1.Correlation between liver fibrosis degree and carotid plaque in patients with lean metabolic dysfunction-associated fatty liver disease
Shuai ZHANG ; Shoulu JIN ; Wanqing LI ; Xijing SHI ; Hao LIANG ; Hao DONG ; Dailong LU ; Ying ZHU ; Xiaoxing XIANG ; Jun LIU
Journal of Clinical Hepatology 2026;42(2):319-325
ObjectiveTo investigate the association between noninvasive liver fibrosis markers and carotid plaque (CP) in patients with lean metabolic dysfunction-associated fatty liver disease (MAFLD), and to provide a basis for screening high-risk populations. MethodsA total of 957 patients with lean MAFLD who underwent physical examination in Subei People’s Hospital from January 2021 to June 2023 was enrolled as the observation cohort, with the presence or absence of CP as the outcome, and fibrosis-4 (FIB-4) index and nonalcoholic fatty liver disease fibrosis score (NFS) were used to assess liver fibrosis degree. The independent-samples t test was used for comparison of normally distributed continuous data between two groups, and the Mann-Whitney U test was used for comparison of non-normally distributed continuous data between two groups; the chi-square test was used for comparison of categorical data between two groups. The multivariate logistic regression analysis, the restricted cubic spline analysis, the receiver operating characteristic curve, and the mediation effect analysis were used to investigate the association between liver fibrosis degree and CP. ResultsThe prevalence rate of CP was 36.6% in the lean MAFLD population. Compared with the non-CP group(n=607), the CP group (n=350) had a significantly higher proportion of male patients, a significantly higher proportion of patients with smoking/diabetes/hypertension, and significantly higher levels of age, creatinine, blood urea nitrogen, triglycerides, fasting blood glucose, aspartate aminotransferase, aspartate aminotransferase/alanine aminotransferase ratio, NFS, and FIB-4 index, as well as significantly lower levels of platelet count and albumin (all P<0.05). The multivariate logistic regression analysis showed that after adjustment for confounding factors, FIB-4 index (odds ratio[OR]=2.979, 95% confidence interval[CI]:2.141 — 4.219, P<0.001) and NFS (OR=1.747, 95%CI: 1.499 — 2.046, P<0.001) were positively correlated with CP. Both FIB-4 index and NFS had a good value in predicting CP. Hypertension had a significant indirect effect on the prevalence rate of CP through its impact on liver fibrosis markers, and its mediating effect accounted for 39.5% — 40.8% of the total effect (P<0.001). ConclusionIn patients with lean MAFLD, NFS and FIB-4 index are significantly positively correlated with the prevalence rate of CP, and they can be used as potential epidemiological predictive indicators. Liver fibrosis markers may play a mediating role in the association between hypertension and CP. Interventions targeting hypertension and liver fibrosis markers may help to prevent and delay the progression of CP.
2.Preliminary evaluation of the effect of comprehensive health management on the prevention and treatment of ischemic stroke
Shuai ZHU ; Genming ZHAO ; Yiying ZHANG ; Dongni LIANG ; Hongjie YU ; Qian PENG ; Fang XIANG ; Na WANG
Journal of Public Health and Preventive Medicine 2026;37(2):89-93
Objective To evaluate the short-term effects of comprehensive health management interventions for stroke high-risk population screening on the prevention and treatment of ischemic stroke, and to provide reference and basis for improving and exploring health management and prevention strategies for stroke high-risk population. Methods From 2018 to 2022, 13 community health service centers in Jiading District, Shanghai were selected in the present study. Based on information push platform, stroke risk assessment and health intervention follow-up were conducted for community residents through convenience sampling. The residents were divided into a full course intervention group (intervention group) and a routine intervention group (control group) according to different health intervention measures and forms. The incidence of ischemic stroke in the two groups of survey subjects was tracked within 36 months. Results A total of 52144 subjects were included in the study. The total number of patients in the full course intervention group was 14227, with an incidence density of 577.32/100 000 (556.49/100 000-598.12/100 000), which was lower than that of the conventional intervention group (37 917), with an incidence density of 1 485.47/100 000 (1 464.99/100 000-1 505.94/100 000) (χ2=2490.212, P<0.001). The relative risk of the full course intervention group was 0.39, and the relative risk of stroke risk factors in the full course intervention group from low to high was 0.33, 0.43, 0.45, and 0.49, respectively. The incidence density of males in the full course intervention group was 660.76 (627.46/100 000 - 694.05/100 000), with a relative risk of 0.43, and the incidence density of female patients was 509.71/100 000 (483.37/100 000 - 536.05/100 000), with a relative risk of 0.35. The overall incidence density of the population under 62 years old gourp, 62-75 years old group and over 75 years old group was 197.45/100 000 (173.09/100 000 -221.80/100 000), 608.36/100 000 (580.19/100 000-636.54/100 000), and 1 025.06/100 000 (958.51/100 000-1 091.61/100 000), with relative risks of 0.51, 0.44, and 0.38, respectively. Conclusion Comprehensive health management measures can effectively reduce the short-term risk of ischemic stroke, and should be further promoted and improved to enhance the effectiveness of stroke prevention and control.
