrow-derived macrophage(iBMDM), both wild-type and TFEB knockout. The results revealed that the half-maximal inhibitory concentration(IC_(50)) of DEH for A549 cells was(87.17±0.247)μmol·L~(-1), and DEH inhibited H1N1 virus replication in a dose-dependent manner in vitro. Compared with the H1N1 virus-infected mouse model, the treatment with DEH significantly improved the body weights and survival time of mice. DEH induced LC3 aggregation, and the absence of TFEB expression in iBMDM markedly limited the ability of DEH to counteract H1N1 virus replication. In conclusion, DEH exerts its inhibitory activity against H1N1 infection by activating the TFEB/autophagy-lysosome pathway.
Influenza A Virus, H1N1 Subtype/genetics*
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Animals
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Autophagy/drug effects*
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Humans
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Mice
;
Basic Helix-Loop-Helix Leucine Zipper Transcription Factors/genetics*
;
Influenza, Human/metabolism*
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Lysosomes/metabolism*
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Orthomyxoviridae Infections/genetics*
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Eugenol/pharmacology*
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Antiviral Agents/pharmacology*
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Virus Replication/drug effects*
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A549 Cells
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Male
4.Clinical and genetic characteristics of children with dopa-responsive dystonia caused by tyrosine hydroxylase gene variations.
Guang Yu ZHANG ; Zhi Jun CAI ; Xiao Li ZHANG ; Lei YANG ; Yi Zhe LI ; Liang Kui WEI ; Yang Ping ZHANG ; Ping Ping CHANG ; Deng Na ZHU
Chinese Journal of Pediatrics 2023;61(4):339-344
Objective: To explore the clinical and genetic characteristics of children with dopa-responsive dystonia (DRD) caused by tyrosine hydroxylase (TH) gene variations. Methods: Clinical data of 9 children with DRD caused by TH gene variations diagnosed in the Department of Children Rehabilitation, the Third Affiliated Hospital of Zhengzhou University from January 2017 to August 2022 were retrospectively collected and analyzed, including the general conditions, clinical manifestations, laboratory tests, gene variations and follow-up data. Results: Of the 9 children with DRD caused by TH gene variations, 3 were males and 6 were females. The age at diagnosis was 12.0 (8.0, 15.0) months. The initial symptoms of the 8 severe patients were motor delay or degression. Clinical symptoms of the severe patients included motor delay (8 cases), truncal hypotonia (8 cases), limb muscle hypotonia (7 cases), hypokinesia (6 cases), decreased facial expression (4 cases), tremor (3 cases), limb dystonia (3 cases), diurnal fluctuation (2 cases), ptosis (2 cases), limb muscle hypertonia (1 case) and drooling (1 case). The initial symptom of the very severe patient was motor delay. Clinical symptoms of the very severe patient included motor delay, truncal hypotonia, oculogyric crises, status dystonicus, hypokinesia, decreased facial expression, and decreased sleep. Eleven TH gene variants were found, including 5 missense variants, 3 splice site variants, 2 nonsense variants, and 1 insertion variant, as well as 2 novel variants (c.941C>A (p.T314K), c.316_317insCGT (p.F106delinsSF)). Nine patients were followed up for 40 (29, 43) months, and no one was lost to follow-up. Seven of the 8 severe patients were treated by levodopa and benserazide hydrochloride tablets and 1 severe patient was treated by levodopa tablets. All the severe patients responded well to levodopa and benserazide hydrochloride tablets or levodopa tablets. Although the weight of the patients increased and the drug dosage was not increased, the curative effect remained stable and there was no obvious adverse reaction. One severe patient developed dyskinesia in the early stage of treatment with levodopa and benserazide hydrochloride tablets and it disappeared after oral administration of benzhexol hydrochloride tablets. Until the last follow-up, motor development of 7 severe patients returned to normal and 1 severe patient still had motor delay due to receiving levodopa and benserazide hydrochloride tablets for only 2 months. The very severe patient was extremely sensitive to levodopa and benserazide hydrochloride tablets and no improvement was observed in this patient. Conclusions: Most of the DRD caused by TH gene variations are severe form. The clinical manifestations are varied and easily misdiagnosed. Patients of the severe patients responded well to levodopa and benserazide hydrochloride tablets or levodopa tablets, and it takes a long time before full effects of treatment become established. Long-term effect is stable without increasing the drug dosage, and no obvious side effect is observed.
