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
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Male
2.Epidemiological investigation of a suspected outbreak of healthcare-associated infection with carbapenem-resistant Klebsiella pneumoniae in a geriatric emergency ward
Yue CHEN ; Ziyu QIAN ; Jinghao ZHANG ; Zhiyong LIU ; Kaiyue WANG ; Yayan YU ; Xujuan DAI ; Minglei JIA ; Yuehuo CHEN
Shanghai Journal of Preventive Medicine 2025;37(4):301-305
ObjectiveTo investigate a suspected outbreak of healthcare-associated infection with carbapenem-resistant Klebsiella pneumoniae (CRKP) in a geriatric emergency ward, and to provide references for the prevention and control of multidrug-resistant bacteria in a hospital in Shanghai. MethodsOn-site epidemiological investigation, combined with environmental hygiene monitoring and pulsed field gel electrophoresis (PFGE) molecular typing method, were adopted to investigate a suspected outbreak of CRKP infection in the geriatric emergency ward of a hospital from October to November 2022, aiming at finding out factors caused the outbreak before taking corresponding control measures. ResultsA total of 3 cases of healthcare-associated CRKP infection were identified, of which 2 cases were homologous to a previous case of community-associated CRKP infection. What’s more, the 2 cases lived in the same ward with the latter and with adjacent beds, but the third case was non-homologous to the community-associated infection case. A total of 46 samples were collected from the environmental surfaces and the hands of healthcare workers, of which 7 samples tested positive for CRKP and were identical to the strains from the 2 healthcare-associated infection cases and the 1 community-associated infection case, originating from the bedrails, bedside tables, surface of non-invasive ventilator, bed curtains and panels of monitoring equipment, with a detection rate of 15.22%. But none of the 11 samples from the hands of healthcare workers tested positive for CRKP. The outbreak was effectively controlled after taking specific prevention and control measures such as strengthening personnel management, intensifying environmental cleaning and disinfection and strictly enforcing hand hygiene among healthcare workers. Subsequently, no similar new cases were reported during the 14-day follow-up period. ConclusionIncomplete environmental cleaning and disinfection, as well as inadequate enforcement of hand hygiene among heatheare workers may have contributed to the suspected outbreak of CRKP in the geriatric emergency ward. Early warning and timely investigation of suspected outbreaks of multidrug-resistant bacteria are crucial for preventing and controlling such outbreaks in hospitals.
3.A Comparitive Study Between Laparoscopic Assisted Ileostomy Closure and Open Surgery
Hailong FENG ; Linshuai XING ; Mingmei XUE ; Zhaojun XU ; Gaoxiang WANG ; Jinghao WEI ; Peng HE
Chinese Journal of Minimally Invasive Surgery 2025;25(9):539-544
Objective To explore the application value of laparoscopic assisted ileostomy closure after prophylactic ileostomy.Methods A retrospective analysis was conducted on 63 cases of middle and low rectal cancer who received ileostomy closure after prophylactic ileostomy in natural orifice specimen extraction surgery(NOSES)from September 2017 to May 2023.Among them,31 cases underwent laparoscopic assisted ileostomy closure(observation group),and 32 cases underwent conventional open ileostomy closure(control group).The operative time,intraoperative blood loss,time to first ambulation,time to first flatus,time to first liquid diet,postoperative pain score,postoperative hospital stay time,and postoperative complications were compared between the two groups.Results All the 63 cases successfully underwent ileostomy closure.The observation group showed significantly better outcomes than the control group in operative time[(63.2±5.7)min vs.