1.A predictive model for radiation esophagitis in esophageal cancer patients based on machine learning
Wei GAO ; Ling ZHANG ; Tianlei WU ; Lili HU ; Feng RONG
Journal of International Oncology 2025;52(1):31-37
Objective:To construct a predictive model of ≥ grade 2 radiation esophagitis (RE) in patients with esophageal cancer during concurrent radiochemotherapy (CRT) based on machine learning (ML) algorithm.Methods:A retrospective analysis was conducted on the clinical data of 276 patients with esophageal cancer who had received CRT at Lu'an Hospital of Anhui Medical University from January 2018 to January 2023. The occurrence of RE was evaluated according to grading criteria of RE developed by American Radiation Therapy Oncology Group, with ≥ grade 2 RE as the outcome event. After screening variables through the least absolute shrinkage and selection operator (LASSO) regression, the dataset was re-established. The dataset was then divided into training set ( n=193) and testing set ( n=83) in a 7∶3 ratio and included in four ML models: random forest (RF) , decision tree (DT) , extreme gradient boosting (XGBoost) , and support vector machine (SVM) . In the models, data training and model optimization were conducted in the training set, and model performance was evaluated in the testing set using the receiver operator characteristic (ROC) curve. The area under the curve (AUC) , accuracy, precision, sensitivity, and F1 score were calculated to assess the model. SHAP analysis was used to explain the optimal model. Results:By the end of follow-up, 91 cases (32.97%) of esophageal cancer patients had experienced ≥ grade 2 RE during CRT. There were statistically significant differences in tumor lesion length ( Z=-5.53, P<0.001) , Karnofsky performance status (KPS) score ( χ2=5.92, P=0.015) , the Eastern Cooperative Oncology Group (ECOG) score ( χ2=4.01, P=0.045) , hypertension ( χ2=15.35, P<0.001) , diabetes ( χ2=13.06, P<0.001) , white blood cell count ( Z=-6.59, P<0.001) , neutrophil count ( Z=-6.72, P<0.001) , and radiotherapy dose ( χ2=9.81, P=0.002) between ≥ grade 2 RE occurrence group ( n=91) and no occurrence group ( n=185) . After LASSO regression screening, 7 characteristic variables were ultimately selected, which were tumor lesion length, ECOG score, KPS score, neutrophil count, hypertension, diabetes, and radiotherapy dose. ROC curve analysis showed that the XGBoost model had better predictive performance, with an AUC of 0.90, accuracy of 0.82, precision of 0.80, sensitivity of 0.73, and F1 score of 0.76. The AUC, accuracy, precision, sensitivity, and F1 score of RF model were 0.89, 0.78, 0.76, 0.48, and 0.59, respectively. The AUC, accuracy, precision, sensitivity, and F1 score of DT model were 0.72, 0.72, 0.44, 0.60, and 0.52, respectively. The AUC of SVM model was 0.74, with an accuracy of 0.82, precision of 0.52, sensitivity of 0.88, and F1 score of 0.65. The XGBoost model was explained using SHAP analysis, which indicated that the tumor lesion length, neutrophil count, hypertension, diabetes, and radiotherapy dose had a strong predictive ability for the occurrence of ≥ grade 2 RE during CRT in esophageal cancer patients. Conclusions:The model established based on the XGBoost method has good predictive performance for the occurrence of ≥ grade 2 RE in esophageal cancer patients during CRT. Meanwhile, combined with SHAP analysis, it can provide an intuitive understanding of the impact of important features in the model on the outcome.
2.Longitudinal qualitative study of supportive care needs on heart transplant patients
Wenxuan TAN ; Rong ZHANG ; Lili ZHANG ; Wei WANG ; Yanhong SHAO ; Qinghong FANG ; Jin ZHU
Chinese Journal of Nursing 2025;60(2):142-148
Objective To explore the supportive care needs of heart transplant patients at different stages.Methods Purposive sampling method was used to select 15 heart transplant patients who were hospitalized in a tertiary A hospital in Guangdong Province from July 2023 to February 2024 as research subjects.According to the"Timing It Right"theory,5 semi-structured interviews were conducted with patients.Interpretive phenomenology was used to sort out and analyze the data.Results A total of 5 themes and 18 subthemes were extracted,including urgent desire for transplant information and psychological support during diagnosis,strong physiological and emotional needs during hospitalization,significant demand for health education in the preparation period for discharge,expectation of family support during the adjustment period,increasing demand for social support during the adaptation period.Conclusion The supportive care needs of heart transplant patients at different stages are dynamic.Medical staff should adopt the concept of dynamic and continuous care,and provide personalized care in stages,plans and continuance,in order to improve the quality of life of heart transplant patients.
