1.Development and evaluation of nomogram prediction model for refractory chemotherapy-induced nausea and vomiting
Bo SUN ; Shufang LI ; Xun LIU ; Lu CHEN ; Erfeng ZHANG ; Huipin WANG
China Pharmacy 2025;36(9):1105-1110
OBJECTIVE To construct and evaluate nomogram prediction model for refractory chemotherapy-induced nausea and vomiting (CINV). METHODS The data of malignant tumor patients who received chemotherapy at the Third People’s Hospital of Zhengzhou from January 2017 to December 2023 were collected. These patients were categorized into the occurrence group and the non-occurrence group according to the occurrence of refractory CINV. Multivariate Logistic regression analysis was employed to screen predictive factors for refractory CINV and constructing a nomogram prediction model. Model performance was assessed via receiver operating characteristic curve analysis. Model calibration was evaluated using Bootstrap resampling. Decision curve analysis (DCA) was used to determine the clinical net benefit of three strategies under different risk thresholds. Clinical impact curves were utilized to assess the clinical value of the model at different risk thresholds. Shapley additive explanations (SHAP) analysis was performed to evaluate individual factor contributions to the predictive model. RESULTS A total of 388 patients were included, with 219 experiencing refractory CINV. Multivariate Logistic regression identified 11 predictive factors for refractory CINV, including gastrointestinal disease history, anticipated nausea and vomiting, chemotherapy-induced emetic risk classification, and electrolyte levels, etc. The model’s area under the curve was 0.80 [95% confidence interval (0.76, 0.84)], with a mean error of 0.036. DCA demonstrated the prediction model had higher clinical net benefit when the risk threshold was between 0.05 and 0.85. SHAP analysis revealed the top three predictive factors as gastrointestinal disease history (0.924), chemotherapy- induced emetic risk classification (0.866), and electrolyte levels (0.581). CONCLUSIONS Eleven factors, including gastrointestinal disease history, anticipated nausea and vomiting, chemotherapy-induced emetic risk classification, and electrolyte levels, are identified as predictors of refractory CINV. The model based on these factors has good predictive ability, which can be used to predict the risk of refractory CINV.
2.RNF115 deficiency upregulates autophagy and inhibits hepatocellular carcinoma growth.
Zhaohui GU ; Jinqiu FENG ; Shufang YE ; Tao LI ; Yaxin LOU ; Pengli GUO ; Ping LV ; Zongming ZHANG ; Bin ZHU ; Yingyu CHEN
Chinese Medical Journal 2025;138(6):754-756
3.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
4.The effect of magnetic stimulation of the sacral nerve on detrusor weakness after spinal cord injury/
Yiyi ZHENG ; Shufang CHEN ; Haojie ZHANG
Chinese Journal of Rehabilitation Medicine 2024;39(1):82-86
Objective:To investigate the effect of the magnetic stimulation of the sacral nerve on detrusor weakness after spinal cord injury. Method:36 individuals with detrusor weakness after spinal cord injury were divided into experimental group and control group after randomization.Both groups received conventional rehabilitation treatment,besides,the experimental group received repetitive functional magnetic stimulation(rFMS)on S3 nerve roots.Before treat-ment and after 4-weeks treatment,the simple bladder capacity,bladder ultrasound,self-rating anxiety scale were observed. Result:The maximum automatic micturition volume,average automatic micturition volume,residual urine vol-ume,initial uriesthesis,and anxiety self-evaluation score of the two groups were improved after intervention.And the improvements are more in experimental group(P<0.05). Conclusion:The effect of the rFMS on individuals with detrusor weakness after spinal cord injury is signifi-cantly better than conventional intervention,which provides a new idea for the clinical treatment of neurogenic bladder with detrusor weakness.
5.Progress of research into mitochondrial mass control system's role in the pathogenesis of septic cardiomyopathy
Youcheng XIE ; Shufang XIAO ; Xuemei LIN ; Shun CHEN ; Jin XU ; Fei WANG
Chinese Journal of Comparative Medicine 2024;34(6):106-112
Septic cardiomyopathy(SIC)is an organ dysfunction frequently observed in sepsis and characterized by high mortality and poor prognosis.Understanding the complex pathogenesis of SIC and developing effective therapeutic tools are critical issues that require attention.Previous studies have demonstrated the significant role of mitochondrial dysfunction in the development of SIC.In the presence of SIC,and the mitochondrial dysfunction that result,the aberrant regulation of the mitochondrial quality control system(MQC)can exacerbate cardiomyocyte injury.Recent studies have demonstrated that the MQC maintains the dynamics of mitochondrial homeostasis through its regulation of mitochondrial biogenesis,fusion/fission,and autophagy.This article provides an overview of the role of MQC in SIC pathogenesis,reviews the latest studies in the field,and analyzes MQC's potential as a therapeutic target.
