Evidence map›Paper›PMID 41461538›Full record

ArticleEuropean journal of haematology2026

Clinical and Laboratory Indicators of Pediatric Leukemia and Neuroblastoma in Musculoskeletal Presentations: A Retrospective Study From a Resource-Limited Setting.

Seyed Mohammad Kazem Nourbakhsh, Chakavak Valadkhani, Hossein Safaei

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Article in European journal of haematology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

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1 · What the graph read from it

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3 · Its place in the literature

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1 citing paper in PubMed.

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5 · Who and what money

Authors and funding

3 authors.

Seyed Mohammad Kazem NourbakhshImam Khomeini Hospital Complex, Tehran University of Medical Sciences, Tehran, Iran.
Chakavak ValadkhaniDepartment of Sports and Exercise Medicine, Hazrat-E Rasool General Hospital, Iran University of Medical Sciences, Tehran, Iran.ORCID https://orcid.org/0009-0008-4002-1742
Hossein SafaeiDepartment of Sports and Exercise Medicine, Hazrat-E Rasool General Hospital, Iran University of Medical Sciences, Tehran, Iran.ORCID https://orcid.org/0009-0005-5240-1484

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundMusculoskeletal (MSK) symptoms are a frequent but diagnostically ambiguous presentation in children with malignancies such as leukemia and neuroblastoma. These symptoms may precede hematologic abnormalities, complicating early diagnosis and increasing the risk of misclassification. Inappropriate treatments, such as corticosteroids, may further obscure disease features.

objectiveTo identify clinical and laboratory indicators of leukemia and neuroblastoma at initial evaluation in children presenting with MSK symptoms and to develop a simple preliminary triage tool (TRIM).

methodsIn this retrospective study, 333 of 457 children (≤ 18 years) with MSK symptoms (2020-2024) had ≥ 6 months follow-up and were included. Clinical and laboratory data from the first encounter were analyzed. Predictors were identified using Firth logistic regression and incorporated into weighted subscores for leukemia (TRIM-L) and neuroblastoma (TRIM-N). Performance was assessed using AUC and predictive metrics with bootstrap internal validation.

resultsMalignancy was diagnosed in 9/333 patients (2.7%; leukemia 1.5%, neuroblastoma 1.2%). Independent indicators of leukemia were splenomegaly, hemoglobin < 8.5 g/dL, and platelet count < 150 000/μL. Independent indicators of neuroblastoma were lymphadenopathy, weight loss, and LDH > 400 U/L. Discrimination was high (AUC: leukemia 0.996; neuroblastoma 0.963). Using a cutoff ≥ 2, TRIM-L achieved 100% sensitivity, 97% specificity, and 100% NPV; TRIM-N achieved 75% sensitivity, 97.3% specificity, and 99.7% NPV.

conclusionsSplenomegaly, cytopenias, lymphadenopathy, elevated LDH, and weight loss were key early indicators of malignancy in children presenting with MSK symptoms. The internally derived TRIM score showed excellent negative predictive value and may assist early triage; however, external validation is required before clinical application.

Indexed as

LeukemiaMusculoskeletal DiseasesNeuroblastomaAdolescentChildChild, PreschoolFemaleHumansInfantMaleResource-Limited SettingsRetrospective Studiesearly diagnosisleukemiamusculoskeletal symptomsneuroblastomapediatricred flag signsresource‐limited settings

Identifiers

PMID41461538
PMCPMC13460452

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