ArticleFrontiers in public health2024
Association between complete blood count-derived inflammatory markers and the risk of frailty and mortality in middle-aged and older adults.
Article in Frontiers in public health, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 27 papers.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
27 citing papers in PubMed.
- Interpretable machine learning framework for frailty risk prediction using NHANES 2007-2018: A cross-sectional study.Medicine · 2026Article
- Albuminuria Levels and Geriatric Outcomes in Predialysis: Chronic Kidney Disease: Falls, Fear of Falling, and Frailty in a Cross-Sectional Study.Journal of clinical medicine · 2026Article
- CBC-derived inflammatory indices predict adverse outcomes in geriatric emergency patients with acute infectious diarrhea: a MIMIC-IV analysis.Scientific reports · 2026Article
- Integrated ESR and PLT-H Measurement Using the BC-6800 Plus Hematology Analyzer: A Comprehensive Analytical Evaluation.Journal of clinical laboratory analysis · 2026Article
- The Association Between Inflammatory Scores and Frailty Severity: An Exploratory Retrospective Analysis in Non-Small-Cell Lung Cancer Surgical Patients.Medical sciences (Basel, Switzerland) · 2026Article
- Association Between Complete Blood Cell Count (CBC)-Derived Inflammatory Markers and Natural Killer Cell Activity: A Cross-Sectional Study.Journal of inflammation research · 2026Article
- Admission complete blood count-derived inflammatory indices for risk stratification in hemorrhagic fever with renal syndrome: comparative performance of NLR, PLR, SII, LMR, and the neutrophil-to-red blood cell ratio.Frontiers in immunology · 2026Article
- Small extracellular vesicles produced from canine adipose-derived mesenchymal stem cells mitigate diabetes mellitus in streptozotocin-induced mice via β-cell revitalization.BMC veterinary research · 2025Article
- Harnessing AI for real-time monitoring and precision medicine: enhancing cardiovascular risk prediction in CKD management through panimmune-inflammation value.International urology and nephrology · 2025Article
- Association between alpha-1-acid glycoprotein and frailty in US females aged 20-49 years: analysis of NHANES data (2015-2023).Scientific reports · 2025Article
- The relationship between hemogram based inflammatory indices and prognosis in ectopic pregnancy cases treated with methotrexate.Scientific reports · 2025Article
- Pan-immune-inflammation value and mortality in the US adult MASLD: a nonlinear NHANES analysis.BMC gastroenterology · 2025Article
- A New Nomogram for Predicting Early Weight Loss Outcomes in Patients with Obesity Following Laparoscopic Sleeve Gastrectomy.Obesity surgery · 2025Article
- Admission Red Blood Cell Distribution Width and Mean Platelet Volume as Predictors of Mortality in the Pediatric Intensive Care Unit: A Five-Year Single-Center Retrospective Study.Journal of clinical medicine · 2025Article
- Associations between naples prognostic score and stroke and mortality among older adults.European journal of medical research · 2025Article
- Gender differences in the association between pan-immune-inflammation value and probable depression: A cross-sectional study.PloS one · 2025Article
- Predictive Value of Inflammation Markers for Frailty in Older Patients with CVD.Clinical interventions in aging · 2025Article
- Pan-immune-inflammation value and its association with all-cause and cause-specific mortality in the general population: a nationwide cohort study.Frontiers in endocrinology · 2025Article
- The association between a dietary index for the gut microbiota and frailty in older adults: emphasising the mediating role of inflammatory indicators.Frontiers in nutrition · 2025Article
- Association Between Neutrophil Percentage to-Albumin Ratio, Neutrophil to-Lymphocyte Ratio, Platelet-to Lymphocyte Ratio and in-Hospital Mortality in Elder Patients with Bloodstream Infections.Journal of inflammation research · 2025Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
9 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Objective: This study aimed to evaluate the association between six complete blood count (CBC)-derived inflammatory markers [neutrophil-to-lymphocyte ratio (NLR), monocyte-to-lymphocyte ratio (MLR), platelet-to-lymphocyte ratio (PLR), systemic immune-inflammatory index (SII), systemic inflammatory response index (SIRI), and pan-immune inflammation value (PIV)] and the risk of frailty and mortality. Methods: Data were obtained from the National Health and Nutrition Examination Survey (NHANES) 1999-2018. Mortality was identified using the National Death Index until December 31, 2019. Multiple logistic regression analysis was conducted to evaluate the association between six CBC-derived inflammatory markers and frailty. The Cox regression model assessed the association between six CBC-derived inflammatory markers and mortality in frail populations. Restricted cubic spline (RCS) was used to visualize the association of the six CBC-derived inflammatory markers with mortality risk. The predictive value of CBC-derived inflammatory markers for mortality was further assessed using a random survival forest (RSF) approach. Results: This study analyzed data from a total of 16,705 middle-aged and older participants. Among them, 6,503 participants were frail, with a mortality rate of 41.47%. Multiple logistic regression analysis showed that NLR, MLR, PLR, SII, SIRI, and PIV were positively associated with frailty risk. The Cox regression model revealed that participants in the highest quartile had a significantly increased risk of death compared to those in the lowest quartile: NLR (HR = 1.73, 95% CI:1.54, 1.94), MLR (HR = 1.71, 95% CI:1.51, 1.93), PLR (HR = 1.28, 95%CI: 1.15, 1.43), SII (HR = 1.50, 95%CI:1.34, 1.68), SIRI (HR = 1.88, CI 95%:1.67, 2.12), PIV (HR = 1.55, 95%CI:1.38, 1.73). Random survival forest (RSF) analyses demonstrated that MLR had the highest predictive value for mortality risk middle-aged and older adult frail participants. Conclusion: The results suggest that CBC-derived inflammatory markers are associated with a higher risk of frailty as well as mortality in the middle and old-aged population of the United States.
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.