6.Diagnostic value of serum Aspergillus fumigatus immunoglobulin G combined with galactomannan antigen test in bronchoalveolar lavage fluid for chronic pulmonary aspergillosis
Shufang CHEN ; Chengqing YANG ; Tanze CAO ; Wei FENG ; Chunlin MEI ; Ronghui DU
Chinese Journal of Infectious Diseases 2024;42(5):297-303
Objective:To investigate the diagnostic value of serum Aspergillus fumigatus immunoglobulin G (IgG), bronchoalveolar lavage fluid (BALF) galactomannan antigen test (GM test) and combined detection of the two methods in chronic pulmonary aspergillosis (CPA). Methods:A total of 310 patients with suspected CPA who were hospitalized in Wuhan Pulmonary Hospital from January 2020 to December 2022 were screened. BALF-GM test and serum Aspergillus fumigatus IgG were detected. According to the inclusion and exclusion criteria, 151 confirmed or clinically diagnosed CPA patients were enrolled and 60 non-CPA cases were included as controls. The underlying diseases, clinical symptoms and imaging findings of the two groups were analyzed using case-control study. Statistical comparison was performed by chi-square test. The efficacies of BALF-GM test, serum Aspergillus fumigatus IgG test, and their combined detection for CPA were analyzed by receiver operating characteristic curve. Results:There were 130 confirmed cases and 21 clinically diagnosed cases among 151 patients with CPA, including 106 males (70.2%) with age of (54.6±15.5) years. The age of 60 non-CPA patients was (53.6±17.8) years, including 42 males (70.0%). The proportions of pulmonary tuberculosis, bronchiectasis and chronic obstructive pulmonary disease, and the incidence of hemoptysis in CPA group were 79.47%(120/151), 86.09%(130/151), 26.49%(40/151) and 43.71%(66/151), respectively, which were all higher than those in non-CPA group (10.00%(6/60), 25.00%(15/60), 8.33%(5/60) and 11.67%(7/60), respectively), and the differences were statistically significant ( χ2=86.14, 74.56, 8.44 and 19.48, respectively, all P<0.05). The proportion of interstitial lung disease in non-CPA group was 28.33%(17/60), which was higher than that in CPA group (2.65%, 4/151), and the difference was statistically significant ( χ2=31.61, P<0.001). The common imaging findings of CPA patients were pulmonary cavity (70.86%, 107/151), cavity inclusions (41.72%, 63/151) and lung damage (33.77%, 51/151). The specificity and sensitivity of serum Aspergillus fumigatus IgG for CPA diagnosis were 81.7% and 68.9%, respectively, and the area under the curve (AUC) was 0.753 (95% confidence interval (95% CI) 0.681 to 0.825, P< 0.001). The specificity and sensitivity of BALF-GM test were 76.7% and 67.5%, respectively, and the AUC was 0.724 (95% CI 0.649 to 0.800, P<0.001). The specificity and sensitivity of the two methods in series combined detection were 95.0% and 44.4%, respectively, and those of the two methods in parallel detection were 60.3% and 94.5%, respectively. The AUC of the combined diagnosis of CPA by the two methods was 0.843 (95% CI 0.783 to 0.903, P<0.001). Conclusions:Serum Aspergillus fumigatus IgG combined with BALF-GM test has a good diagnostic efficacy for CPA. The detection of serum Aspergillus fumigatus IgG is non-invasive and highly specific, which is beneficial to the early diagnosis and treatment of CPA.
