1.Development of a machine learning-based risk prediction model for mild cognitive impairment with spleen-kidney deficiency syndrome in the elderly.
Ya-Ting AI ; Shi ZHOU ; Ming WANG ; Tao-Yun ZHENG ; Hui HU ; Yun-Cui WANG ; Yu-Can LI ; Xiao-Tong WANG ; Peng-Jun ZHOU
Journal of Integrative Medicine 2025;23(4):390-397
OBJECTIVE:
As an age-related neurodegenerative disease, the prevalence of mild cognitive impairment (MCI) increases with age. Within the framework of traditional Chinese medicine, spleen-kidney deficiency syndrome (SKDS) is recognized as the most frequent MCI subtype. Due to the covert and gradual onset of MCI, in community settings it poses a significant challenge for patients and their families to discern between typical aging and pathological changes. There exists an urgent need to devise a preliminary diagnostic tool designed for community-residing older adults with MCI attributed to SKDS (MCI-SKDS).
METHODS:
This investigation enrolled 312 elderly individuals diagnosed with MCI, who were randomly distributed into training and test datasets at a 3:1 ratio. Five machine learning methods, including logistic regression (LR), decision tree (DT), naive Bayes (NB), support vector machine (SVM), and gradient boosting (GB), were used to build a diagnostic prediction model for MCI-SKDS. Accuracy, sensitivity, specificity, precision, F1 score, and area under the curve were used to evaluate model performance. Furthermore, the clinical applicability of the model was evaluated through decision curve analysis (DCA).
RESULTS:
The accuracy, precision, specificity and F1 score of the DT model performed best in the training set (test set), with scores of 0.904 (0.845), 0.875 (0.795), 0.973 (0.875) and 0.973 (0.875). The sensitivity of the training set (test set) of the SVM model performed best among the five models with a score of 0.865 (0.821). The area under the curve of all five models was greater than 0.9 for the training dataset and greater than 0.8 for the test dataset. The DCA of all models showed good clinical application value. The study identified ten indicators that were significant predictors of MCI-SKDS.
CONCLUSION
The risk prediction index derived from machine learning for the MCI-SKDS prediction model is simple and practical; the model demonstrates good predictive value and clinical applicability, and the DT model had the best performance. Please cite this article as: Ai YT, Zhou S, Wang M, Zheng TY, Hu H, Wang YC, Li YC, Wang XT, Zhou PJ. Development of a machine learning-based risk prediction model for mild cognitive impairment with spleen-kidney deficiency syndrome in the elderly. J Integr Med. 2025; 23(4): 390-397.
Humans
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Cognitive Dysfunction/diagnosis*
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Aged
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Male
;
Female
;
Machine Learning
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Spleen
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Aged, 80 and over
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Kidney
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Medicine, Chinese Traditional
2.Regulation Mechanism of Eukaryotic Translation Initiation Factor 5A in Epithelial-mesenchymal Transition
Can-Ming PENG ; Juan-Ping WANG ; Sen LIU
Progress in Biochemistry and Biophysics 2025;52(8):2018-2032
Eukaryotic translation initiation factor 5A (eIF5A) is the only known protein in eukaryotes that contains a hydroxyputrescine lysine modification. Only the modified form of eIF5A is biologically active and is widely involved in protein translation, mRNA degradation, autophagy, and other intracellular processes. Epithelial-mesenchymal transition (EMT) is a process in which epithelial cells transform into mesenchymal phenotype cells through a highly regulated program. It plays a key role in embryonic development, tissue regeneration, and wound healing. Based on its biological functions, EMT can be classified into three types: I, II, and III. Type III EMT is the core mechanism underlying malignant tumor cell invasion and metastasis. This EMT mechanism involves the canonical pathway induced by transforming growth factor-β (TGF-β) and is regulated by various growth factors (TRAF6, EGF, IGF, HGF, VEGF), transcription factors (Twist, Slug, NF-κB, E12/E47, SIP1, ZEB1, etc.), and signaling pathways such as Wnt/β-catenin and PEAK1. eIF5A can influence tumor cell proliferation, invasion, and metastasis by regulating EMT-related signaling pathways. The known signaling pathways through which