3.Association of liver fibrosis markers and inflammation markers with the risk of gallstones in patients with metabolic dysfunction-associated fatty liver disease
Shuai ZHANG ; Shoulu JIN ; Wanqing LI ; Xijing SHI ; Hao LIANG ; Hao DONG ; Dailong LU ; Ying ZHU ; Xiaoxing XIANG ; Jun LIU
Journal of Clinical Hepatology 2026;42(3):579-585
ObjectiveTo investigate the association of liver fibrosis scores and inflammation markers with gallstones in patients with metabolic dysfunction-associated fatty liver disease (MAFLD), as well as the mediating role of liver fibrosis scores in the relationship between inflammation markers and gallstones. MethodsA total of 14 567 patients who received physical examination and were diagnosed with MAFLD in Subei People’s Hospital from January 2014 to June 2023 were enrolled in this study, and according to the results of abdominal color Doppler ultrasound, they were divided into gallstone group with 1 724 patients and non-gallstone group with 12 843 patients. Related clinical data were collected from all patients, including demographic data, medical history, family history, physical examination, Color Doppler ultrasound, and biochemical parameters. The biomarkers associated with metabolic disorders and insulin resistance included triglyceride-glucose index (TyG), TyG-body mass index (BMI) index, atherogenic index of plasma (AIP), and non-high-density lipoprotein cholesterol-to-high-density lipoprotein cholesterol ratio (NHHR); the biomarkers associated with inflammation and nutritional status included neutrophil-to-lymphocyte ratio (NLR), neutrophil percentage-to-albumin ratio (NPAR), and monocyte-to-lymphocyte ratio (MLR); the biomarkers for assessing liver fibrosis degree and liver function included albumin-bilirubin (ALBI) score, NAFLD fibrosis score (NFS), fibrosis-4 (FIB-4) index, and aspartate aminotransferase-to-platelet ratio index (APRI). The independent-samples t test was used for comparison of normally distributed continuous data between two groups, while the Mann-Whitney U test was used for comparison of non-normally distributed continuous data between two groups; the chi-square test was used for comparison of categorical data between two groups. Multivariate Logistic regression analysis, restricted cubic spline analysis, and mediating effect analysis were used to assess the association of liver fibrosis markers and inflammation markers with the risk of gallstones. ResultsThe prevalence rate of gallstones was 11.8% among the MAFLD patients. There were significant differences between the gallstone group and the non-gallstone group in sex, age, smoking history, diabetes, hypertension, lymphocytes, platelets, glucose, albumin, serum uric acid, alanine aminotransferase, aspartate aminotransferase, red blood cell, NLR, NPAR, MLR, NFS, FIB-4 index, and ALBI score (all P<0.05). The multivariate Logistic regression analysis showed that NLR (odds ratio [OR]=1.091, 95% confidence interval [CI]: 1.028 — 1.160, P<0.05), NPAR (OR=1.073, 95%CI: 1.042 — 1.105, P<0.05), MLR (OR=1.142, 95%CI: 1.057 — 1.232, P<0.05), NFS (OR=1.239, 95%CI: 1.190 — 1.291, P<0.05), and FIB-4 index (OR=1.326, 95%CI: 1.241 — 1.417, P<0.05) were influencing factors for the prevalence rate of gallstones. The restricted cubic spline analysis showed a significant non-linear association between NFS/FIB-4 index and the risk of gallstone (non-linear P<0.05). The mediating effect analysis further showed that the association of NLR, MLR, and NPAR with gallstones was partially mediated by NFS or FIB-4 index, with a mediating effect accounting for 36.79%、28.09%、29.67% and 18.31%、17.70、11.57%, respectively. ConclusionNFS and FIB-4 index have a non-linear association with the prevalence rate of gallstones in MAFLD patients, and they also mediate the association of NLR, NPAR, and MLR with the risk of gallstone.