3.Study on the preference for"Internet+TCM Nursing Services"among colorectal cancer patients
Yun-hong DU ; Wenli RONG ; Lili SUN ; Yu WANG ; Shujun WANG ; Li WANG
Chinese Journal of Nursing 2025;60(12):1413-1419
Objective To explore the preferences and needs of colorectal cancer patients for"Internet+TCM nursing services",aiming to provide a basis for the improvement of service quality and the formulation of relevant policies,so as to better meet the needs of patients.Methods A total of 189 patients with colorectal cancer who were admitted to a tertiary A Chinese Medicine hospital in Qingdao from September 2023 to July 2024 were selected as the research subjects.A general data questionnaire and Questionnaire on"Internet+Traditional Chinese Medicine Nursing Service"Preference of Colorectal Cancer Patients were used with 6 attributes,including average out-of-pocket cost,nurse qualification,service waiting time,service mode,comprehensiveness of service content,and platform service evaluation,each attribute with 2 to 3 levels.The preference,payment intention of"Internet+TCM nursing services"were analyzed by constructing a mixed Logit model,and the influencing factors of choice preference of different colorectal cancer patients was explored through subgroup analysis.Results Totally 189 questionnaires were sent out,and 156 valid questionnaires were collected,with an effective recovery rate of 82.54%.Among the respondents,112 patients(71.79%)actively accepted"Internet+TCM nursing services",and the attributes of"Internet+TCM nursing services"such as payment fee,service evaluation,service content and nurse qualification had an impact on nursing service preference of colorectal cancer patients(P<0.05).Based on willingness to pay,the ranking of attributes was service evaluation,service content and nurse qualification.Factors such as education level and the presence of ostomy also affected the preference of"Internet+TCM nursing services"in patients with colorectal cancer(P<0.05).Conclusion Patients with colorectal cancer prefer"Internet+TCM nursing services",which has an average service cost of 50 yuan per time,excellent platform service evaluation,comprehensive service content,specialized TCM nurses.The preferences and specific characteristics of patients with colorectal cancer can be considered to optimize the allocation of nursing resources and provide services in line with their preferences.
4.Effects of Zuogui Jiangtang Yishen Formula in regulating the NLRP3/caspase-1/GSDMD signaling axis on pyroptosis in rats with diabetic kidney disease
Shujuan Hu ; Xuhua Li ; Yao Peng ; Lili Chen ; Rong Yu ; Yajun Peng
Digital Chinese Medicine 2025;8(3):379-388
Objective:
To investigate the effects of Zuogui Jiangtang Yishen Formula (左归降糖益肾方, ZGJTYSF) in regulating the nucleotide-binding oligomerization domain-like receptor protein 3 (NLRP3)/caspase-1/gasdermin D (GSDMD) signaling axis on pyroptosis in rats with diabetic kidney disease (DKD).
Methods:
Fifty male specific pathogen-free (SPF) grade Goto-Kakizaki (GK) rats (12 weeks old) were fed a high-fat diet for one month to establish an early DKD model. Model establishment was confirmed when fasting blood glucose (FBG) ≥ 11.1 mmol/L and urinary albumin-to-creatinine ratio (uACR) ≥ 30 mg/g. The successfully modeled early DKD rats were randomly divided by random number table into five groups (n = 10 per group): model group; dapagliflozin group (1.0 mg/kg, by gavage, served as positive control); and low-, medium-, and high-dose of ZGJTYSF groups (4.9, 9.9, and 19.9 g/kg, respectively, by gavage). Age-matched male SPF Wistar rats (n = 10) served as control group. Rats in control and model groups were gavaged with equivalent volumes of distilled water. Treatment lasted 12 weeks. Changes in uACR, FBG, and renal function were observed in all groups. Hematoxylin-eosin (HE), periodic acid-Schiff (PAS), and Masson staining were used to observe renal histopathological changes. Immunohistochemistry was performed to detect the localization and expression of caspase-1, GSDMD, and NLRP3 in rat renal tissues. Terminal deoxynucleotidyl transferase deoxyuridine triphosphate (dUTP) nick end labeling (TUNEL) was utilized to detect pyroptosis in renal tissues. Quantitative real-time polymerase chain reaction (qPCR) and Western blot were applied to detect mRNA and protein expression levels of NLRP3, caspase-1, GSDMD, interleukin (IL)-1β, and IL-18.