Female
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Humans
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Infant
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Male
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Benserazide/therapeutic use*
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Dystonia/genetics*
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Hypokinesia/drug therapy*
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Levodopa/pharmacology*
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Muscle Hypotonia
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Retrospective Studies
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Tyrosine 3-Monooxygenase/genetics*
5.Obesity is positively Associated with Depression in Older Adults: Role of Systemic Inflammation.
Ye Xin GUO ; An Qi WANG ; Xin GAO ; Jun NA ; Wei ZHE ; Yi ZENG ; Jing Rui ZHANG ; Yuan Jing JIANG ; Fei YAN ; Mukaram YUNUS ; Hui WANG ; Zhao Xue YIN
Biomedical and Environmental Sciences 2023;36(6):481-489
OBJECTIVE:
We aimed to explore the association between obesity and depression and the role of systemic inflammation in older adults.
METHODS:
Adults ≥ 65 years old ( n = 1,973) were interviewed at baseline in 2018 and 1,459 were followed up in 2021. General and abdominal obesity were assessed, and serum C-reactive protein (CRP) levels were measured at baseline. Depression status was assessed at baseline and at follow-up. Logistic regression was used to analyze the relationship between obesity and the incidence of depression and worsening of depressive symptoms, as well as the relationship between obesity and CRP levels. The associations of CRP levels with the geriatric depression scale, as well as with its three dimensions, were investigated using multiple linear regressions.
RESULTS:
General obesity was associated with worsening depression symptoms and incident depression, with an odds ratio ( OR) [95% confidence interval ( CI)] of 1.53 (1.13-2.12) and 1.80 (1.23-2.63), especially among old male subjects, with OR (95% CI) of 2.12 (1.25-3.58) and 2.24 (1.22-4.11), respectively; however, no significant relationship was observed between abdominal obesity and depression. In addition, general obesity was associated with high levels of CRP, with OR (95% CI) of 2.58 (1.75-3.81), especially in subjects free of depression at baseline, with OR (95% CI) of 3.15 (1.97-5.04), and CRP levels were positively correlated with a score of specific dimension (life satisfaction) of depression, P < 0.05.
CONCLUSION
General obesity, rather than abdominal obesity, was associated with worsening depressive symptoms and incident depression, which can be partly explained by the systemic inflammatory response, and the impact of obesity on depression should be taken more seriously in the older male population.
Humans
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Male
;
Aged
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Depression/etiology*
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C-Reactive Protein/metabolism*
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Obesity, Abdominal/epidemiology*
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Longitudinal Studies
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Inflammation/epidemiology*
;
Obesity/complications*
6. The therapeutic effect of Balanophora polysaccharide on acetic acid gastric ulcer in rats and its mechanism
De-Yao XIA ; Fang-Yu ZHAO ; Xian-Bing CHEN ; De-Yao XIA ; Sheng-Zhe HUANG ; Yi-Ru ZHAO ; Jiang-Hua WANG ; Jun-Yan MOU ; Feng-Jie WANG ; Xian-Bing CHEN
Chinese Pharmacological Bulletin 2023;39(1):193-199
Aim To study the therapeutic effect of Balanophora polysaccharide(BPS)on gastric ulcer(GU)induced by acetic acid in rats and to investigateits mechanisms. Methods Sixty male SD rats were randomly divided into sham-operated group, GU model group, omeprazole positive group(3.6 mg·kg-1), and low, medium and high dose of BPS treatment groups(100, 200 and 400 mg·kg-1). The GU model group was prepared by acetic acid cautery method, and the morphology and pathological changes of ulcers were observed by visual observation combined with HE staining, and the ulcer area and inhibition rate were measured and calculated; superoxide dismutase(SOD)activity, malondialdehyde(MDA)content and glutathione peroxidase(GSH-PX)activity were measured by enzymatic assay; tumor necrosis factor-α(TNF-α)and interleukin-6(IL-6)content were detected by ELISA. The expression levels of epidermal growth factor(EGF)and epidermal growth factor receptor(EGFR)were measured by immunohistochemistry staining and Western blot. Results Compared with the sham-operated group, obvious ulcer damage was seen in the model group. Compared with the model group, the BPS-treated group showed a significant reduction in ulcer area, an increase in SOD and GSH-PX activity and EGF and EGFR expression levels, and a significant decrease in MDA, TNF-α and IL-6 content. Conclusions BPS has a therapeutic effect on GU in rats, and its mechanism may be related to the inhibition of oxidative stress, suppression of inflammatory stimuli and promotion of regenerative repair of gastric mucosa.