4.Construction of digital specimens of Cordyceps sinensis using 3D reconstruction techniques
KANG Shuai ; LU Haoling ; CAI Liang ; SHI Jia
Drug Standards of China 2026;27(1):0058-0068
Objective: This study aimed to investigate a mature three-dimensional reconstruction technique using Cordyceps sinensis as an example, to establish the methodology for creating digital specimens of traditional Chinese medicine. This can lay a solid the foundation for digitizing traditional Chinese medicine samples and identifying their characteristics.
Methods: Based on the research results related to the characteristics identification of Cordyceps sinensis generated by the research team and survey of the existing literature, a characteristic identification evaluation method was designed. The key technical factors of three-dimensional reconstruction (measurement methods, repeatability and reproducibility, synthetic computation, digital specimen format, and color correction) were investigated. A methodology for constructing three-dimensional digital specimens of Cordyceps sinensis was established, and several types of samples (various origins, different completeness, diverse types) were subjected to three-dimensional reconstruction to validate this novel method.
Results: Through this methodological research, the application of three-dimensional reconstruction technology in the construction of digital specimens of Cordyceps sinensis was elegantly established. This method can accurately reproduce all the characteristic identification features of the physical samples. All the samples could be reconstructed into their corresponding three-dimensional digital specimens.
Conclusion: Overall, combining computer-aided three-dimensional reconstruction technology and methodology developed by us can create three-dimensional digital specimens of Cordyceps sinensis and provide a fundamental assessment for restoring the characteristic identification features.
5.Association between red cell distribution width/albumin ratio and risk for non-valvular atrial fibrillation in hyperuricemia population
Shuai ZHANG ; Hao LIANG ; Zhengyu BAO ; Yong XIE ; Ye ZHU
Chinese Journal of Geriatric Heart Brain and Vessel Diseases 2025;27(6):727-731
Objective To explore the association between the ratio of red blood cell distribution width to albumin level(RAR)and the risk of non-valvular atrial fibrillation(NVAF)in patients with hyperuricemia.Methods A total of 8 277 patients with hyperuricemia who underwent physi-cal examinations at the Physical Examination Center of Northern Jiangsu People's Hospital from January 2021 to June 2024 were enrolled.From them,185 patients with AF were assigned into a case group,and 740 patients without AF were into a control group in a ratio of 1∶4 with propen-sity score matching(PSM).Logistic regression analysis,restricted cubic spline analysis,and sub-group analysis were employed to investigate the association between RAR and the risk of NVAF in hyperuricemic patients.Results The case group had significantly larger ratio of smoking,high-er levels of red blood cell distribution width,total bilirubin,hematocrit,and RAR index,but lower albumin,low-density lipoprotein cholesterol(LDL-C)and triglyceride(TG)levels,and smaller ra-tio of fatty liver than the control group(P<0.01).Multivariate logistic regression analysis showed that the patients at Q2,Q3,and Q4 quartiles of RAR index have higher risk for AF than those at Q1 quartile(OR=2.843,OR=4.263,OR=7.801,P<0.01).The effect of RAR index was significant when below the breakpoint of 2.85(OR=1.492,95%CI:1.151-1.993,P=0.004).Subgroup analysis indicated significant interactions between RAR index and age as well as smok-ing(P interaction<0.05).The area under curve value of RAR index in predicting NVAF occurrence in male hyperuricemic patients was 0.679(95%CI:0.632-0.725).Conclusion In patients with hyperuricemia,a higher RAR index is associated with an increased risk of NVAF.RAR index has guiding significance for diagnosing male hyperuricemic patients complicated with AF.