Results:
Compared with model group, all doses of ZGJTYSF showed reductions in FBG, with medium- and high-dose of ZGJTYSF groups demonstrating significant decreases at week 8 and 12 (P < 0.05). For uACR, all doses of ZGJTYSF groups exhibited a decreasing trend, with high-dose of ZGJTYSF group being significantly lower than low- and medium-dose of ZGJTYSF groups at week 12 (P < 0.05) and showing no significant difference from dapagliflozin group (P > 0.05). No significant differences in renal function parameters (serum creatinine, blood urea nitrogen, and uric acid) were observed among groups (P > 0.05). Histopathological examination revealed milder glomerular and tubular lesions in both ZGJTYSF groups and dapagliflozin group, with renal pathological changes in high-dose of ZGJTYSF group resembling those in dapagliflozin group. Immunohistochemistry demonstrated significantly reduced expression of caspase-1, GSDMD, and NLRP3 in renal tissues of dapagliflozin group and high-dose of ZGJTYSF group compared with model group (P < 0.05 or P < 0.01), while the differences in low- and medium-dose of ZGJTYSF groups were not statistically significant (P > 0.05). TUNEL assay showed significantly fewer TUNEL-positive cells in renal tissues of dapagliflozin and high-dose of ZGJTYSF groups (P < 0.01), indicating a marked reduction in pyroptotic cells. Molecular analysis revealed that compared with model group, both dapagliflozin and high-dose of ZGJTYSF groups showed significantly downregulated mRNA and protein expression levels of NLRP3, caspase-1, GSDMD, IL-1β, and IL-18 in renal tissues (P < 0.01), while low- and medium-dose of ZGJTYSF groups showed downward trends without statistical significance (P > 0.05).
Conclusion
ZGJTYSF may inhibit renal pyroptosis by regulating the NLRP3/caspase-1/GSDMD signaling axis, thereby preventing and treating early renal injury in DKD and delaying the onset and progression of DKD.
5.Efficacy of revision surgery for hiatal hernia with gastroesophageal reflux disease after sleeve gastrectomy
Chongwen ZHAN ; Lili LIU ; Qiwei SHEN ; Bo XU ; Xiaojian FU ; Yikai SHAO ; Rong HUA ; Qiyuan YAO
Chinese Journal of General Surgery 2025;34(4):668-675
Background and Aims:Gastroesophageal reflux disease(GERD)is a common complication following sleeve gastrectomy(SG),particularly in patients with concomitant hiatal hernia,where symptoms tend to be more persistent and refractory,significantly impairing postoperative quality of life.This study aimed to evaluate the efficacy of laparoscopic hiatal hernia repair combined with gastroesophageal fixation in SG patients with severe GERD and hiatal hernia,providing clinical reference for revisional surgical strategies.Methods:The clinical data of 9 patients with severe GERD after SG who underwent laparoscopic hiatal hernia repair and gastroesophageal fixation at Huashan Hospital,Fudan University,between January 2023 and June 2024 were retrospectively analyzed.GerdQ scores,proportion of endoscopically confirmed reflux esophagitis,and proton pump inhibitor(PPI)usage were compared before and after surgery.Surgical parameters and follow-up outcomes were also recorded.Results:All patients successfully completed the surgery without major intraoperative complications,and the mean postoperative hospital stay was 5.22 d.After a mean follow-up period of 15.27 months,the GerdQ score significantly decreased from 11.67±2.00 to 7.22±1.48.The proportion of patients with GerdQ score≥8 decreased from 100.00%to 44.44%,and the rate of endoscopically confirmed GERD dropped from 88.89%to 11.11%;PPI use also significantly declined,with all differences reaching statistical significance(all P<0.05).Conclusion:Laparoscopic hiatal hernia repair combined with gastroesophageal fixation can effectively alleviate reflux symptoms in SG patients with coexisting hiatal hernia,demonstrating favorable short-term efficacy and high safety.This approach may be a preferable surgical option for selected patients.