eIF5A regulates EMT include the canonical Smad signaling pathway and non-canonical pathways such as Rho/Rac1, Twist, STAT3, and MAT1. Additionally, certain miRNA family members, such as miR-30b, miR-599, and miR-203, can bind to the 3'-UTR of eIF5A2, inhibiting its expression and subsequently suppressing the EMT process in cancer cells, including gastric cancer and colorectal cancer. GC7, an inhibitor targeting the key enzyme DHPS involved in eIF5A modification, has been shown to reverse the EMT mechanism in oral squamous cell carcinoma, lung cancer, and breast cancer by regulating cytokine-mediated signaling pathways, including HIF-1α, STAT3/c-MYC, and Twist. However, to date, no inhibitors directly targeting eIF5A have been developed. In recent years, the mechanism of eIF5A activation catalyzed by DHPS and DOHH has become increasingly clear. As the only protein involved in lysine deoxyhydroxymethylation, DHPS may play a more critical role than eIF5A in the overall signal transduction process. Through in-depth analysis of the DHPS protein structure and its active site, researchers have shifted their approach to DHPS inhibitor development from substrate analog inhibitors (such as GC7, CNI-1493, DHSI-15, etc.) to allosteric inhibitors (11g, 26d, 8m, GL-1, etc.). GC7 is not suitable for clinical trials due to its lack of specificity and low bioavailability, and the therapeutic potential of novel allosteric inhibitors has yet to be clarified. Therefore, there is a significant gap in the development of covalent drugs targeting DHPS for cancer treatment in clinical settings. This paper reviews the research progress on eIF5A in regulating EMT, focusing on the molecular mechanisms by which eIF5A influences tumor cell invasion and migration. It also discusses the characteristics and current limitations of inhibitors targeting the hypusine pathway, aiming to provide insights for studying tumor metastasis mechanisms and drug discovery.
3.Single-position O-arm X-ray navigation assisted oblique lateral interbody fusion combined with minimally invasive percutaneous pedicle nail internal fixation for lumbar spondylolisthesis.
Kai-Kai TU ; Hui FEI ; Yu-Liang LOU ; Can-Feng WANG ; Chang-Ming LI ; Li-Shen ZHOU ; Feng HONG
China Journal of Orthopaedics and Traumatology 2025;38(5):447-453
OBJECTIVE:
To investigate the early clinical efficacy of single-position O-arm navigation-assisted oblique lateral interbody fusion(OLIF) combined with minimally invasive percutaneous pedicle screw fixation(PPS) in the treatment of lumbar spondylolisthesis.
METHODS:
A retrospective analysis was conducted on 22 patients with lumbar spondylolisthesis who underwent OLIF-PPS surgery including 11 males and 11 females with a mean age of (64.6±1.5) years old ranging from 49 to 80 years old between April 2021 and June 2023. All patients presented with lumbosacral pain, lower limb radiating pain, numbness, and had poor responses to conservative treatment. Surgical time, intraoperative blood loss, hospital stay, and postoperative complications were recorded. Clinical outcomes were evaluated using the visual analogue scale(VAS) and Oswestry disability index(ODI) preoperatively at 3 days after operation and the final follow-up. Standing lumbar anteroposterior and lateral X-rays were performed to measure disc height(DH), slippage degree, vertebral reduction rate, pedicle screw accuracy, and cage subsidence.
RESULTS:
All surgeries were successfully completed with a mean follow-up of (27.1±2.2) months (range 18 to 36 months). The mean surgical time was (76.1±12.2) min (range 60 to 93 min), intraoperative blood loss was (86.3±32.2) ml (range 40 to 113 ml), and hospital stay was (7.1±1.2) days. Postoperative VAS significantly improved from (7.2±0.7) preoperatively to (2.3±0.5) at 3 days after operation and (1.7±0.2) at the final follow-up (P<0.05). ODI decreased from (68.5±7.2)% preoperatively to (30.3±3.1)% at 3 days after operation and (16.6±1.6)% at the final follow-up (P<0.05). DH increased from (8.5±1.7) mm preoperatively to (18.1±1.4) mm at 3 days after operation and (17.2±1.1) mm at the final follow-up (P<0.05). Slippage degree improved from (24.1±4.6)% preoperatively to (10.3±4.2)% at 3 days after operation and (10.1±3.2)% at the final follow-up (P<0.05). A total of 88 pedicle screws were implanted with an excellent rate of 98% (86/88). Complications included transient left hip flexion weakness (2 cases) and left anteromedial thigh pain (1 case), all resolved during follow-up. No incision hematoma, infection, screw loosening, or cage subsidence occurred.