(93.5±4.7)min,t=-23.109,P=0.000],intraoperative blood loss[7.0(6.0,8.0)ml vs.22.5(21.0,24.0)ml,Z=-6.853,P=0.000],time to first ambulation[1.0(1.0,1.0)d vs.2.0(2.0,2.0)d,Z=-5.653,P=0.000],time to first flatus[1.0(1.0,2.0)d vs.2.0(2.0,2.0)d,Z=-5.304,P=0.000],time to first liquid diet[2.0(2.0,3.0)d vs.3.0(2.0,3.0)d,Z=-3.000,P=0.003],postoperative pain score[24 h:3.0(3.0,4.0)vs.4.0(3.0,4.0),Z=-4.501,P=0.000;48 h:2.0(2.0,2.0)vs.3.0(2.0,3.0),Z=-3.750,P=0.000;72 h:1.0(1.0,2.0)vs.2.0(2.0,2.0),Z=-2.996,P=0.003],and postoperative hospital stay[(6.8±1.6)dvs.(8.5±1.5)d,t=-4.297,P=0.000].The observation group had a lower postoperative incision infection rate than the control group[3.2%(1/31)vs.34.4%(11/32),x2=9.908,P=0.002],while no significant differences were observed in incision dehiscence,intestinal obstruction,or abdominal hemorrhage(P>0.05).Conclusions For patients with middle and low rectal cancer who undergoing ileostomy closure after prophylactic ileostomy in NOSES,laparoscopic assisted ileostomy closure is safe and feasible.Compared with open surgery,it reduces incision infection rate,alleviates postoperative pain,shortens hospital stay,and promotes recovery.
4.Immunotherapy combined with radiotherapy in driver-negative oligometastatic NSCLC with CNS involvement
Jinghao DUAN ; Wei JIANG ; Wenqing WANG ; Ying JIANG ; Jianzhong CAO ; Nan BI
Chinese Journal of Radiation Oncology 2025;34(6):545-552
Objective:To analyze the efficacy and safety of standard chemotherapy and immune checkpoint inhibitors (CI) combined with radiotherapy (RT) in driver-gene negative (wild-type) oligometastatic non-small cell lung cancer (NSCLC) patients with central nervous system involvement.Methods:In this multicenter retrospective cohort study, oligometastatic NSCLC patients receiving first-line chemo-immunotherapy-based therapy were analyzed. Between January 2017 and January 2023, a total of 98 eligible patients were enrolled from the National Cancer Center/Cancer Hospital (Beijing/Shenzhen) and Shanxi Province Cancer Hospital. All participants were divided into chemo-immunotherapy (CI) group (28.6%, n=28) and chemo-immuno-radiotherapy (CIR) group (71.4%, n=70) according to whether receiving radiotherapy. Baseline characteristics were well-balanced between two groups, with no statistically significant differences (all P>0.05). The primary endpoint of the study was overall survival (OS), while progression-free survival (PFS) was designated as a key secondary endpoint. Qualitative data were compared by Chi-square test. Survival analysis was conducted using Kaplan-Meier method, and prognostic analysis was performed by multivariate Cox regression models. Results:The median PFS in the CIR and CI groups was 21.8 and 11.5 months, respectively, and the difference was not statistically significant ( P=0.211). The median OS in the CIR group was significantly better ( P=0.036) than 25.3 months in the CI group. The median OS in the CIR group was not reached. The 2-year local regional control rates for the whole brain radiotherapy patients, stereotactic radiotherapy / stereotactic radiosurgery patients and CI groups were 33.3% ,100% and 83.4%, respectively. Multivariate analysis showed that brain radiotherapy was an independent protective factor for OS in patients with oligometastatic brain metastases at baseline ( HR=0.47, 95% CI=0.22-0.99, P=0.047). Subgroup analysis revealed that patients with 1-3 metastatic lesions benefited from radiotherapy (PFS: HR=0.47, 95% CI=0.22-1.03, P=0.060; OS: HR=0.34, 95% CI=0.12-0.98, P=0.046). Conclusions:For central nervous system involved oligometastatic NSCLC patients, the integration of chemo-immunotherapy with radiotherapy is well tolerated and can improve the efficacy, particularly among those with a limited number of metastatic lesions.
5.New acylphloroglucinol-sesquiterpenoid adducts with antiviral activities from Dryopteris atrata.
