2.Normalized Creatinine-to-Cystatin C Ratio and Risk of Cardiometabolic Multimorbidity in Middle-Aged and Older Adults: Insights from the China Health and Retirement Longitudinal Study
Honglin SUN ; Zhenyu WU ; Guang WANG ; Jia LIU
Diabetes & Metabolism Journal 2025;49(3):448-461
Background:
Normalized creatinine-to-cystatin C ratio (NCCR) was reported to approximate relative skeletal muscle mass and diabetes risk. However, the association between NCCR and cardiometabolic multimorbidity (CMM) remains elusive. This study aimed to explore their relationship in a large-scale prospective cohort.
Methods:
This study included 5,849 middle-age and older participants from the China Health and Retirement Longitudinal Study (CHARLS) enrolled between 2011 and 2012. The baseline NCCR was determined as creatinine (mg/dL)/cystatin C (mg/L)×10/body mass (kg). CMM was defined as the simultaneous occurrence of two or more of the following conditions: heart disease, stroke, and type 2 diabetes mellitus. Logistic regression analysis and Cox regression analysis were employed to estimate the relationship between NCCR and CMM. The joint effect of body mass index and NCCR on the risk of CMM were further analyzed.
Results:
During a median 4-year follow-up, 227 (3.9%) participants developed CMM. The risk of CMM was significantly decreased with per standard deviation increase of NCCR (odds ratio, 0.72; 95% confidence interval, 0.62 to 0.85) after adjustment for confounders (P<0.001). Further sex-specific analysis found significant negative associations between NCCR and CMM in female either without or with one CMM component at baseline, which was attenuated in males but remained statistically significant among those with one basal CMM component. Notably, non-obese individuals with high NCCR levels had the lowest CMM risk compared to obese counterparts with low NCCR levels in both genders.
Conclusion
High NCCR was independently associated with reduced risk of CMM in middle-aged and older adults in China, particularly females.
3.Normalized Creatinine-to-Cystatin C Ratio and Risk of Cardiometabolic Multimorbidity in Middle-Aged and Older Adults: Insights from the China Health and Retirement Longitudinal Study
Honglin SUN ; Zhenyu WU ; Guang WANG ; Jia LIU
Diabetes & Metabolism Journal 2025;49(3):448-461
Background:
Normalized creatinine-to-cystatin C ratio (NCCR) was reported to approximate relative skeletal muscle mass and diabetes risk. However, the association between NCCR and cardiometabolic multimorbidity (CMM) remains elusive. This study aimed to explore their relationship in a large-scale prospective cohort.
Methods:
This study included 5,849 middle-age and older participants from the China Health and Retirement Longitudinal Study (CHARLS) enrolled between 2011 and 2012. The baseline NCCR was determined as creatinine (mg/dL)/cystatin C (mg/L)×10/body mass (kg). CMM was defined as the simultaneous occurrence of two or more of the following conditions: heart disease, stroke, and type 2 diabetes mellitus. Logistic regression analysis and Cox regression analysis were employed to estimate the relationship between NCCR and CMM. The joint effect of body mass index and NCCR on the risk of CMM were further analyzed.
Results:
During a median 4-year follow-up, 227 (3.9%) participants developed CMM. The risk of CMM was significantly decreased with per standard deviation increase of NCCR (odds ratio, 0.72; 95% confidence interval, 0.62 to 0.85) after adjustment for confounders (P<0.001). Further sex-specific analysis found significant negative associations between NCCR and CMM in female either without or with one CMM component at baseline, which was attenuated in males but remained statistically significant among those with one basal CMM component. Notably, non-obese individuals with high NCCR levels had the lowest CMM risk compared to obese counterparts with low NCCR levels in both genders.
Conclusion
High NCCR was independently associated with reduced risk of CMM in middle-aged and older adults in China, particularly females.
4.Normalized Creatinine-to-Cystatin C Ratio and Risk of Cardiometabolic Multimorbidity in Middle-Aged and Older Adults: Insights from the China Health and Retirement Longitudinal Study
Honglin SUN ; Zhenyu WU ; Guang WANG ; Jia LIU
Diabetes & Metabolism Journal 2025;49(3):448-461
Background:
Normalized creatinine-to-cystatin C ratio (NCCR) was reported to approximate relative skeletal muscle mass and diabetes risk. However, the association between NCCR and cardiometabolic multimorbidity (CMM) remains elusive. This study aimed to explore their relationship in a large-scale prospective cohort.