CONCLUSION
Single-position O-arm navigation-assisted OLIF combined with PPS demonstrates satisfactory early clinical efficacy for lumbar spondylolisthesis, with advantages including minimal invasiveness, significant pain relief, effective vertebral reduction, and low complication rates.
Humans
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Male
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Female
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Spondylolisthesis/diagnostic imaging*
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Middle Aged
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Aged
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Spinal Fusion/methods*
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Lumbar Vertebrae/diagnostic imaging*
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Minimally Invasive Surgical Procedures/methods*
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Pedicle Screws
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Aged, 80 and over
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Retrospective Studies
4.Differences in mercury dissolution from HgS-containing traditional medicines under simulated gastrointestinal conditions
Ming ZHANG ; Yuan-can XIAO ; Jing ZHAO ; Hai-ying TONG ; Xiao-yu WANG ; Wen-bin ZHOU ; Hong-tao BI ; Li-xin WEI
Chinese Traditional Patent Medicine 2025;47(8):2607-2611
AIM To investigate the variations in mercury dissolution from HgS-containing traditional medicines in three kinds of simulated gastrointestinal dissolution media.METHODS 39 batches of 15 types of HgS-containing traditional medicines were collected,total mercury content and dissolved mercury concentrations in simulated gastric fluid,simulated intestinal fluid,and L-cysteine-containing simulated intestinal fluid were measured.The maximum daily intake of total mercury and soluble mercury was calculated based on the maximum daily clinical dosage.RESULTS Among the 15 types of medicines,the maximum daily intake of total mercury varied by 156 times,the daily intake of soluble mercury varied by 3 502 times in simulated gastric fluid,313 times in simulated intestinal fluid,and 10 663 times in L-cysteine-containing simulated intestinal fluid,approximately.CONCLUSION For the 15 types of HgS-containing traditional medicines,the daily maximum intake of soluble mercury showed greater variations than that of total mercury.Soluble mercury concentration is more closely correlated with intestinal absorption of mercury and thus represents a more rational quality control indicator for HgS-containing traditional medicines.
5.Differences in mercury dissolution from HgS-containing traditional medicines under simulated gastrointestinal conditions
Ming ZHANG ; Yuan-can XIAO ; Jing ZHAO ; Hai-ying TONG ; Xiao-yu WANG ; Wen-bin ZHOU ; Hong-tao BI ; Li-xin WEI
Chinese Traditional Patent Medicine 2025;47(8):2607-2611
AIM To investigate the variations in mercury dissolution from HgS-containing traditional medicines in three kinds of simulated gastrointestinal dissolution media.METHODS 39 batches of 15 types of HgS-containing traditional medicines were collected,total mercury content and dissolved mercury concentrations in simulated gastric fluid,simulated intestinal fluid,and L-cysteine-containing simulated intestinal fluid were measured.The maximum daily intake of total mercury and soluble mercury was calculated based on the maximum daily clinical dosage.RESULTS Among the 15 types of medicines,the maximum daily intake of total mercury varied by 156 times,the daily intake of soluble mercury varied by 3 502 times in simulated gastric fluid,313 times in simulated intestinal fluid,and 10 663 times in L-cysteine-containing simulated intestinal fluid,approximately.CONCLUSION For the 15 types of HgS-containing traditional medicines,the daily maximum intake of soluble mercury showed greater variations than that of total mercury.Soluble mercury concentration is more closely correlated with intestinal absorption of mercury and thus represents a more rational quality control indicator for HgS-containing traditional medicines.