7.Changes of physical fitness before and after regular aerobic exercise in children after radical pulmonary atresia surgery
Xiaowei LI ; Xiaotong LAI ; Yunting LI ; Chenghao ZHANG ; Jiaxin ZHUANG ; Junhao CHEN ; Shufang LIU ; Wenjing LI ; Xiaojuan ZHENG ; Yugong GUO ; Yanqin CUI
Chinese Journal of Thoracic and Cardiovascular Surgery 2024;40(11):672-679
Objective:To examine the effect of short-term regular aerobic exercise on physical fitness of children with pulmonary with atresia ventricular septal defect after radical biventricular treatment.Methods:This was a prospective self pre-and post-control observation study. The subjects performed regular aerobic exercise for 10 days according to the exercise prescription. Body composition measurement and cardiopulmonary exercise test[lung ventilation function, maximum oxygen uptake(VO 2max), maximum oxygen pulse(O 2/HR max), ventilation oxygen uptake efficiency(OUES), exercise load time], 6 min walking distance(6MWD), sports psychometric test, motor function screening test and fitness test, were collected. The changes of test parameters and scale scoring before and after exercise were analyzed and compared. Results:A total of 7 children with PA/VSD after biventricular surgery were enrolled. The age ranged 8.2-16.2 years old, and there were 2 males and 5 females. VO 2max[(1 196.71±395.31)ml/min vs.(1 297.43±425.73)ml/min, P=0.031], O 2/HRmax[(82.43±7.53)ml/beat vs.(91.57±6.95)ml/beat, P<0.001]increased after exercise. The exercise load time was significantly increased compared with that before intervention[(476.43±35.73)s vs.(531.43±45.76)s, P=0.002]. Resting heart rate before exercise( P=0.013) and peak respiration exchange ratio(PeakRER, P=0.021) were significantly lower. Body composition tests suggest weight, intracellular water, protein and muscle content of lower limb were higher( P<0.05). The motor function score was higher than before( P=0.015); the score of sports fear was lower than before( P=0.009). There was no significant difference in lung capacity and 6-minute walking distance before and after exercise( P>0.05). There were no cardiovascular events during the study period. Conclusion:Short-term regular aerobic exercise for children with PA/VSD after biventricular surgery can improve exercise tolerance, increase lower limb muscle content, improve exercise fear and exercise function, and has good safety and feasibility.
8.Different methods in predicting mortality of pediatric intensive care units sepsis in Southwest China
Rong LIU ; Zhicai YU ; Changxue XIAO ; Shufang XIAO ; Juan HE ; Yan SHI ; Yuanyuan HUA ; Jimin ZHOU ; Guoying ZHANG ; Tao WANG ; Jianyu JIANG ; Daoxue XIONG ; Yan CHEN ; Hongbo XU ; Hong YUN ; Hui SUN ; Tingting PAN ; Rui WANG ; Shuangmei ZHU ; Dong HUANG ; Yujiang LIU ; Yuhang HU ; Xinrui REN ; Mingfang SHI ; Sizun SONG ; Jumei LUO ; Juan LIU ; Juan ZHANG ; Feng XU
Chinese Journal of Pediatrics 2024;62(3):204-210
Objective:To investigate the value of systemic inflammatory response syndrome (SIRS), pediatric sequential organ failure assessment (pSOFA) and pediatric critical illness score (PCIS) in predicting mortality of pediatric sepsis in pediatric intensive care units (PICU) from Southwest China.Methods:This was a prospective multicenter observational study. A total of 447 children with sepsis admitted to 12 PICU in Southwest China from April 2022 to March 2023 were enrolled. Based on the prognosis, the patients were divided into survival group and non-survival group. The physiological parameters of SIRS, pSOFA and PCIS were recorded and scored within 24 h after PICU admission. The general clinical data and some laboratory results were recorded. The area under the curve (AUC) of the receiver operating characteristic curve was used to compare the predictive value of SIRS, pSOFA and PCIS in mortality of pediatric sepsis.Results:Amongst 447 children with sepsis, 260 patients were male and 187 patients were female, aged 2.5 (0.8, 7.0) years, 405 patients were in the survival group and 42 patients were in the non-survival group. 418 patients (93.5%) met the criteria of SIRS, and 440 patients (98.4%) met the criteria of pSOFA≥2. There was no significant difference in the number of items meeting the SIRS criteria between the survival group and the non-survival group (3(2, 4) vs. 3(3, 4) points, Z=1.30, P=0.192). The pSOFA score of the non-survival group was significantly higher than that of the survival group (9(6, 12) vs. 4(3, 7) points, Z=6.56, P<0.001), and the PCIS score was significantly lower than that of the survival group (72(68, 81) vs. 82(76, 88) points, Z=5.90, P<0.001). The predictive value of pSOFA (AUC=0.82) and PCIS (AUC=0.78) for sepsis mortality was significantly higher than that of SIRS (AUC=0.56) ( Z=6.59, 4.23, both P<0.001). There was no significant difference between pSOFA and PCIS ( Z=1.35, P=0.176). Platelet count, procalcitonin, lactic acid, albumin, creatinine, total bilirubin, activated partial thromboplastin time, prothrombin time and international normalized ratio were all able to predict mortality of sepsis to a certain degree (AUC=0.64, 0.68, 0.80, 0.64, 0.68, 0.60, 0.77, 0.75, 0.76, all P<0.05). Conclusion:Compared with SIRS, both pSOFA and PCIS had better predictive value in the mortality of pediatric sepsis in PICU.
