1.Multimodal Interpretable Model for Predicting Pathological Complete Response After Neoadjuvant Therapy in Lung Cancer: a Multicenter Study
Qi LIU ; Junying LIU ; Pei ZHANG ; Ping WEI ; Yueping LIU
Medical Journal of Peking Union Medical College Hospital 2026;17(4):943-953
To develop an multimodal interpretable model that integrates whole slide images(WSI) and clinical features, and to validate its efficacy in predicting pathological complete response(pCR) in lung cancer patients following neoadjuvant therapy. The clinicopathologic data who received neoadjuvant therapy of patients as well as hematoxylin and eosin stained sections were retrospectively collected between March 2015 and March 2025. For the WSI branch, the predictive performance of five pathology foundation models(CTransPath, Virchow2, H-optimus-0, Phikon-Ⅴ2, and UNI-Ⅴ2) was compared within the CLAM-SB framework to identify the optimal feature extractor. The clinical branch was constructed using the extreme gradient boosting(XGBoost) model. Subsequently, a multimodal prediction model for pathologic complete response(MP-pCR) was established through decision-layer logistic regression fusion. Model performance was evaluated using the area under the receiver operating characteristic curve(AUC), accuracy, sensitivity, specificity, F1-score, and Brier score. Interpretability analysis was performed using attention heatmaps and the Shapley Additive Explanations(SHAP) algorithm. A total of 728 patients were enrolled in this study. Among them, a total of 676 patients from the Fourth Hospital of Hebei Medical University were selected as internal dataset, which was randomly divided into training set( MP-pCR model developed and validated based on multicenter data outperforms single-modality models in predicting pCR for lung cancer. The interpretability results demonstrate good consistency with clinicopathologic knowledge, suggesting that the model holds promise as a potential auxiliary reference for the clinical evaluation of treatment response and the optimization of individualized therapeutic decisions.
2.Molecular Mechanism Analysis of Dengzhan Shengmai Capsules Against Myocardial Fibrosis After Myocardial Infarction Based on Network Robustness Algorithm
Feifei OU ; Bo ZHANG ; Fuzhu PAN ; Junying WEI ; Hongwei WU ; Minghua XIAN ; Jing XU
Chinese Journal of Experimental Traditional Medical Formulae 2026;32(19):164-173
ObjectiveTo investigate the potential therapeutic effects of Dengzhan Shengmai capsules (DZSM) on myocardial fibrosis after myocardial infarction and decipher the underlying molecular mechanisms by virtue of network robustness algorithm. MethodsA rat model of myocardial infarction was established by ligating the left anterior descending coronary artery. Successfully modeled Sprague-Dawley rats were randomly allocated into a model group, an enalapril group(3.15 mg·kg-1), and high- and low-dose DZSM groups(226.8,113.4 mg·kg-1). In addition, a sham group was set up. After four consecutive weeks of intervention, the cardiac function was assessed via echocardiography, and myocardial collagen deposition was observed through Sirius red staining. The key regulatory pathways of DZSM were analyzed by the network robustness algorithm. Enzyme-linked immunosorbent assay (ELISA) and immunofluorescence assay were employed to validate the mechanisms. ResultsCompared with the sham group, the model group exhibited decreased left ventricular ejection fraction (LVEF%) and fractional shortening (FS%) (P<0.01) and increased myocardial collagen volume fraction (CVF%) (P<0.01). Compared with the model group, high-dose DZSM and enalapril improved LVEF% and FS% (P<0.01). Both high- and low-dose DZSM reduced the CVF% (P<0.05, P<0.05,). Network analysis indicated that DZSM exerted its effects by regulating neutrophil infiltration and related inflammatory pathways. Experimental validation showed that DZSM significantly reduced the protein levels of nuclear factor (NF)-κB, Janus kinase 2 (JAK2), and signal transduction activator and transducer 3 (STAT3) in the cardiac tissue, as well as the levels of chemokine (C-X-C motif) ligand 1 (CXCL1), interleukin (IL)-1β, neutrophil elastase-DNA complex (NE-DNA), and myeloperoxidase-DNA complex (MPO-DNA) in the plasma. ConclusionDZSM may ameliorate myocardial fibrosis by inhibiting neutrophil infiltration and extracellular trap formation and regulating the NF-κB/JAK2/STAT3 signaling pathway.