6.Association between red cell distribution width/albumin ratio and risk for non-valvular atrial fibrillation in hyperuricemia population
Shuai ZHANG ; Hao LIANG ; Zhengyu BAO ; Yong XIE ; Ye ZHU
Chinese Journal of Geriatric Heart Brain and Vessel Diseases 2025;27(6):727-731
Objective To explore the association between the ratio of red blood cell distribution width to albumin level(RAR)and the risk of non-valvular atrial fibrillation(NVAF)in patients with hyperuricemia.Methods A total of 8 277 patients with hyperuricemia who underwent physi-cal examinations at the Physical Examination Center of Northern Jiangsu People's Hospital from January 2021 to June 2024 were enrolled.From them,185 patients with AF were assigned into a case group,and 740 patients without AF were into a control group in a ratio of 1∶4 with propen-sity score matching(PSM).Logistic regression analysis,restricted cubic spline analysis,and sub-group analysis were employed to investigate the association between RAR and the risk of NVAF in hyperuricemic patients.Results The case group had significantly larger ratio of smoking,high-er levels of red blood cell distribution width,total bilirubin,hematocrit,and RAR index,but lower albumin,low-density lipoprotein cholesterol(LDL-C)and triglyceride(TG)levels,and smaller ra-tio of fatty liver than the control group(P<0.01).Multivariate logistic regression analysis showed that the patients at Q2,Q3,and Q4 quartiles of RAR index have higher risk for AF than those at Q1 quartile(OR=2.843,OR=4.263,OR=7.801,P<0.01).The effect of RAR index was significant when below the breakpoint of 2.85(OR=1.492,95%CI:1.151-1.993,P=0.004).Subgroup analysis indicated significant interactions between RAR index and age as well as smok-ing(P interaction<0.05).The area under curve value of RAR index in predicting NVAF occurrence in male hyperuricemic patients was 0.679(95%CI:0.632-0.725).Conclusion In patients with hyperuricemia,a higher RAR index is associated with an increased risk of NVAF.RAR index has guiding significance for diagnosing male hyperuricemic patients complicated with AF.
7.Brief analysis of etiology,pathogenesis,and treatment method of microgravity-induced cardiac remodeling based on the theory of"yang transforming qi and yin forming shape"
Xiaotong GU ; Luyang LIU ; Yue SUN ; Kailong ZHOU ; Zihua LI ; Yi YANG ; Shuai LIANG ; Huiyuan SUN
Journal of Beijing University of Traditional Chinese Medicine 2025;48(5):593-598
Microgravity-induced cardiac remodeling presents a substantial challenge that constrains the advancements in the international space industry,which mainly manifests as alterations in the morphology,structure,and function of the heart.This paper analyzed the core pathogenesis and treatment of microgravity-induced cardiac remodeling based on the theory of"yang transforming qi and yin forming shape"in Huangdi Neijing."Yang transforming qi"reflects the changes in cardiac function,whereas"yin forming shape"reflects the changes in cardiac morphology and structure.Based on the basic and clinical research of space cardiac dysfunctions,the core pathogenesis of microgravity-induced cardiac remodeling is the insufficiency of"yang transforming qi",accompanied by yin excess and yang deficiency due to excessive"yin forming shape"in the early stage,which evolves into deficiency of both yin and yang in the late stage.Thus,this paper specifically refined the treatment methods and corresponding formulas,including warming viscera yang to transform qi,draining yin blood to restore yang qi,and consolidating yin and yang to nourish primal energy.These insights provide systematic theoretical support and conceptual inspiration for the traditional Chinese medicine treatment of microgravity-induced cardiac remodeling.