Jihui ZHANG ; Jinghao WANG ; Wei TANG ; Xi SHEN ; Jinlin CHEN ; Huilin OU ; Qianyi SITU ; Yaolan LI ; Guocai WANG ; Yubo ZHANG ; Nenghua CHEN
Chinese Journal of Natural Medicines (English Ed.) 2025;23(3):377-384
Seven novel acylphloroglucinol-sesquiterpenoid adducts, designated as dryatraols J-P (1-7), were isolated from the rhizomes of Dryopteris atrata (Wall. ex Kunze) Ching. The structures, including absolute configurations, were elucidated using comprehensive spectroscopic data, calculated 13C Nuclear Magnetic Resonance-Diastereotopic Probability Assignment Plus (13C NMR-DP4+) probability analysis, and ECD calculations. These structures represent a rare subclass of carbon skeleton of acylphloroglucinol-sesquiterpenoid adducts with a furan ring connecting the acylphloroglucinol and sesquiterpenoid moieties. Notably, compounds 1-6 are the first reported examples of acylphloroglucinol-sesquiterpenoid adducts with dimeric acylphloroglucinol incorporated into the aristolane- or rulepidanol-type sesquiterpene, while compound 7 features a hydroxylated monomeric acylphloroglucinol motif. A preliminary evaluation of their antiviral activities revealed that compounds 1-6 exhibited more potent activities against respiratory syncytial virus (RSV) with IC50 values ranging from 0.75 to 3.12 μmol·L-1 compared to the positive control (ribavirin).
Antiviral Agents/isolation & purification*
;
Phloroglucinol/isolation & purification*
;
Sesquiterpenes/isolation & purification*
;
Molecular Structure
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Dryopteris/chemistry*
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Respiratory Syncytial Viruses/drug effects*
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Humans
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Rhizome/chemistry*
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Drugs, Chinese Herbal/pharmacology*
6.Analysis of dosimetric characteristics of proton radiotherapy in 4 cases of breast cancer
Chengqiang LI ; Yungang WANG ; Yishan YU ; Shizhang WU ; Cheng TAO ; Xingmin MA ; Tianyuan DAI ; Jinghao DUAN ; Jinhu CHEN ; Tong BAI ; Jian ZHU
Journal of International Oncology 2025;52(7):448-454
Objective:To explore the dosimetric characteristics of proton and photon radiotherapy in the treatment of breast cancer.Methods:Four female breast cancer patients who needed radiotherapy at Shandong Cancer Hospital and Institute from January 2024 to May 2024 were selected as the research subjects. The target area ranges of 4 patients were left-sided breast cancer with lymph node involvement, left-sided breast cancer with lymph node involvement and internal mammary node, right-sided breast cancer with lymph node involvement and internal mammary node and synchronous bilateral breast cancer. Intensity modulated proton therapy (IMPT) and intensity modulated radiation therapy (IMRT) plans were designed respectively based on the prescribed dose in the target area and the limits of organs at risk (tomotherapy plan for bilateral breasts). The conformity index (CI), homogeneity index (HI), gradient index (GI) and organs at risk doses were evaluated. The dosimetric characteristics of IMPT and photon radiotherapy were compared.Results:Both IMPT and photon radiotherapy plans of the 4 breast cancer cases met the clinical dose requirements. The HI value of IMPT plans (0.10-0.14) was comparable to that of photon radiotherapy plans (0.10-0.12), and the average CI of the photon radiotherapy plans was 0.10 higher than that of the IMPT plans, and the average GI was 0.55 lower than that of the IMPT plans. The D mean of ipsilateral lung and heart of IMPT was lower, especially in the low-dose area (V 0-3), which was significantly lower than the photon radiotherapy plans, D mean of ipsilateral lung was reduced by 12.2%, 6.1%, 16.1% and 34.8%, respectively, D mean of heart was reduced by 47.2%, 57.0%, 72.4% and 83.0%, respectively. The ipsilateral lung V 20 of IMPT was not lower than photon radiotherapy plans (unilateral breast: IMPT was 30.0%-34.0%, IMRT was 29.0%-35.9%) . Conclusions:IMPT significantly reduces the D mean to the ipsilateral lung and heart while ensuring dose coverage of the target in breast cancer, preventing more volume of surrounding normal tissues from being irradiated. However, IMPT does not show much more advantage than photon radiotherapy plans in the ipsilateral lung V 20.
