HRR was significantly negatively associated with sleep disorders, sleep problems, and depression, with depression mediating 10.59% and 23.14% of the association between HRR and sleep disorders and sleep problems, respectively.
Key Findings
Results
Higher hemoglobin-to-red cell distribution width ratio (HRR) was significantly negatively associated with sleep disorders in US adults.
OR = 0.2870 (95% CI: 0.2044, 0.4042) after adjusting for all covariates via multivariable logistic regression
Prevalence of sleep disorders in the unweighted sample was 8.49% (1769/20823)
Findings were consistent after applying appropriate survey weighting to the models
Study drew on 20,823 participants from the 2005–2014 cycles of NHANES
Results
Higher HRR was significantly negatively associated with sleep problems in US adults.
OR = 0.4847 (95% CI: 0.3853, 0.6101) after adjusting for all covariates
Prevalence of sleep problems in the unweighted sample was 24.82% (5170/20823)
Association held under both unweighted and weighted model conditions
Sleep quality was evaluated through self-reported questionnaires assessing presence of sleep problems or disorders
Results
Higher HRR was significantly negatively associated with depression in US adults.
OR = 0.6460 (95% CI: 0.4603, 0.9093) after adjusting for all covariates
Prevalence of depression in the unweighted sample was 8.71% (1814/20823)
Association was assessed via multivariable logistic regression with covariates selected using DAGs, VIF, and the Boruta algorithm
Results
Depression mediated a statistically significant but partial portion of the association between HRR and sleep disorders.
Depression mediated 10.59% of the association between HRR and sleep disorders (P < 0.001)
This was characterized as an exploratory mediation analysis
Authors noted this provided 'partial evidence that depressive symptoms served as a mediating factor'
Results
Depression mediated a larger portion of the association between HRR and sleep problems than it did for sleep disorders.
Depression mediated 23.14% of the association between HRR and sleep problems (P < 0.001)
Compared to 10.59% mediation for sleep disorders, the mediation proportion for sleep problems was approximately twice as large
Both mediation proportions were statistically significant at P < 0.001
Methods
The study used restricted cubic spline (RCS) modeling and threshold effect analysis in addition to multivariable logistic regression to characterize the HRR–sleep quality relationship.
Covariates were pre-identified using directed acyclic graphs (DAGs)
Variance inflation factors (VIF) were used to exclude highly collinear variables
The Boruta algorithm assisted in covariate selection
Sensitivity analyses were performed to evaluate robustness of the model
Subgroup analyses were also conducted
Methods
The study population consisted of 20,823 participants drawn from ten years of NHANES survey cycles.
Data were drawn from the 2005–2014 cycles of the National Health and Nutrition Examination Survey (NHANES)
HRR was defined as the ratio of hemoglobin (HB) to red cell distribution width (RDW)
Both unweighted and survey-weighted analyses were conducted
What This Means
This research suggests that a blood marker called the hemoglobin-to-red cell distribution width ratio (HRR) — calculated by dividing a person's hemoglobin level by a measure of variation in red blood cell size — is linked to sleep quality. Using data from over 20,000 American adults surveyed between 2005 and 2014, the study found that people with higher HRR values were significantly less likely to report sleep disorders or general sleep problems. Higher HRR was also associated with lower likelihood of depression. These associations held up after accounting for a wide range of other health and demographic factors.
The study also explored whether depression plays a role in the pathway connecting HRR to sleep quality. The analysis found that depressive symptoms accounted for about 11% of the link between HRR and sleep disorders, and about 23% of the link between HRR and sleep problems. This suggests that while depression partially explains why lower HRR relates to worse sleep, the majority of the association operates through other mechanisms not yet identified.
This research suggests that HRR — a simple ratio derivable from routine blood tests — may serve as a useful indicator of sleep health risk. Because both hemoglobin levels and red cell distribution width can be influenced by nutrition, inflammation, and chronic disease, these findings point to potential biological pathways connecting blood health to sleep and mental health. However, since this was an observational study relying on self-reported sleep measures, it cannot establish that low HRR directly causes poor sleep.
Liao Z, Zhou Z. (2026). Association between the hemoglobin-to-red cell distribution width ratio and poor sleep quality in US adults.. Acta psychologica. https://doi.org/10.1016/j.actpsy.2026.106461