6.Fine particulate matter induces airway hyper-responsiveness by up-regu-lating muscarinic M3 receptor in mice
Rong WANG ; Nana WANG ; Kuan YANG ; Lili YU ; Bei QIN
Chinese Journal of Pathophysiology 2025;41(4):696-703
AIM:Fine particulate matter(PM2.5)is closely associated with airway hyper-responsiveness(AHR).However,the underlying mechanism by which PM2.5 leads to AHR is still unclear.This study aimed to investi-gate the respiratory effects of ambient PM2.5 exposure.METHODS:Forty mice were randomly divided into five groups:control group(intranasal saline),lipopolysaccharide(LPS)group(100 mg/L),PM2.5 low-dose group(0.003 5 mg/d),PM2.5 medium-dose group(0.007 mg/d),and PM2.5 high-dose group(0.014 mg/d).They were treated with intranasal in-stillation for 30 d.Lung function and tracheal contractile responses were evaluated using whole-body plethysmography and sensitive wire myograph.Inflammatory mediators in serum and oxidative stress parameters were detected using enzyme-linked immunosorbent assay(ELISA).Lung tissues were subjected to HE and Masson staining.RT-qPCR and Western blot were used to determine the expression of contractile receptors and the phosphorylation of the mitogen-activated protein kinase(MAPK)signal pathway.RESULTS:Intranasal instillation of PM2.5 significantly increased airway resistance in mice and enhanced tracheal contractility in response to carbachol.PM2.5 elevated levels of tumor necrosis factor-α(TNF-α),interleukin(IL)-1β,and IL-6 in serum.PM2.5 instillation also led to a decrease in glutathione peroxidase(GSH-Px)levels and an increase in malondialdehyde(MDA)levels.Lung tissue exhibited notable pathological changes,including inflammatory cell infiltration,hyperplasia of alveolar epithelial cells,and collagen deposition.Mechanistically,exposure to PM2.5 increased the expression of muscarinic M3 receptor mRNA and protein,as well as the phosphorylation of p-ERK1/2 and p-p38 proteins following PM2.5 instillation.CONCLUSION:Intranasal instillation of PM2.5 induced inflammation and oxidative stress,along with the activation of the extracellular signal-regulated kinase 1/2(ERK1/2)and p38 MAPK pathways,resulting in the upregulation of M3 receptor-induced AHR.
7.Efficacy of revision surgery for hiatal hernia with gastroesophageal reflux disease after sleeve gastrectomy
Chongwen ZHAN ; Lili LIU ; Qiwei SHEN ; Bo XU ; Xiaojian FU ; Yikai SHAO ; Rong HUA ; Qiyuan YAO
Chinese Journal of General Surgery 2025;34(4):668-675
Background and Aims:Gastroesophageal reflux disease(GERD)is a common complication following sleeve gastrectomy(SG),particularly in patients with concomitant hiatal hernia,where symptoms tend to be more persistent and refractory,significantly impairing postoperative quality of life.This study aimed to evaluate the efficacy of laparoscopic hiatal hernia repair combined with gastroesophageal fixation in SG patients with severe GERD and hiatal hernia,providing clinical reference for revisional surgical strategies.Methods:The clinical data of 9 patients with severe GERD after SG who underwent laparoscopic hiatal hernia repair and gastroesophageal fixation at Huashan Hospital,Fudan University,between January 2023 and June 2024 were retrospectively analyzed.GerdQ scores,proportion of endoscopically confirmed reflux esophagitis,and proton pump inhibitor(PPI)usage were compared before and after surgery.Surgical parameters and follow-up outcomes were also recorded.Results:All patients successfully completed the surgery without major intraoperative complications,and the mean postoperative hospital stay was 5.22 d.After a mean follow-up period of 15.27 months,the GerdQ score significantly decreased from 11.67±2.00 to 7.22±1.48.The proportion of patients with GerdQ score≥8 decreased from 100.00%to 44.44%,and the rate of endoscopically confirmed GERD dropped from 88.89%to 11.11%;PPI use also significantly declined,with all differences reaching statistical significance(all P<0.05).Conclusion:Laparoscopic hiatal hernia repair combined with gastroesophageal fixation can effectively alleviate reflux symptoms in SG patients with coexisting hiatal hernia,demonstrating favorable short-term efficacy and high safety.This approach may be a preferable surgical option for selected patients.
8.Longitudinal qualitative study of supportive care needs on heart transplant patients
Wenxuan TAN ; Rong ZHANG ; Lili ZHANG ; Wei WANG ; Yanhong SHAO ; Qinghong FANG ; Jin ZHU
Chinese Journal of Nursing 2025;60(2):142-148
Objective To explore the supportive care needs of heart transplant patients at different stages.Methods Purposive sampling method was used to select 15 heart transplant patients who were hospitalized in a tertiary A hospital in Guangdong Province from July 2023 to February 2024 as research subjects.According to the"Timing It Right"theory,5 semi-structured interviews were conducted with patients.Interpretive phenomenology was used to sort out and analyze the data.Results A total of 5 themes and 18 subthemes were extracted,including urgent desire for transplant information and psychological support during diagnosis,strong physiological and emotional needs during hospitalization,significant demand for health education in the preparation period for discharge,expectation of family support during the adjustment period,increasing demand for social support during the adaptation period.Conclusion The supportive care needs of heart transplant patients at different stages are dynamic.Medical staff should adopt the concept of dynamic and continuous care,and provide personalized care in stages,plans and continuance,in order to improve the quality of life of heart transplant patients.