6.Study on Synthesis and Antioxidant Activities in Vitro of Curcumin Pyrazole Derivative
Hua-Jun ZHANG ; Can-Ming LI ; Qin-Xue SUI ; Mei-Qi ZHAN ; Jing GONG ; Li-Ping ZHU ; Tao WANG
Journal of Guangzhou University of Traditional Chinese Medicine 2024;41(9):2452-2456
Objective To construct curcumin pyrazole derivative by the reaction of diketone of curcumin and benzylhydrazine based on the above structure-activity relationship,and to explore its antioxidant activity to provide experimental basis for the development of curcumin antioxidant derivative.Methods Curcumin-N-substituted pyrazole derivative was synthesized from curcumin and benzylhydrazine.The structures of the derivative were confirmed by infrared spectroscopy(IR),nuclear magnetic resonance spectroscopy(1H-NMR,13C-NMR)and LC-MS.The antioxidant activity in vitro of the derivative was evaluated by determination of curcumin and its pyrazole derivative scavenging ability for 2,2-diphenyl-1-picrylhydrazyl(DPPH)free radical and 2,2'-azino-bis-3-ethylbenzothiazoline-6-sulfonic acid(ABTS)free radical.Results Curcumin pyrazole derivative was successfully synthesized.Curcumin and its pyrazole derivative showed good free radical scavenging effects in the range of 4.6-73.6,6.25-100 μg·mL-1,respectively,with a significant dose-effect relationship.The half-maximal inhibition(IC50)values of curcumin and its pyrazole derivatives determined by DPPH method were 14.24,40.37 μg·mL-1,respectively,while the IC50 values of curcumin and its pyrazole derivatives determined by ABTS method were 36.65,19.26 μg·mL-1,respectively.Conclusion The antioxidant activity of β-dione of curcumin was retained through the substitution of the pyrazole ring,and the curcumin pyrazole derivative deserves further investigation as a potential antioxidant.
7.Clinical trial of dulaglutide combined with insulin aspart and metformin in the treatment of elderly patients with T2DM and obesity
Qing-Qing XIE ; Ming-Tai WANG ; Dong-Ming ZHANG ; Cui-Fan LI ; Can-Can CUI
The Chinese Journal of Clinical Pharmacology 2024;40(20):2934-2938
Objective To observe the effect of dulaglutide combined with insulin aspart and metformin on blood glucose,pancreatic beta-cell status and physique in elderly patients with type 2 diabetes mellitus(T2DM)and obesity.Methods Elderly patients with T2DM and obesity were divided into the control group and the treatment group according to the queue method.Both groups were given intensive insulin therapy with insulin aspart injection at 0.4-0.6 U·kg-1·d-1 and oral administration of 0.5 g of metformin tablets,tid.A week later,the treatment of control group was switched to sequential therapy with insulin glargine injection at an initial dose of 0.4-0.6 U·kg-1·d-1,qn.The dose was adjusted according to blood glucose concentration.During this period,0.5 g of metformin tablets was administrated,tid,for 12 consecutive weeks.Meanwhile,treatment of the treatment group was switched to sequential therapy with 1.5 mg of dulaglutide injection,once a week.During this period,0.5 g of metformin tablets was administrated,tid,for 12 consecutive weeks.The two groups were compared in terms of clinical efficacy,blood glucose level[glycosylated hemoglobin(HbAlc),fasting plasma glucose(FPG)],pancreatic beta-cell status[fasting insulin(FINS),homeostasis model assessment-β(HOMA-β)and homeostasis model assessment-insulin resistance index(HOMA-IR)],and physical parameters[waist circumference and body mass index(BMI)].Safety was evaluated.Results Fifty-three cases and fifty-one cases were included in the treatment group and the control group,respectively.After treatment,the total effective rates of the treatment group and the control group were 98.11%(52 cases/53 cases)and 84.31%(43 cases/51 cases),and the difference was statistically significant(P<0.05).After treatment,HbAlc in the treatment and the control group were(7.01±0.75)%and(7.63±0.82)%;FPG levels were(6.23±0.70)and(6.62±0.74)mmol·L-1;FINS levels were(5.25±1.06)and(6.48±1.12)mU·L-1;HOMA-β were 32.62±6.53 and 27.19±5.18;HOMA-IR were 1.31±0.25 and 1.65±0.28;waist circumference were(82.31±6.04)and(85.79±6.82)cm;BMI were(27.14±1.23)and(27.91±1.15)kg·m-2.The differences in above indicators between the treatment group and the control group were statistically significant(all P<0.05).Adverse drug reactions in the treatment group mainly included nausea,vomiting and skin rash.Adverse drug reactions in the control group mainly included nausea and vomiting.The total incidence rates of adverse drug reactions in the treatment and the control group were 11.32%and 9.80%,without statistically significant difference(P>0.05).Conclusion Dulaglutide combined with insulin aspart and metformin can effectively improve blood glucose,lipids,inflammation and pancreatic β-cell status in elderly patients with T2DM and obesity,reduce glycemic excursions,and promote decreases in waist circumference and BMI,with good safety.