3.Comparison of potential profiles analysis of psychosocial adaptation and social alienation differences in nsoriasis natients
Junying QIAN ; Meng QIAO ; Shu WANG ; Lihua CHEN ; Mengqiu LIU ; Rong WEI ; Linlin XIN
Chongqing Medicine 2025;54(4):824-829
Objective To explore the potential categories of psychosocial adaptation in psoriasis patients and their differences in social alienation.Methods Using a cross-sectional survey design,convenience sam-pling was used to select 376 psoriasis patients from multiple hospitals in Shandong Province from September to December 2022.Participants completed the general information questionnaire,Psychosocial Adaptation to Illness Scale(PAIS-SR),Acceptance and Action Questionnaire-Ⅱ(AAQ-2),and General Alienation Scale(GAS).Latent profile analysis was performed using Mplus8.0 software to identify psychosocial adaptation patterns of psoriasis patients,and SPSS25.0 was used to compare social alienation differences among different adaptation groups.Results Psoriasis patients could be divided into two latent profiles:moderate psychosocial adaptation group(31.38%)and low psychosocial adaptation group(68.62%).Medical payment method,dis-ease recurrence,psoriasis subtype,disease duration,family history,skin lesion exposure,and AAQ-2 scores were identified as main influencing factors(P<0.05).Significant differences in total GAS scores were found between the two groups(P<0.05).Conclusion The psychosocial adaptation of psoriasis patients shows het-erogeneity and could be classified into two latent profiles.Targeted interventions should be implemented to improve psychosocial adaptation levels.
4.Survey of coronaviruses carried by bats in Qinghua Cave,Yunnan Province,China,and establishment of a quantitative viral detection method
Wei KONG ; Peiyu HAN ; Ze YANG ; Junying ZHAO ; Yi TANG ; Jiawei TIAN ; Fenhui XU ; Lidong ZONG ; Yunzhi ZAHNG
Chinese Journal of Zoonoses 2025;41(7):704-711
The aim of this study was to qualitatively and quantitatively detect coronavirus(CoV)in the feces of bats from Qinghua Cave,Yunnan Province,China.CoV was qualitatively tested with reverse transcription polymerase chain reaction(RT-PCR),and homology and genetic evolution were analyzed with bioinformatics software.The established reverse transcription real-time fluores-cence quantitative PCR(qRT-PCR)method was applied to CoV quantification in bat feces.The positivity rate of CoV in 306 fecal samples collected from the fulvous fruit bat(Rousettus leschenaultia)was 7.8%(24/306)according to RT-PCR.All 24 strains of CoV belonged to β-CoV,and showed a similarity of 86.8%-100.0%at the nucleotide level and 95.2%-100.0%at the amino acid level,with respect to other β-CoV sequences in the NCBI database.The positivity rate of CoV was 18.6%(57/306)according to qRT-PCR,a value higher than that according to RT-PCR(χ2=25.3,P<0.05).The mean β-CoV load was 1.3×103 copies/μL.In conclusion,the bats in Qinghua Cave,Yunnan Province,carried CoV belonging to β-CoV.The established qRT-PCR method achieved good sensitiv-ity,accuracy,reproducibility,and a higher detection rate than that of RT-PCR,and can be used for rapid detection of β-CoV in bats.
5.Association of monocyte-to-high-density lipoprotein cholesterol ratio with white matter hyperintensities and its spatial distribution
Junying JIANG ; Cunsheng WEI ; Yingying XUE ; Peizhi GU ; Xiaorong YU ; Ying SHE ; Xuemei CHEN
International Journal of Cerebrovascular Diseases 2025;33(1):1-6
Objective:To investigate the association of monocyte-to-high-density lipoprotein cholesterol ratio (MHR) with the severity of white matter hyperintensities (WMHs) and its spatial distribution.Methods:Patients admitted to the Department of Neurology, Jiangning Hospital Affiliated to Nanjing Medical University due to various chronic diseases or physical examinations between January 2023 and December 2024 were included retrospectively. Past medical history, clinical and imaging data were collected. The Fazekas scale was used to assess the severity of WMHs. According to the scoring results of periventricular WMHs (PVWMHs) and deep WMHs (DWMHs), WMHs were divided into no/mild group (0-1 points) and moderate/severe group (2-3 points). Multivariate logistic regression analysis was used to determine independent correlation factors for the severity of WMHs, PVWMHs, and DWMHs. Results:A total of 357 patients were included, aged 65.42±9.95 years, with 198 males (55.5%). There were 193 patients (54.1%) in the no/mild group and 164 (45.9%) in the moderate/severe group. Univariate analysis showed that the proportion of patients with hypertension, diabetes, history of cerebral infarction and cerebral hemorrhage, carotid plaque, and age, serum creatinine, monocyte count and MHR in the moderate/severe group were significantly higher than those in the no/mild group (all P<0.05). Multivariate logistic regression analysis showed a significant positive correlation between MHR and the severity of WMHs (odds ratio 3.138, 95% confidence interval 1.042-9.451; P=0.042). Further analysis showed a significant positive correlation between MHR and PVWMHs (odds ratio 3.384, 95% confidence interval 1.111-10.305; P=0.032), but no independent correlation with DWMHs. In addition, age and hypertension, diabetes, history of cerebral infarction and cerebral hemorrhage were significantly positively correlated with the severity of WMHs, PVWMHs and DWMHs. Conclusion:MHR is correlated with the severity of WMHs, and higher MHR is significantly associated with PVWMHs, but not with DWMHs.