9.Study on the preference for"Internet+TCM Nursing Services"among colorectal cancer patients
Yun-hong DU ; Wenli RONG ; Lili SUN ; Yu WANG ; Shujun WANG ; Li WANG
Chinese Journal of Nursing 2025;60(12):1413-1419
Objective To explore the preferences and needs of colorectal cancer patients for"Internet+TCM nursing services",aiming to provide a basis for the improvement of service quality and the formulation of relevant policies,so as to better meet the needs of patients.Methods A total of 189 patients with colorectal cancer who were admitted to a tertiary A Chinese Medicine hospital in Qingdao from September 2023 to July 2024 were selected as the research subjects.A general data questionnaire and Questionnaire on"Internet+Traditional Chinese Medicine Nursing Service"Preference of Colorectal Cancer Patients were used with 6 attributes,including average out-of-pocket cost,nurse qualification,service waiting time,service mode,comprehensiveness of service content,and platform service evaluation,each attribute with 2 to 3 levels.The preference,payment intention of"Internet+TCM nursing services"were analyzed by constructing a mixed Logit model,and the influencing factors of choice preference of different colorectal cancer patients was explored through subgroup analysis.Results Totally 189 questionnaires were sent out,and 156 valid questionnaires were collected,with an effective recovery rate of 82.54%.Among the respondents,112 patients(71.79%)actively accepted"Internet+TCM nursing services",and the attributes of"Internet+TCM nursing services"such as payment fee,service evaluation,service content and nurse qualification had an impact on nursing service preference of colorectal cancer patients(P<0.05).Based on willingness to pay,the ranking of attributes was service evaluation,service content and nurse qualification.Factors such as education level and the presence of ostomy also affected the preference of"Internet+TCM nursing services"in patients with colorectal cancer(P<0.05).Conclusion Patients with colorectal cancer prefer"Internet+TCM nursing services",which has an average service cost of 50 yuan per time,excellent platform service evaluation,comprehensive service content,specialized TCM nurses.The preferences and specific characteristics of patients with colorectal cancer can be considered to optimize the allocation of nursing resources and provide services in line with their preferences.
10.Fine particulate matter induces airway hyper-responsiveness by up-regu-lating muscarinic M3 receptor in mice
Rong WANG ; Nana WANG ; Kuan YANG ; Lili YU ; Bei QIN
Chinese Journal of Pathophysiology 2025;41(4):696-703
AIM:Fine particulate matter(PM2.5)is closely associated with airway hyper-responsiveness(AHR).However,the underlying mechanism by which PM2.5 leads to AHR is still unclear.This study aimed to investi-gate the respiratory effects of ambient PM2.5 exposure.METHODS:Forty mice were randomly divided into five groups:control group(intranasal saline),lipopolysaccharide(LPS)group(100 mg/L),PM2.5 low-dose group(0.003 5 mg/d),PM2.5 medium-dose group(0.007 mg/d),and PM2.5 high-dose group(0.014 mg/d).They were treated with intranasal in-stillation for 30 d.Lung function and tracheal contractile responses were evaluated using whole-body plethysmography and sensitive wire myograph.Inflammatory mediators in serum and oxidative stress parameters were detected using enzyme-linked immunosorbent assay(ELISA).Lung tissues were subjected to HE and Masson staining.RT-qPCR and Western blot were used to determine the expression of contractile receptors and the phosphorylation of the mitogen-activated protein kinase(MAPK)signal pathway.RESULTS:Intranasal instillation of PM2.5 significantly increased airway resistance in mice and enhanced tracheal contractility in response to carbachol.PM2.5 elevated levels of tumor necrosis factor-α(TNF-α),interleukin(IL)-1β,and IL-6 in serum.PM2.5 instillation also led to a decrease in glutathione peroxidase(GSH-Px)levels and an increase in malondialdehyde(MDA)levels.Lung tissue exhibited notable pathological changes,including inflammatory cell infiltration,hyperplasia of alveolar epithelial cells,and collagen deposition.Mechanistically,exposure to PM2.5 increased the expression of muscarinic M3 receptor mRNA and protein,as well as the phosphorylation of p-ERK1/2 and p-p38 proteins following PM2.5 instillation.CONCLUSION:Intranasal instillation of PM2.5 induced inflammation and oxidative stress,along with the activation of the extracellular signal-regulated kinase 1/2(ERK1/2)and p38 MAPK pathways,resulting in the upregulation of M3 receptor-induced AHR.

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