8.Study on the Efficacy of Zang Bi Formula in Treatment Rheumatoid Arthritis and its Cardiac Hypertrophy Complications in TNF-Tg Mice Based on Network Pharmacology
Maolin ZHOU ; Yi WANG ; Xuefei LI ; Can YANG ; Mengjiao MA ; Ming RUAN ; Jie WANG ; Hao XU ; Qi SHI ; Youhua WANG ; Qianqian LIANG
World Science and Technology-Modernization of Traditional Chinese Medicine 2024;26(11):2937-2950
Objective The efficacy of Zang Bi Formula(ZBF)in cardiac complications of rheumatoid arthritis(RA)was observed through animal experiments.Ultra-high performance liquid chromatography tandem time-of-flight mass spectrometry(UHPLC-TOF-MS)and network pharmacology was used to analyze the active ingredients,targets,and pathways of ZBF for the treatment of cardiac hypertrophy,and molecular docking was applied to verify the binding ability of the ingredients to pathway-related proteins.Methods TNF transgenic(TNF-Tg)mice were used as RA and RA-complexed cardiac hypertrophy models,and the left ventricular hypertrophy of mice was observed by echocardiography after 8 weeks of continuous gavage with ZBF,and WGA staining,HE staining,and Masson staining were used to observe and analyze the pathological changes of cardiac tissues.The chemical composition of ZBF was identified by UHPLC-TOF-MS technique.The public database was then used to screen the active ingredients and component targets and disease targets,construct interaction networks,and analyze the bioconcentration data as well as the docking ability of the active ingredients and proteins.Results In animal experiments,ZBF reduced cardiac weight index and cardiac weight tibia length ratio in TNF-Tg mice(P<0.05,P<0.01),attenuated cardiac hypertrophy(P<0.001)and cardiomyocyte hypertrophy(P<0.01),and alleviated inflammatory infiltration and fibrosis in the heart(P<0.0001).A total of 24 compounds were identified from ZBF by UHPLC-TOF-MS.A total of 105 active ingredients of ZBF were screened by network pharmacological analysis,and 187 potential targets of ZBF for cardiac hypertrophy were constructed,and the enriched pathways with significance included PI3K-AKT signaling pathway,TNF signaling pathway,and MAPK signaling pathway.Conclusion ZBF attenuated myocardial hypertrophy and cardiomyocyte hypertrophy in TNF-Tg mice and alleviated inflammatory infiltration and fibrosis in the heart,and ZBF may be a potential drug for the treatment of RA and its cardiac complications in the clinic.