Methods:
This study included 5,849 middle-age and older participants from the China Health and Retirement Longitudinal Study (CHARLS) enrolled between 2011 and 2012. The baseline NCCR was determined as creatinine (mg/dL)/cystatin C (mg/L)×10/body mass (kg). CMM was defined as the simultaneous occurrence of two or more of the following conditions: heart disease, stroke, and type 2 diabetes mellitus. Logistic regression analysis and Cox regression analysis were employed to estimate the relationship between NCCR and CMM. The joint effect of body mass index and NCCR on the risk of CMM were further analyzed.
Results:
During a median 4-year follow-up, 227 (3.9%) participants developed CMM. The risk of CMM was significantly decreased with per standard deviation increase of NCCR (odds ratio, 0.72; 95% confidence interval, 0.62 to 0.85) after adjustment for confounders (P<0.001). Further sex-specific analysis found significant negative associations between NCCR and CMM in female either without or with one CMM component at baseline, which was attenuated in males but remained statistically significant among those with one basal CMM component. Notably, non-obese individuals with high NCCR levels had the lowest CMM risk compared to obese counterparts with low NCCR levels in both genders.
Conclusion
High NCCR was independently associated with reduced risk of CMM in middle-aged and older adults in China, particularly females.
5.Normalized Creatinine-to-Cystatin C Ratio and Risk of Cardiometabolic Multimorbidity in Middle-Aged and Older Adults: Insights from the China Health and Retirement Longitudinal Study
Honglin SUN ; Zhenyu WU ; Guang WANG ; Jia LIU
Diabetes & Metabolism Journal 2025;49(3):448-461
Background:
Normalized creatinine-to-cystatin C ratio (NCCR) was reported to approximate relative skeletal muscle mass and diabetes risk. However, the association between NCCR and cardiometabolic multimorbidity (CMM) remains elusive. This study aimed to explore their relationship in a large-scale prospective cohort.
Methods:
This study included 5,849 middle-age and older participants from the China Health and Retirement Longitudinal Study (CHARLS) enrolled between 2011 and 2012. The baseline NCCR was determined as creatinine (mg/dL)/cystatin C (mg/L)×10/body mass (kg). CMM was defined as the simultaneous occurrence of two or more of the following conditions: heart disease, stroke, and type 2 diabetes mellitus. Logistic regression analysis and Cox regression analysis were employed to estimate the relationship between NCCR and CMM. The joint effect of body mass index and NCCR on the risk of CMM were further analyzed.
Results:
During a median 4-year follow-up, 227 (3.9%) participants developed CMM. The risk of CMM was significantly decreased with per standard deviation increase of NCCR (odds ratio, 0.72; 95% confidence interval, 0.62 to 0.85) after adjustment for confounders (P<0.001). Further sex-specific analysis found significant negative associations between NCCR and CMM in female either without or with one CMM component at baseline, which was attenuated in males but remained statistically significant among those with one basal CMM component. Notably, non-obese individuals with high NCCR levels had the lowest CMM risk compared to obese counterparts with low NCCR levels in both genders.
Conclusion
High NCCR was independently associated with reduced risk of CMM in middle-aged and older adults in China, particularly females.
6.Mechanism of total salvianolic acid improving myeloid macrophage infiltration in liver cancer bearing mice by regulating TLR4/MyD88/NF-κB pathway
Yunan DU ; Zhibo DANG ; Xiqian ZHANG ; Gaofeng TAN ; Honglin LI ; Yunfei JIA
Chinese Journal of Immunology 2025;41(11):2624-2630
Objective:To investigate the impacts of total salvianolic acid(TSA)on macrophage polarization and mesenchymal macrophage infiltration in liver cancer bearing mice by regulating the Toll-like receptor 4(TLR4)/myeloid differentiation factor 88(MyD88)/nuclear factor-κB(NF-κB)pathway.Methods:Mice were randomly separated into liver cancer group,TSA low concentra-tion group,TSA medium concentration group,TSA high concentration group,TSA high concentration+TLR4 inhibitor(TAK242)group and control group,with 12 mice in each group.Except for control group,mice in all other groups were injected subcutaneously into the right axilla to construct liver cancer models by