7.Mechanism of doxorubicin/copper complex induced cuproptosis in hepatocellular carcinoma cells
Jing LIU ; Guojie LEI ; Jinghao CAO ; Lingyan YU ; Jing DU ; Ying WANG
Chinese Journal of Clinical Pharmacology and Therapeutics 2025;30(1):1-10
AIM:To explore the mechanism of doxorubicin/copper(DOX/Cu)complex induced copper death in hepatocellular carcinoma cells.METHODS:Human hepatocellular carcinoma cell line Huh7 was treated with DOX/Cu 0,2.5,4,7.5,10 and 12.5 μmol/L.The cell viability was detected by CCK-8 method.The cell proliferation level was observed by laser microscopy and proliferation kit.The cell invasion ability was determined by cell scratch assay.The flow cytometry was used to de-tect intracellular reactive oxygen species(ROS)and copper ion levels.And the western blot was used to detect intracellular iron-sulfur cluster proteins expression levels.RESULTS:With the increase of DOX/Cu concentration,cell viability,cell prolifera-tion and invasion ability decreased gradually.The copper ion chelating agent(TTM)can significantly restore the effects of DOX/Cu on cell viability.After DOX/Cu treatment,intracellular copper ion and ROS levels related to coproptosis were significantly increased,accompanied by the loss of iron-sulfur cluster proteins.CONCLUSION:DOX/Cu can inhibit hepatocellular carcinoma cells through cuproptosis.
8.Expert consensus on the phase 0 clinical trials of positron-emitting radiopharmaceuticals(2025 edition)
Lu WANG ; Jinghao WANG ; Kuan HU ; Dongning YAO ; Benzhi CAI ; Chen SHI ; Baofeng YANG ; Rui WANG
China Pharmacy 2025;36(15):1825-1831
OBJECTIVE To provide a reference for standardizing the conduct of positron-emitting radiopharmaceuticals'phase 0 clinical trials(hereinafter referred to as"phase 0 clinical trials")and advancing the development of innovative drug by medical institutions.METHODS Initiated by the First Affiliated Hospital of Jinan University,a panel of experts consisting of pharmacy,clinical medicine and medical ethics from multiple institutions was established to investigate the current landscape,and discuss the necessary conditions,procedures,and other aspects for conducting phase 0 clinical trials in medical institutions by integrating relevant national policies,regulations and expert consensus.Finally,an agreement was reached to formulate this consensus.RESULTS&CONCLUSIONS Currently,most medical institutions have deficiencies in pharmaceutical care during the management of radiopharmaceuticals and the phase 0 clinical trials.In conjunction with the Expert Consensus on the Establishment of Nuclear Pharmacist Positions,this consensus explicitly defines the responsibilities of nuclear pharmacists in the phase 0 clinical trials on the basis of the Expert Consensus for the Application of Positron Emission Tomography Radioligands for Translational Study in the Phase 0 Clinical Trials(2020 edition),providing a guidance for high-quality participation of nuclear pharmacists from medical institutions in China in phase 0 clinical research.Additionally,in consideration of some constraints imposed by current relevant regulations,this consensus also proposes strategic recommendations,such as encouraging medical institutions to form a consortium,leading to the establishment of dedicated bases or industrial parks,holding significant implications to strengthen institutional capacity for advancing radiopharmaceutical innovation through phase 0 clinical trials.