9.Study on the Efficacy of Zang Bi Formula in Treatment Rheumatoid Arthritis and its Cardiac Hypertrophy Complications in TNF-Tg Mice Based on Network Pharmacology
Maolin ZHOU ; Yi WANG ; Xuefei LI ; Can YANG ; Mengjiao MA ; Ming RUAN ; Jie WANG ; Hao XU ; Qi SHI ; Youhua WANG ; Qianqian LIANG
World Science and Technology-Modernization of Traditional Chinese Medicine 2024;26(11):2937-2950
Objective The efficacy of Zang Bi Formula(ZBF)in cardiac complications of rheumatoid arthritis(RA)was observed through animal experiments.Ultra-high performance liquid chromatography tandem time-of-flight mass spectrometry(UHPLC-TOF-MS)and network pharmacology was used to analyze the active ingredients,targets,and pathways of ZBF for the treatment of cardiac hypertrophy,and molecular docking was applied to verify the binding ability of the ingredients to pathway-related proteins.Methods TNF transgenic(TNF-Tg)mice were used as RA and RA-complexed cardiac hypertrophy models,and the left ventricular hypertrophy of mice was observed by echocardiography after 8 weeks of continuous gavage with ZBF,and WGA staining,HE staining,and Masson staining were used to observe and analyze the pathological changes of cardiac tissues.The chemical composition of ZBF was identified by UHPLC-TOF-MS technique.The public database was then used to screen the active ingredients and component targets and disease targets,construct interaction networks,and analyze the bioconcentration data as well as the docking ability of the active ingredients and proteins.Results In animal experiments,ZBF reduced cardiac weight index and cardiac weight tibia length ratio in TNF-Tg mice(P<0.05,P<0.01),attenuated cardiac hypertrophy(P<0.001)and cardiomyocyte hypertrophy(P<0.01),and alleviated inflammatory infiltration and fibrosis in the heart(P<0.0001).A total of 24 compounds were identified from ZBF by UHPLC-TOF-MS.A total of 105 active ingredients of ZBF were screened by network pharmacological analysis,and 187 potential targets of ZBF for cardiac hypertrophy were constructed,and the enriched pathways with significance included PI3K-AKT signaling pathway,TNF signaling pathway,and MAPK signaling pathway.Conclusion ZBF attenuated myocardial hypertrophy and cardiomyocyte hypertrophy in TNF-Tg mice and alleviated inflammatory infiltration and fibrosis in the heart,and ZBF may be a potential drug for the treatment of RA and its cardiac complications in the clinic.
10.Prevalence of chronic kidney disease and its association with lifestyle factors in adults from 10 regions of China.
Xue WANG ; Ke Xiang SHI ; Can Qing YU ; Jun LYU ; Yu GUO ; Pei PEI ; Qing Mei XIA ; Huai Dong DU ; Jun Shi CHEN ; Zheng Ming CHEN ; Li Ming LI
Chinese Journal of Epidemiology 2023;44(3):386-392
Objective: To investigate the distribution of chronic kidney disease (CKD) in participants from the China Kadoorie Biobank (CKB) study and evaluate the association between lifestyle risk factors and CKD. Methods: Based on the baseline survey data and follow-up data (as of December 31, 2018) of the CKB study, the differences in CKD cases' area and population distributions were described. Cox proportional hazards regression model was used to estimate the association between lifestyle risk factors and the risk of CKD. Results: A total of 505 147 participants, 4 920 cases of CKD were recorded in 11.26 year follow up with a incidence rate of 83.43/100 000 person-years. Glomerulonephropathy was the most common type. The incidence of CKD was higher in the urban area, men, and the elderly aged 60 years and above (87.83/100 000 person-years, 86.37/100 000 person-years, and 132.06/100 000 person-years). Current male smokers had an increased risk for CKD compared with non-smokers or occasional smokers (HR=1.18, 95%CI: 1.05-1.31). The non-obese population was used as a control group, both general obesity determined by BMI (HR=1.19, 95%CI: 1.10-1.29) and central obesity determined by waist circumference (HR=1.27, 95%CI: 1.19-1.35) were associated with higher risk for CKD. Conclusion: The risks for CKD varied with area and population in the CKB cohort study, and the risk was influenced by multiple lifestyle factors.
Aged
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Adult
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Humans
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Male
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Cohort Studies
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Prevalence
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Prospective Studies
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Risk Factors
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Obesity/epidemiology*
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Renal Insufficiency, Chronic/epidemiology*
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China/epidemiology*
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Life Style
;
Body Mass Index

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