intraperitoneal transmission of third-generation H22 cell suspension.After suc-cessful modeling,administration was carried out once a day for 2 weeks.Changes in tumor weight,tumor volume,spleen index and thymus index were detected.Immunofluorescence was applied to detect proportions of CD86 and CD206 positive cells in tumor tissue.ELISA was applied to detect levels of inducible nitric oxide synthase(iNOS),IL-6 and IL-10 in tumor tissues.Flow cytometry was ap-plied to detect proportion of CD11b+F4/80+in tumor tissue.Western blot was applied to detect TLR4,p-NF-κB P65 and MyD88 pro-teins in tumor tissue.The life quality and survival rate of mice were observed.Results:Compared with control group,spleen index,thymus index,proportion of CD86 positive cells in tumor tissue,levels of iNOS and IL-6,and expressions of TLR4,p-NF-κB P65 and MyD88 proteins were reduced in liver cancer group,while proportion of CD206 positive cells and level of IL-10 in tumor tissue were increased(P<0.05).Compared with liver cancer group,tumor weight and volume of mice in TSA low,medium,high concentration groups were decreased,while survival rate,spleen index,thymus index,proportion of CD86 positive cells in tumor tissue,levels of iNOS and IL-6,and expressions of TLR4,p-NF-κB P65 and MyD88 proteins were increased,proportion of CD206 positive cells,level of IL-10,and proportion of CD11b+F4/80+in tumor tissue decreased(P<0.05).TAK242 reversed the effects of high concentration TSA on macrophage polarization and myeloid macrophage infiltration in liver cancer bearing mice.Conclusion:TSA may promote M1 polari-zation of macrophages in liver cancer bearing mice and inhibit myeloid macrophage infiltration by activating the TLR4/MyD88/NF-κB pathway.
7.Mechanism of total salvianolic acid improving myeloid macrophage infiltration in liver cancer bearing mice by regulating TLR4/MyD88/NF-κB pathway
Yunan DU ; Zhibo DANG ; Xiqian ZHANG ; Gaofeng TAN ; Honglin LI ; Yunfei JIA
Chinese Journal of Immunology 2025;41(11):2624-2630
Objective:To investigate the impacts of total salvianolic acid(TSA)on macrophage polarization and mesenchymal macrophage infiltration in liver cancer bearing mice by regulating the Toll-like receptor 4(TLR4)/myeloid differentiation factor 88(MyD88)/nuclear factor-κB(NF-κB)pathway.Methods:Mice were randomly separated into liver cancer group,TSA low concentra-tion group,TSA medium concentration group,TSA high concentration group,TSA high concentration+TLR4 inhibitor(TAK242)group and control group,with 12 mice in each group.Except for control group,mice in all other groups were injected subcutaneously into the right axilla to construct liver cancer models by intraperitoneal transmission of third-generation H22 cell suspension.After suc-cessful modeling,administration was carried out once a day for 2 weeks.Changes in tumor weight,tumor volume,spleen index and thymus index were detected.Immunofluorescence was applied to detect proportions of CD86 and CD206 positive cells in tumor tissue.ELISA was applied to detect levels of inducible nitric oxide synthase(iNOS),IL-6 and IL-10 in tumor tissues.Flow cytometry was ap-plied to detect proportion of CD11b+F4/80+in tumor tissue.Western blot was applied to detect TLR4,p-NF-κB P65 and MyD88 pro-teins in tumor tissue.The life quality and survival rate of mice were observed.Results:Compared with control group,spleen index,thymus index,proportion of CD86 positive cells in tumor tissue,levels of iNOS and IL-6,and expressions of TLR4,p-NF-κB P65 and MyD88 proteins were reduced in liver cancer group,while proportion of CD206 positive cells and level of IL-10 in tumor tissue were increased(P<0.05).Compared with liver cancer group,tumor weight and volume of mice in TSA low,medium,high concentration groups were decreased,while survival rate,spleen index,thymus index,proportion of CD86 positive cells in tumor tissue,levels of iNOS and IL-6,and expressions of TLR4,p-NF-κB P65 and MyD88 proteins were increased,proportion of CD206 positive cells,level of IL-10,and proportion of CD11b+F4/80+in tumor tissue decreased(P<0.05).TAK242 reversed the effects of high concentration TSA on macrophage polarization and myeloid macrophage infiltration in liver cancer bearing mice.Conclusion:TSA may promote M1 polari-zation of macrophages in liver cancer bearing mice and inhibit myeloid macrophage infiltration by activating the TLR4/MyD88/NF-κB pathway.