6.Correlation between body mass index to high-density lipoprotein cholesterol ratio and cerebral small vessel disease in middle-aged and elderly people
Meng CAO ; Cunsheng WEI ; Junying JIANG ; Yingying XUE ; Ying SHE ; Xuemei CHEN
International Journal of Cerebrovascular Diseases 2025;33(5):350-355
Objective:To investigate the correlation between body mass index (BMI)/high-density lipoprotein cholesterol (HDL-C) ratio and cerebral small vessel disease (CSVD) in middle-aged and elderly people.Methods:Consecutive middle-aged and elderly patients (aged ≥40 years) who were hospitalized for chronic disease examinations in the Department of Neurology, Jiangning Hospital Affiliated to Nanjing Medical University between February 2022 and May 2024 were included prospectively. According to the overall burden score of CSVD, they were divided into CSVD group (≥1) and non-CSVD group (0). According to age, they divided into middle-aged group (40-59 years old) and elderly group (≥60 years old). The demographic characteristics and clinical data were collected. Binary multivariate logistic regression analysis was used to determine the independent correlation between BMI/HDL-C ratio and CSVD. Forest plot was used to analyze the correlation between BMI/HDL-C ratio and CSVD in different age groups. Results:A total of 710 patients were included, with an age of 66.0±10.0 years and 361 were males (50.8%). There were 261 patients (36.8%) in the CSVD group and 449 (63.2%) in the non-CSVD group. The BMI/HDL-C ratio in the CSVD group was significantly higher than that in the non-CSVD group (23.60±7.00 vs. 20.78±6.40; P<0.001). Multivariate logistic regression analysis showed that BMI/HDL-C ratio was an independent risk factor for CSVD in middle-aged and elderly populations (odds ratio 1.046, 95% confidence interval 1.027-1.064; P<0.001). There were 475 patients in the elderly group, of which 198 (41.7%) had CSVD; there were 235 patients in the middle-aged group, of which 63 (26.8%) had CSVD. Forest plot analysis showed that the association between BMI/HDL-C ratio and CSVD still had statistical significance in different age groups, but the effect intensity was higher in the elderly group than in the middle-aged group. Conclusion:The BMI/HDL-C ratio is independently correlated with CSVD in middle-aged and elderly population, particularly significant in the elderly population.
7.Diagnotic value of endoscopic retrograde cholangiopancreatography combined with modified biopsy forceps for suspected malignant biliary stricture (with video)
Junying LIU ; Mengqiang CAI ; Yurong CUI ; Wei LIU ; Zhaoxia HE ; Haiyang YU ; Jinxin LI
Chinese Journal of Digestive Endoscopy 2025;42(7):572-576
To explore the diagnostic value of endoscopic retrograde cholangiopancreatography (ERCP) combined with modified biopsy forceps for suspected malignant biliary obstruction, 72 patients with suspected malignant biliary obstruction who underwent ERCP using modified biopsy forceps from January 2017 to April 2023 in the First Affiliated Hospital of Henan University of Chinese Medicine were selected as the modified group, while 61 contemporaneous patients who underwent ERCP with traditional biopsy forceps were selected as the control group at the same time. The stenosis site was identified during the operation, and the effective pathological tissue was obtained by biopsy. Benign or malignant tumor was determined according to the medical history and clinical follow-up data. The sensitivity and specificity of the two groups were compared. The success rate of biopsy was 100.00% in the two groups. All patients had no serious complications and were diagnosed histologically. Sixty-seven cases were finally diagnosed as malignant and 5 cases were benign in the modified group. In the control group, 58 cases were malignant and 3 cases were benign. The sensitivity for diagnosis of malignant biliary stricture was 79.10% (54/67) in the modified group, and 60.34% (35/58) in the control group, with significant difference ( χ2=6.218, P= 0.013). The specificity of the two methods for the diagnosis of malignant stenosis was 100.00%. Therefore, it is safe and effective to apply ERCP combined with the modified biopsy forceps in the diagnosis of extrahepatic malignant bile duct stenosis.