9.PPARα affects hepatic lipid homeostasis by perturbing necroptosis signals in the intestinal epithelium.
Shufang NA ; Yanjie FAN ; HongLei CHEN ; Ling LI ; Guolin LI ; Furong ZHANG ; Rongyan WANG ; Yafei YANG ; Zixia SHEN ; Zhuang PENG ; Yafei WU ; Yong ZHU ; Zheqiong YANG ; Guicheng DONG ; Qifa YE ; Jiang YUE
Acta Pharmaceutica Sinica B 2024;14(11):4858-4873
Rapid turnover of the intestinal epithelium is a critical strategy to balance the uptake of nutrients and defend against environmental insults, whereas inappropriate death promotes the spread of inflammation. PPARα is highly expressed in the small intestine and regulates the absorption of dietary lipids. However, as a key mediator of inflammation, the impact of intestinal PPARα signaling on cell death pathways is unknown. Here, we show that Pparα deficiency of intestinal epithelium up-regulates necroptosis signals, disrupts the gut vascular barrier, and promotes LPS translocation into the liver. Intestinal Pparα deficiency drives age-related hepatic steatosis and aggravates hepatic fibrosis induced by a high-fat plus high-sucrose diet (HFHS). PPARα levels correlate with TRIM38 and MLKL in the human ileum. Inhibition of PPARα up-regulates necroptosis signals in the intestinal organoids triggered by TNF-α and LPS stimuli via TRIM38/TRIF and CREB3L3/MLKL pathways. Butyric acid ameliorates hepatic steatosis induced by intestinal Pparα deficiency through the inhibition of necroptosis. Our data suggest that intestinal PPARα is essential for the maintenance of microenvironmental homeostasis and the spread of inflammation via the gut-liver axis.
10.Study on extraction and enrichment technology of 2 active components in Tibetan medicine Chrysosplenium axillare
Yunfen LI ; Si CHEN ; NIZHEN ; Jiamei XIANG ; Zejing MU ; Yuye ZHU ; Shufang GONG ; Gang REN
China Pharmacy 2023;34(5):544-547
OBJECTIVE To study the extraction and enrichment technology of chrysosplenides A (CA) and I (CI) in Tibetan medicine Chrysosplenium axillare. METHODS HPLC method was used to determine the contents of CA and CI. The orthogonal experiment was used to optimize the extraction technology of CA and CI in C. axillare using total transfer rate of CA and CI as evaluation indexes, with volume fraction of ethanol, extraction temperature, extraction times and solid-liquid ratio as factors. The validation test was also performed. The enrichment technology of CA and CI in C. axillare was optimized using D101 macroporous adsorption resin as adsorbent, total contents of CA and CI as evaluation indexes, with the volume fraction and dosage of eluent for impurities and target components. The validation test was also performed. RESULTS The optimum extraction conditions of CA and CI from C. axillare were as follows: the medicinal powder of C. axillare was extracted by ultrasound at room temperature for 45 min at one time with 8 times of 50% ethanol. Results of validation tests showed that total transfer rate of CA and CI in C. axillare was 95.43% in average (RSD=1.02%, n=3). The optimal enrichment technology was as follows: the sample solution was added into D101 macroporous adsorption resin column and stood for 1 hour; the impurities were eluted with 20% ethanol 4 BV (column volume), and CA and CI were eluted with 50% ethanol 4 BV. The results of validation tests showed that total content of CA and CI was 322.7 mg/g in average (RSD=1.05%, n=3), with average enrichment multiple of 11.61 times. CONCLUSIONS The study has successfully optimized the extraction and enrichment technology of CA and CI from C. axillare, and can provide reference for the development and utilization of CA and CI.

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