Related Experiment Video
Updated: May 10, 2026

Assessment of Vascular Function in Patients With Chronic Kidney Disease
Published on: June 16, 2014
Sex- and Stage-Specific Predictors of Anemia in Chronic Kidney Disease: A Retrospective Cohort Study
Jui-Ting Chang1,2,3, Chun-Ji Lin4, Jiann-Horng Yeh1,5,6
1School of Medicine, College of Medicine, Fu Jen Catholic University, Taipei 242, Taiwan.
Insights
Anemia in chronic kidney disease (CKD) is linked to gout and heart failure. Low-sodium diet education and higher diastolic blood pressure may reduce anemia risk in CKD patients.
Area of Science:
- Nephrology
- Epidemiology
- Internal Medicine
Background:
- Anemia is a frequent complication in chronic kidney disease (CKD).
- Previous research has not examined how anemia risk factors differ by CKD severity and sex.
- This study addresses this gap by investigating anemia risk predictors across varying CKD stages and genders.
Purpose of the Study:
- To identify independent risk factors for anemia in patients with chronic kidney disease.
- To explore potential differences in these risk factors based on CKD severity and gender.
Main Methods:
- A multicenter, longitudinal cohort study utilizing data from Taiwan's CKD database (2008-2016) and National Health Insurance Research Database (2008-2019).
- Development of a multivariate logistic model with stepwise variable selection to identify predictive risk factors.
- Internal validation was performed using 10-fold cross-validation.
Main Results:
- Among 5656 CKD patients, 9.18% had anemia.
- Independent predictors for anemia included gout (OR: 1.86) and congestive heart failure (OR: 1.85).
- Receiving low-sodium diet education (OR: 0.66) and higher diastolic blood pressure (OR: 0.98) were inversely associated with anemia.
Conclusions:
- Gout and cardiovascular disease (congestive heart failure) are significant correlates of anemia in CKD patients.
- Education on low-sodium diets and higher diastolic blood pressure show a protective association against anemia in this population.
- Findings highlight potential modifiable factors and comorbidities influencing anemia in CKD.
Abstract:
Background: Anemia is a common complication of chronic kidney disease (CKD), yet no study has explored differences in anemia risk factors based on disease severity and gender. Therefore, this study investigates potential differences in anemia risk among individuals with varied kidney disease severities and sexes. Methods: This multicenter, longitudinal cohort study was conducted using data (2008-2016) from the Epidemiology and Risk Factors Surveillance of CKD database. This database was associated with Taiwan's National Health Insurance Research Database (for the 2008-2019 period). To identify predictive risk factors for anemia, we developed a subset multivariate logistic model using stepwise variable selection. Additionally, 10-fold cross-validation was conducted to facilitate model selection and internal validation. Results: Of the 5656 patients with CKD, 519 (9.18%) with anemia and 5137 (90.82%) without. After adjusting for age, sex, and serum creatinine, stepwise logistic regression analysis identified the main independent predictive factors for anemia in CKD patients. Notably, "Receive low sodium diet education" (OR: 0.66, 95% CI: 0.446-0.975), "DBP (mmHg)" (OR: 0.98, 95% CI: 0.965-0.999), "Gout" (OR: 1.86, 95% CI: 1.175-2.937), and "Congestive heart failure" (OR: 1.85, 95% CI: 1.131-3.028) was significantly associated with the presence of anemia among CKD patients. Conclusions: This study identifies gout and cardiovascular disease as important correlates of anemia in patients with CKD. Moreover, it reveals an inverse association between elevated diastolic blood pressure and receiving education on a low-sodium diet with the occurrence of anemia.
Related Concept Videos
Acute Kidney Injury II: Pathophysiology
Acute Kidney Injury III: Clinical Manifestations
Acute Kidney Injury IV: Diagnostic Studies and Prevention
Chronic Kidney Disease I: Introduction
Chronic Kidney Disease II: Clinical Manifestations
Chronic Kidney Disease III: Interprofessional Care