8.Sleep disorder and mental fatigue in elderly patients with cerebral small vessel disease
Cunsheng WEI ; Yingying XUE ; Qian LI ; Xiaorong YU ; Meng CAO ; Junying JIANG ; Xuemei CHEN
Chinese Journal of Geriatric Heart Brain and Vessel Diseases 2025;27(8):1061-1064
Objective To explore the sleep quality and mental fatigue level in elderly patients with cerebrovascular small disease(CSVD).Methods A total of 222 patients aged over 65 years old hospitalized due to chronic diseases in Department of Neurology of the Affiliated Jiangning Hospi-tal of Nanjing Medical University from August 2022 to June 2024 were recruited prospectively and continuously.According to the CSVD score,they were divided into a CSVD group(CSVD score≥1,148 cases)and a non-CSVD group(CSVD score=0,74 cases).All the patients were evaluated by sleep quality,fatigue and neuropsychological scale when they were fully cooperated and in good condition.Subsequently,the patients in the CSVD group were further assigned into a good sleep subgroup(117 cases)and a poor sleep subgroup(31 patients).Results The CSVD group had significantly higher total score of Pittsburgh sleep quality index(PSQI),sleep quality score,sleep disturbance score,total score of self-rating fatigue,and mental fatigue score than the non-CSVD group(P<0.01).The sleep quality score,sleep disturbance score,and mental fatigue score were risk factors for CSVD(P<0.05).The mental fatigue score was significantly higher in the CSVD patients with poor sleep than those with good sleep(4.13±1.15 vs 2.50±1.92,P<0.01).Conclusion Elderly CSVD patients were more likely to have decreased sleep quality and mental fatigue,and among them,those with poor sleep quality are prone to having mental fatigue than those with good sleep.
9.Survey of coronaviruses carried by bats in Qinghua Cave,Yunnan Province,China,and establishment of a quantitative viral detection method
Wei KONG ; Peiyu HAN ; Ze YANG ; Junying ZHAO ; Yi TANG ; Jiawei TIAN ; Fenhui XU ; Lidong ZONG ; Yunzhi ZAHNG
Chinese Journal of Zoonoses 2025;41(7):704-711
The aim of this study was to qualitatively and quantitatively detect coronavirus(CoV)in the feces of bats from Qinghua Cave,Yunnan Province,China.CoV was qualitatively tested with reverse transcription polymerase chain reaction(RT-PCR),and homology and genetic evolution were analyzed with bioinformatics software.The established reverse transcription real-time fluores-cence quantitative PCR(qRT-PCR)method was applied to CoV quantification in bat feces.The positivity rate of CoV in 306 fecal samples collected from the fulvous fruit bat(Rousettus leschenaultia)was 7.8%(24/306)according to RT-PCR.All 24 strains of CoV belonged to β-CoV,and showed a similarity of 86.8%-100.0%at the nucleotide level and 95.2%-100.0%at the amino acid level,with respect to other β-CoV sequences in the NCBI database.The positivity rate of CoV was 18.6%(57/306)according to qRT-PCR,a value higher than that according to RT-PCR(χ2=25.3,P<0.05).The mean β-CoV load was 1.3×103 copies/μL.In conclusion,the bats in Qinghua Cave,Yunnan Province,carried CoV belonging to β-CoV.The established qRT-PCR method achieved good sensitiv-ity,accuracy,reproducibility,and a higher detection rate than that of RT-PCR,and can be used for rapid detection of β-CoV in bats.
10.Sleep disorder and mental fatigue in elderly patients with cerebral small vessel disease
Cunsheng WEI ; Yingying XUE ; Qian LI ; Xiaorong YU ; Meng CAO ; Junying JIANG ; Xuemei CHEN
Chinese Journal of Geriatric Heart Brain and Vessel Diseases 2025;27(8):1061-1064
Objective To explore the sleep quality and mental fatigue level in elderly patients with cerebrovascular small disease(CSVD).Methods A total of 222 patients aged over 65 years old hospitalized due to chronic diseases in Department of Neurology of the Affiliated Jiangning Hospi-tal of Nanjing Medical University from August 2022 to June 2024 were recruited prospectively and continuously.According to the CSVD score,they were divided into a CSVD group(CSVD score≥1,148 cases)and a non-CSVD group(CSVD score=0,74 cases).All the patients were evaluated by sleep quality,fatigue and neuropsychological scale when they were fully cooperated and in good condition.Subsequently,the patients in the CSVD group were further assigned into a good sleep subgroup(117 cases)and a poor sleep subgroup(31 patients).Results The CSVD group had significantly higher total score of Pittsburgh sleep quality index(PSQI),sleep quality score,sleep disturbance score,total score of self-rating fatigue,and mental fatigue score than the non-CSVD group(P<0.01).The sleep quality score,sleep disturbance score,and mental fatigue score were risk factors for CSVD(P<0.05).The mental fatigue score was significantly higher in the CSVD patients with poor sleep than those with good sleep(4.13±1.15 vs 2.50±1.92,P<0.01).Conclusion Elderly CSVD patients were more likely to have decreased sleep quality and mental fatigue,and among them,those with poor sleep quality are prone to having mental fatigue than those with good sleep.

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