Related Experiment Video
Updated: Jan 7, 2026

Murine Model of Leukemia Relapse to Induction Chemotherapy for Acute Lymphoblastic Leukemia
Published on: October 17, 2025
Clinical and Laboratory Indicators of Pediatric Leukemia and Neuroblastoma in Musculoskeletal Presentations: A
Seyed Mohammad Kazem Nourbakhsh1, Chakavak Valadkhani2, Hossein Safaei2
1Imam Khomeini Hospital Complex, Tehran University of Medical Sciences, Tehran, Iran.
Background:
Musculoskeletal (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.
Objective:
To 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).
Methods:
In 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.
Results:
Malignancy 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.
Conclusions:
Splenomegaly, 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.
More Related Videos
Related Concept Videos
Bone Marrow Sampling and Transplants
The transplant begins with high doses of chemotherapy and radiation treatment, which aim to destroy...
Bone Disorders
Bone deposition is also affected by the levels of sex hormones like estrogen and testosterone that promote osteoblast activity and bone matrix synthesis. When the level of these hormones decreases due to aging, it causes a reduction in bone deposition. As a result, bone resorption by osteoclasts...