9.Mechanism of doxorubicin/copper complex induced cuproptosis in hepatocellular carcinoma cells
Jing LIU ; Guojie LEI ; Jinghao CAO ; Lingyan YU ; Jing DU ; Ying WANG
Chinese Journal of Clinical Pharmacology and Therapeutics 2025;30(1):1-10
AIM:To explore the mechanism of doxorubicin/copper(DOX/Cu)complex induced copper death in hepatocellular carcinoma cells.METHODS:Human hepatocellular carcinoma cell line Huh7 was treated with DOX/Cu 0,2.5,4,7.5,10 and 12.5 μmol/L.The cell viability was detected by CCK-8 method.The cell proliferation level was observed by laser microscopy and proliferation kit.The cell invasion ability was determined by cell scratch assay.The flow cytometry was used to de-tect intracellular reactive oxygen species(ROS)and copper ion levels.And the western blot was used to detect intracellular iron-sulfur cluster proteins expression levels.RESULTS:With the increase of DOX/Cu concentration,cell viability,cell prolifera-tion and invasion ability decreased gradually.The copper ion chelating agent(TTM)can significantly restore the effects of DOX/Cu on cell viability.After DOX/Cu treatment,intracellular copper ion and ROS levels related to coproptosis were significantly increased,accompanied by the loss of iron-sulfur cluster proteins.CONCLUSION:DOX/Cu can inhibit hepatocellular carcinoma cells through cuproptosis.
10.A Comparitive Study Between Laparoscopic Assisted Ileostomy Closure and Open Surgery
Hailong FENG ; Linshuai XING ; Mingmei XUE ; Zhaojun XU ; Gaoxiang WANG ; Jinghao WEI ; Peng HE
Chinese Journal of Minimally Invasive Surgery 2025;25(9):539-544
Objective To explore the application value of laparoscopic assisted ileostomy closure after prophylactic ileostomy.Methods A retrospective analysis was conducted on 63 cases of middle and low rectal cancer who received ileostomy closure after prophylactic ileostomy in natural orifice specimen extraction surgery(NOSES)from September 2017 to May 2023.Among them,31 cases underwent laparoscopic assisted ileostomy closure(observation group),and 32 cases underwent conventional open ileostomy closure(control group).The operative time,intraoperative blood loss,time to first ambulation,time to first flatus,time to first liquid diet,postoperative pain score,postoperative hospital stay time,and postoperative complications were compared between the two groups.Results All the 63 cases successfully underwent ileostomy closure.The observation group showed significantly better outcomes than the control group in operative time[(63.2±5.7)min vs.(93.5±4.7)min,t=-23.109,P=0.000],intraoperative blood loss[7.0(6.0,8.0)ml vs.22.5(21.0,24.0)ml,Z=-6.853,P=0.000],time to first ambulation[1.0(1.0,1.0)d vs.2.0(2.0,2.0)d,Z=-5.653,P=0.000],time to first flatus[1.0(1.0,2.0)d vs.2.0(2.0,2.0)d,Z=-5.304,P=0.000],time to first liquid diet[2.0(2.0,3.0)d vs.3.0(2.0,3.0)d,Z=-3.000,P=0.003],postoperative pain score[24 h:3.0(3.0,4.0)vs.4.0(3.0,4.0),Z=-4.501,P=0.000;48 h:2.0(2.0,2.0)vs.3.0(2.0,3.0),Z=-3.750,P=0.000;72 h:1.0(1.0,2.0)vs.2.0(2.0,2.0),Z=-2.996,P=0.003],and postoperative hospital stay[(6.8±1.6)dvs.(8.5±1.5)d,t=-4.297,P=0.000].The observation group had a lower postoperative incision infection rate than the control group[3.2%(1/31)vs.34.4%(11/32),x2=9.908,P=0.002],while no significant differences were observed in incision dehiscence,intestinal obstruction,or abdominal hemorrhage(P>0.05).Conclusions For patients with middle and low rectal cancer who undergoing ileostomy closure after prophylactic ileostomy in NOSES,laparoscopic assisted ileostomy closure is safe and feasible.Compared with open surgery,it reduces incision infection rate,alleviates postoperative pain,shortens hospital stay,and promotes recovery.

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