8.Exploration on the Mechanism of Yanggan Anhun Decoction in Treating Insomnia with Liver Failing in Storing Soul Type Based on Network Pharmacology and Experimental Verification
Xu CHEN ; Xingping ZHANG ; Honglin JIA ; Zhengting LIANG ; Ruining LIANG ; Jinhong WU
Chinese Journal of Information on Traditional Chinese Medicine 2024;31(11):33-41
Objective To explore the mechanism of Yanggan Anhun Decoction in the treatment of insomnia with liver failing in storing soul type based on network pharmacological methods;To perform animal model validation.Methods The drug components and targets of Yanggan Anhun Decoction were retrieved from TCMSP and BATMAN-TCM databases,and the targets of insomnia with liver failure store soul type were retrieved from GeneCards,NCBI and DisGeNET databases.By constructing a protein-protein interaction(PPI)network and analyzing GO and KEGG pathway enrichment,the signaling pathway of Yanggan Anxin Decoction in treating insomnia with liver failing in storing soul type was determined,and molecular docking was performed between the main active components and core targets.24 SD rats were randomly divided into normal group,model group,TCM group and Western medicine group,with 6 rats in each group.The insomnia model rats with liver failing in storing soul type were constructed by compound multi factor stimulation method,and were given drugs for 14 days.The cognitive memory ability of rats were detected by Morris water maze test;Nissl staining was used to observe the morphology and number of Nissl bodies in the hypothalamus of rats;serum IL-6 and TNF-α contents were detected by ELISA;IL-6 and TNF-α in hypothalamus and Bcl-2,Bax protein expression levels of rats were detected by immunohistochemistry.The relative expressions of p38 MAPK,p-p38 MAPK,Bcl-2,Bax proteins in the hypothalamus of rats were detected by Western blot.Results A total of 301 active components,321 potential targets and 92 key targets were obtained.Key active components such as quercetin,kaempferol,luteolin,wogonin,sebiferic acid and β-sitosterol,as well as core targets such as MAPK,IL6 and TNF were obtained after screening.The key targets mainly focused on various signaling pathways such as TNF signaling pathway,MAPK signaling pathway,PI3K-Akt signaling pathway,dopaminergic synapse,and neuroactive ligand-receptor interaction,etc.Kaempferol,quercetin,digitonin and other flavonoids had good binding activity and stability with MAPK,TNF,IL6 and showed good affinity.The results of animal experiments showed that,compared with the normal group,the cognitive memory ability of the model group decreased(P<0.05),Nissl bodies were stained shallowly,the density was lower,the cell body was shrunk and deformed,the cell nucleus was broken and dissolved,and the serum and hypothalamic IL-6,TNF-α increased(P<0.05),the expressions of p-p38 MAPK/p38 MAPK and Bax in hypothalamus increased(P<0.05),while the expressions of Bcl-2 and Bcl-2/Bax decreased(P<0.05);compared with the model group,the cognitive memory ability of the TCM group and the Western medicine group were improved,the number of Nissl bodies significantly increased,the nucleus was clear,the cell body shrinkage and deformation were improved(P<0.05),the levels of IL-6 and TNF-α in serum and hypothalamus decreased(P<0.05),while the expressions of p-p38 MAPK/p38 MAPK and Bax decreased,and the expression of Bcl-2 and Bcl-2/Bax increased(P<0.05).Conclusion Yanggan Anhun Decoction may play its effects in treating insomnia with liver failing in storing soul type by regulating MAPK,TNF,IL6,Bcl-2,Bax and other core targets,and interfering with p38MAPK signaling pathway.