7. Review of constructing animal models of depression after myocardial infarction
Yi-Ze SUN ; Zhe-Yi WANG ; Yi-Ze SUN ; Jin-Yu SHI ; Xin QI ; Jun-Ling CAO
Chinese Pharmacological Bulletin 2023;39(3):401-406
The incidence of depression after myocardial infarction (DAMI) is high, causing significant harm to the patients' physical and mental health, but the pathogenesis is unknown. Establishing animal models which simulate the pathogenesis of DAMI in humans is an effective way to explore the mechanism of the disease. In this paper, problems existing in the modeling process, such as animal selection, model selection, model preparation and behavioral evaluation, are summarized and considered in order to provide reference for DAMI model research.
8. Extracellular Expression and Purification of Spider Neurotoxin Hainantoxin-IV in Escherichia coli
Chang-Jun LIU ; Jian-Jie WANG ; Yi KE ; Zhe-Yang ZHANG ; Hui-Min LI ; Qing YAN ; Er MENG ; Chang-Jun LIU ; Er MENG ; Chang-Jun LIU
Chinese Journal of Biochemistry and Molecular Biology 2023;39(8):1191-1199
The spider neurotoxin hainantoxin-IV(HNTX-IV), which is isolated from the crude venom of the spider Selenocosia hainana, can specifically inhibit the tetrodotoxin-sensitive(TTX-S) sodium channel, and can selectively inhibit Voltage-gated sodium channel(VGSC) Na
9.Eleven-year operation analysis and optimized management of medical linear accelerator in some hospital
Wen-Zhe LI ; Yi-Wei HUANG ; Wen-Jun LI ; Li XU ; Chen-Chen LIU ; Meng ZHANG ; Fang YUAN
Chinese Medical Equipment Journal 2023;44(12):74-77
The Elekta Synergy Linear Accelerator in some hospital from 2012 to 2022 were retrospectively analyzed in terms of operation,failure time distribution and failure of each system.Some countermeasures were put forward accordingly to decrease the failure rate and strengthen the training of relevant personnel's operation and maintenance.References were provided for effective management and operation of medical linear accelerators.
10.Clinical application of distal femoral osteotomy combined with arthroscopic surgery in the treatment of valgus knee
Jun XUE ; Yi JIANG ; Peng WU ; Dongfang YANG ; Keqin WU ; Zhe LI ; Jinyu ZHU
Journal of Chinese Physician 2023;25(11):1707-1712
Objective:To evaluate the safety and effectiveness of distal femoral osteotomy combined with arthroscopy in the treatment of valgus knee.Methods:A retrospective analysis was conducted on 24 patients (25 knees) with valgus knee osteoarthritis admitted to the First Hospital of Jiaxing from January 2017 to December 2020 who underwent distal femoral osteotomy combined with arthroscopic surgery and were fixed with domestically produced distal femoral locking plates. The changes in hip knee ankle angle (HKA), distal lateral femoral angle (LDFA), knee joint range of motion (ROM), and knee joint function score (HSS) of the American Special Surgery Hospital before and after surgery were statistically analyzed.Resultsl:A total of 24 patients (25 knees) were followed up for (15.6±2.3)months. HKA increased from (171.22±2.51)° before surgery to (179.24±1.86)° at the last follow-up; LDFA increased from (82.17±2.03)° before surgery to (88.57±1.53)° at the last follow-up; The differences were statistically significant ( P<0.05). The HSS score improved from preoperative (60.27±6.04) to the last follow-up (87.80±5.50), with a statistically significant difference (all P<0.05). One out of 25 knees experienced loss of osteotomy angle, without insufficient or excessive correction, infection, and non union of fractures. Conclusions:The use of distal femoral osteotomy combined with arthroscopic surgery for the treatment of valgus knee osteoarthritis is a safe and reliable method. Retaining the lateral bone hinge during osteotomy is an important factor in maintaining the osteotomy angle and fracture healing.

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