Evidence map›Paper›PMID 42371625›Full record

ArticleJAMA network open2026

Pediatric Reference and Optimal Curves for Hemoglobin.

Vid Bijelic, Franco Momoli, Mira Liebman, Beth K Potter, Cornelia M Borkhoff, Catherine S Birken, Jonathon L Maguire, Patricia C Parkin, Jemila S Hamid

Abstract read
In one paragraph

Article in JAMA network open, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

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.

2 · The registry

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.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

9 authors.

Vid BijelicSchool of Epidemiology and Public Health, Faculty of Medicine, University of Ottawa, Ottawa, Ontario, Canada.
Franco MomoliSchool of Epidemiology and Public Health, Faculty of Medicine, University of Ottawa, Ottawa, Ontario, Canada.
Mira LiebmanDepartment of Pediatrics, Children's Hospital of Eastern Ontario, Ottawa, Ontario, Canada.
Beth K PotterSchool of Epidemiology and Public Health, Faculty of Medicine, University of Ottawa, Ottawa, Ontario, Canada.
Cornelia M BorkhoffInstitute of Health Policy, Management and Evaluation, University of Toronto, Toronto, Ontario, Canada.
Catherine S BirkenInstitute of Health Policy, Management and Evaluation, University of Toronto, Toronto, Ontario, Canada.
Jonathon L MaguireInstitute of Health Policy, Management and Evaluation, University of Toronto, Toronto, Ontario, Canada.
Patricia C ParkinInstitute of Health Policy, Management and Evaluation, University of Toronto, Toronto, Ontario, Canada.
Jemila S HamidClinical Research Unit, Children's Hospital of Eastern Ontario, Ottawa, Ontario, Canada.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Importance: Clinicians rely on reference intervals (RIs) to interpret laboratory test results. In pediatric populations, estimating RIs typically requires partitioning data by age, sex, and other relevant factors, which can lead to limited sample size and imprecise estimates; these limitations are addressed by using curve estimation, modeling hemoglobin level as a continuous function of age. Objective: To establish hemoglobin reference curves (RCs) for children and to complement recently published World Health Organization (WHO) thresholds by estimating hemoglobin optimal curves (OCs) that may inform more appropriate reporting standards. Design, Setting, and Participants: This cross-sectional study included healthy Canadian children aged 2 weeks through 10 years attending scheduled primary care visits from June 3, 2008, to February 26, 2020, in Toronto, Ontario, Canada. Data were analyzed from October 16, 2024, to February 1, 2026. Exposure: Blood samples were collected and analyzed for hemoglobin, ferritin, and C-reactive protein levels. Main Outcomes and Measures: Parents completed a questionnaire to collect variables used as optimality criteria. Sex-specific RCs and OCs were estimated using nonparametric quantile regression with restricted cubic splines. RCs were based on the full sample, whereas OCs excluded children with indicators of suboptimal iron status. A web-based platform was developed to visualize these curves and calculate sex-specific reference and optimal limits by age. Findings were examined in relation to WHO hemoglobin thresholds. Results: Blood samples from 4597 children (2451 males [53%]; median age, 38 months [IQR, 18-63 months]) were used to estimate hemoglobin RCs, and samples from a subgroup of 3426 children (1798 males [52%]; median age, 45 months [IQR, 24-68 months]) were used to estimate OCs. For females, lower OC hemoglobin limits were slightly below the lower RC limits up until age 2 years and became higher after age 6 years (eg, at 6 months, the OC lower limit was 9.91 g/dL [90% CI, 9.70-10.13 g/dL] vs 10.00 g/dL [90% CI, 9.78-10.23 g/dL] for RC). For males, lower OC limits were higher than lower RC limits until age 20 months (eg, at 6 months, the OC lower limit was 9.74 g/dL [90% CI, 9.46-10.02 g/dL] vs 9.28 g/dL [90% CI, 8.94-9.63 g/dL] for RC) and were similar afterwards. Differences in the upper limits were minimal for both sexes. WHO hemoglobin thresholds were consistently higher than lower limits of OCs across all ages but exceeded the 5th percentile curve only among children aged 5 through 10 years for both sexes (eg, for males aged 1 year, the OC lower limit was 10.06 g/dL [90% CI, 9.92-10.21 g/dL] vs the 10.5 g/dL WHO threshold). Conclusions and Relevance: This cross-sectional study estimated sex-specific pediatric RCs for hemoglobin, modeled as a continuous function of age, to eliminate the need for age partitioning and overcome the associated sample size limitations. OCs, developed using health-based criteria, offered additional clinical context beyond traditional RIs. The findings highlight potential misalignments with existing WHO thresholds, particularly at younger ages.

Indexed as

HemoglobinsChildChild, PreschoolC-Reactive ProteinCross-Sectional StudiesFemaleFerritinsHumansInfantInfant, NewbornMaleOntarioReference ValuesC-Reactive ProteinFerritinsHemoglobins

Identifiers

PMID42371625
PMCPMC13316602

What OpenQuestion holds

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LicenceCC BY-NC-ND
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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.