9.Influence of Guizhi Jia Longgu Mulitang on Expression of IL-10 and TNF-α in Insomnia Rats with Sensory Dysfunction Dominated by Lung
Jinhong WU ; Xingping ZHANG ; Deqi YAN ; Ruining LIANG ; Xu CHEN ; Zhengting LIANG ; Honglin JIA ; Hui WANG
Chinese Journal of Experimental Traditional Medical Formulae 2024;30(13):20-27
ObjectiveTo investigate the effects of Guizhi Jia Longgu Mulitang on the expression difference of interleukin-10 (IL-10) and tumor necrosis factor -α (TNF-α) in related organs of insomnia rats with sensory dysfunction dominated by lung and study the mechanism of Guizhi Jia Longgu Mulitang in improving insomnia. MethodSD rats were randomly divided into the blank group, model group, western medicine group, and traditional Chinese medicine (TCM) group, with 10 rats in each group. The rats were deprived of sleep by shallow water environment method in a long platform, and the modeling lasted for 42 d. The blank group and model group were given 0.05 mL·kg-1 normal saline by gavage, and the western medicine group and TCM group were given drugs during modeling. To be specific, the western medicine group was given 0.105 mg·kg-1 dexzopiclone tablet by gavage, while the TCM group was given 7 600 mg·kg-1 Guizhi Jia Longgu Mulitang by gavage, both lasting for 28 days. After successful modeling, the Morris water maze experiment was performed on the 42nd day to detect the motion and spatial memory ability of rats. The levels of IL-10 and TNF-α in serum were detected by enzyme-linked immunosorbent assay (ELISA). The protein expression of IL-10 and TNF-α in the lung and brain tissue of rats was detected by Western blot. The levels of IL-10 and TNF-α in the lung and brain tissue of rats were detected by immunohistochemistry. ResultCompared with the blank group, the sleep stages non-rapid eye movement ( NREM ) and rapid eye movement ( REM ) of the model group were significantly shortened (P<0.5, P<0.01), and the wake stage was significantly increased (P<0.01). The total time and distance of platform exploration were significantly increased (P<0.01). In the target quadrant (the third quadrant), the percentage of exploration time and the times of crossing the platform were significantly decreased (P<0.01). ELISA results showed that the serum IL-10 level was significantly decreased (P<0.01), and TNF-α level was significantly increased (P<0.01). The results of Western blot showed that the protein expression of IL-10 in brain and lung tissue of rats was significantly decreased (P<0.01), and the protein expression of TNF-α was significantly increased (P<0.01). The results of immunohistochemistry showed that the expression of IL-10 in the brain and lung tissue of rats was significantly decreased (P<0.01), and that of TNF-α was significantly increased (P<0.01). Compared with the model group, the NREM stage and REM stage of the western medicine group and the TCM group were significantly increased (P<0.5, P<0.01), and the wake stage was shortened (P<0.5). The total time and distance of platform exploration were significantly decreased (P<0.01). In the target quadrant (the third quadrant), the percentage of exploration time and the times of crossing the platform were significantly increased (P<0.05, P<0.01). The serum IL-10 level was significantly increased (P<0.01), and the serum TNF-α level was significantly decreased according to the ELISA results (P<0.01). The results of Western blot showed that the protein expression of IL-10 in brain tissue and lung tissue was significantly increased (P<0.01), and the protein expression of TNF-α was significantly decreased (P<0.01). The results of immunohistochemistry showed that the expression of IL-10 in brain tissue and lung tissue was significantly increased (P<0.05, P<0.01), and the expression of TNF-α was significantly decreased (P<0.05, P<0.01). ConclusionGuizhi Jia Longgu Mulitang can improve the expression of IL-10 and TNF-α in brain and lung tissue of insomnia rats with sensory dysfunction dominated by lung, prolong sleep time, and then improve insomnia. The mechanism may be related to improving the expression level of inflammatory factors.
10.Research on lung function prediction methodology combining transfer learning and multimodal feature fusion
Jian MA ; Honglin ZHU ; Jian LI ; Wenhui WU ; Shouqiang JIA ; Shengdong NIE
International Journal of Biomedical Engineering 2023;46(6):506-513
Objective:To design a lung function prediction method that combines transfer learning and multimodal feature fusion, aiming to improve the accuracy of lung function prediction in patients with idiopathic pulmonary fibrosis (IPF).Methods:CT images and clinical text data were reprocessed, and an adaptive module was designed to find the most suitable lung function attenuation function for IPF patients. The feature extraction module was utilized to comprehensively extract features. The feature extraction module comprises three sub-modules, including CT feature extraction, clinical text feature extraction, and lung function feature extraction. A multimodal feature prediction network was used to comprehensively evaluate the attenuation of lung function. The pre-trained model was fine-tuned to improve the predictive performance of the model.Results:Based on the OSIC pulmonary fibrosis progression competition dataset, it is found through the adaptive module that the linear attenuation hypothesis is more in line with the trend of pulmonary function decline in patients. Different modal data prediction experiments show that the model incorporating clinical text features has better predictive ability than the model using only CT images. The model combining CT images, clinical text features, and lung function features have optimal predictive results. The lung function prediction method combining transfer learning and multimodal feature fusion has modified version of the Laplace log likelihood (LLLm) of ?6.706 5, root mean squared error (RMSE) of 184.5, and mean absolute error (MAE) of 146.2, which outperforms other methods in terms of performance. The pre-trained model has higher prediction accuracy compared to the zero base training model.Conclusions:The lung function prediction method designed by combining transfer learning and multimodal feature fusion can effectively predict the lung function status of IPF patients at different weeks, providing important support for patient health management and disease diagnosis.

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