8.Brief analysis of etiology,pathogenesis,and treatment method of microgravity-induced cardiac remodeling based on the theory of"yang transforming qi and yin forming shape"
Xiaotong GU ; Luyang LIU ; Yue SUN ; Kailong ZHOU ; Zihua LI ; Yi YANG ; Shuai LIANG ; Huiyuan SUN
Journal of Beijing University of Traditional Chinese Medicine 2025;48(5):593-598
Microgravity-induced cardiac remodeling presents a substantial challenge that constrains the advancements in the international space industry,which mainly manifests as alterations in the morphology,structure,and function of the heart.This paper analyzed the core pathogenesis and treatment of microgravity-induced cardiac remodeling based on the theory of"yang transforming qi and yin forming shape"in Huangdi Neijing."Yang transforming qi"reflects the changes in cardiac function,whereas"yin forming shape"reflects the changes in cardiac morphology and structure.Based on the basic and clinical research of space cardiac dysfunctions,the core pathogenesis of microgravity-induced cardiac remodeling is the insufficiency of"yang transforming qi",accompanied by yin excess and yang deficiency due to excessive"yin forming shape"in the early stage,which evolves into deficiency of both yin and yang in the late stage.Thus,this paper specifically refined the treatment methods and corresponding formulas,including warming viscera yang to transform qi,draining yin blood to restore yang qi,and consolidating yin and yang to nourish primal energy.These insights provide systematic theoretical support and conceptual inspiration for the traditional Chinese medicine treatment of microgravity-induced cardiac remodeling.
9.ABMIL-BiGRU:bidirectional gated recurrent unit attention based multi-instance learning for interpretable prediction of sentinel lymph node metastasis in breast cancer
Bo LI ; Yanbin YANG ; Shuai LI ; Meiyan LIANG
Chinese Journal of Medical Physics 2025;42(2):175-183
Aiming at the classification and lesion localization of giga-pixel pathology whole slide images of breast cancer,a bidirectional gated recurrent unit attention based multi-instance learning(ABMIL-BiGRU)model is proposed for interpretable prediction of H&E stained breast cancer lymph node metastasis images.The method uses two orthogonal bidirectional gated recurrent units to establish the long-short distance dependencies between the features in the row and column directions of the image block,thereby embedding the spatial position and context information of the image block,and then quantifies the attention score of each feature representation through attention multi-instance pooling,thereby achieving whole slide image-level feature aggregation and generating interpretable heat maps.The results show that ABMIL-BiGRU model has an average accuracy of 0.918 6 and an AUCof 0.9467 on the breast cancer metastasis dataset,realizing high-precision prediction of whole slide images and localization of regions of interest,and also providing human-interpretable features at the image block level.The proposed model solves the"accuracy-interpretability trade-off"problem to a certain extent,and its superior performance provides a new paradigm for the clinical application of computer-aided diagnosis and intelligent systems.
10.The application value of CT-based radiomics in differentiating pneumonia-type mucinous adenocarcinoma from organizing pneumonia
Xiaoqing LI ; Kexin XIE ; Rong LIU ; Can CUI ; Shuai REN ; Hai XU ; Liang ZENG
Journal of Practical Radiology 2025;41(8):1304-1309
Objective To explore the application value of CT-based radiomics in differentiating pneumonia-type mucinous adenocarcinoma(PTMA)from organizing pneumonia(OP).Methods A total of 52 PTMA patients and 102 OP patients were retrospectively included and randomly divided into training set(n=124)and test set(n=30)in an 8∶2 ratio.Eight PTMA patients and 22 OP patients from another hospital during the same period were included as external validation set(n=30).Clinical characteristics and CT signs of the patients were selected to construct the clinical model.Radiomics features were extracted and dimensionality reduction was performed through the least absolute shrinkage and selection operator(LASSO)algorithm.A radiomics model was constructed and the Radiomics score(Radscore)was calculated.The Radscore was combined with clinical factors to establish the combined model and a nomogram was illustrated.The models' fitting degree was analyzed by the calibration curve,while their efficacy was evaluated by the receiver operating characteristic(ROC)curve and decision curve analysis(DCA).Results The clinical model,established based on the border,cystic space and bronchial leafless tree sign,achieved area under the curve(AUC)of 0.850,0.782,and 0.759 in the training set,test set,and external validation set,respectively.Thirteen features were obtained to construct the radiomics model,with AUC of 0.925,0.865,and 0.830,respectively.The AUC of the combined model were 0.970,0.905,and 0.864,respectively,in which the calibration curve demonstrated good model fitting.DCA indicated that the combined model had the greatest clinical net benefit.Conclusion The combined model based on CT radiomics can effectively distinguish PTMA from OP.


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