← Back to all signals
RESEARCH PAPER ANALYSIS

Fractal Dimension of High-Risk Neuroblastoma Vascularity in MRI Is Associated with Chemotherapy Response and Event-Free Survival.

AI interpretation is pending for this paper.

Open original publication →
PMID41384821
JournalRadiology. Imaging cancer
Publication Date2026-01-01
Ingested2026-08-02 12:06 AM
EXECUTIVE SUMMARY

What the AI sees

Not AI summarized yet.

WHY IT MATTERS

Research significance

Pending deeper interpretation.

ABSTRACT

Source abstract

Purpose To assess therapeutic and prognostic implications of perfusion characterization by fractal analysis using routine MRI in high-risk primary neuroblastomas and to establish a pathophysiologic connection between vascularity phenotype, perfusion imaging characteristics, and treatment response. Materials and Methods In a retrospective cohort study across 30 centers, MRI data of patients with high-risk neuroblastoma (June 2005-February 2021) were collected at the time point of diagnosis (TP1) and after induction chemotherapy before surgery (TP2), with data split into separate discovery (single-center) and validation cohorts (29 centers). Fractal analysis was performed on contrast-enhanced, fat-saturated, T1-weighted sequences at both time points to obtain voxel-wise local fractal dimension (FD) maps for predicting volumetric tumor response. The association of global FD with event-free survival (EFS) was assessed using a Cox proportional hazards model. Additionally, FD was calculated from CD34-stained endothelium in selected histologic tumor samples. Accuracy of response prediction, prognostic value for EFS, and correlation between FD of immunohistochemical vascularity and MRI-derived perfusion were also evaluated. Results In 73 patients (median age, 3 years [IQR, 3]; 39 male patients; discovery cohort, n = 36; validation cohort, n = 37), local FD maps helped predict volumetric tumor response to induction chemotherapy between TP1 and TP2 with good accuracy (root mean squared error, 47.78 mL; R2 = 0.94; P < .001), visualizing intratumor high perfusion complexity in areas with low response potential. In multivariate Cox proportional hazards modeling, MYCN status (hazard ratio, 2.30; 95% CI: 1.16, 4.55; P = .017) and global FD at TP2 (hazard ratio, 0.65; 95% CI: 0.47, 0.88; P = .006) were significantly associated with EFS. Complexity of both CD34-immunohistochemical microvascularity (1.23 ± 0.09 [SD] to 1.44 ± 0.07, P < .001) and MRI perfusion (3.40 ± 0.04 to 3.53 ± 0.07, P < .001) increased throughout induction chemotherapy. Conclusion Fractal analysis of MRI-derived perfusion complexity was associated with spatial heterogeneity of chemotherapy response and stratified prognosis in MYCN nonamplified high-risk neuroblastoma, supporting its potential as an imaging biomarker linked to microvascular architecture. German Clinical Trial Registry: DRKS00023442 Keywords: Pediatrics, MR-Imaging, Nervous-Peripheral, Fractal Analysis, Tissue Characterization, Tumor Response Supplemental material is available for this article. © RSNA, 2025.

SUPPORTING PAPER SET

32 more papers to review

Ranked by current scoring engine
1 The Tumour-Suppressive Role of miRNA-Loaded MSC-Derived Extracellular Vesicles in Osteosarcoma: A Systematic Review and Meta-Analysis. TheScientificWorldJournal 83.0 2 Tuberculosis of the Sphenoid Sinus Causing Blindness in a Pediatric Patient: A Case Report. Cureus 53.5 3 Recurrent Pleural Effusion as the Initial Presentation of T-lineage Lymphoblastic Malignancy in a Child: A Diagnostic Challenge. Cureus 58.4 4 Peripheral Precocious Puberty as the Initial Manifestation of Juvenile Granulosa Cell Tumor in Early Childhood. Cureus 61.4 5 Adenosylhomocysteinase drives epigenetic and metabolic reprogramming in ZFTA-RELA ependymoma. bioRxiv : the preprint server for biology 50.0 6 CBFA2T3-GLIS2 establishes transcriptionally permissive enhancer hypermethylation associated with venetoclax response in pediatric AML. bioRxiv : the preprint server for biology 54.72 7 A pediatric high-grade B-cell lymphoma with a rare complex cytogenetic profile: A case report. Tumori 51.5 8 Sunscreen use at Danish beaches in 2025 and long-term changes in sun protection related to public advice. Scandinavian journal of public health 56.0 9 Nationwide practice patterns and local recurrence after surgery for benign bone tumours: a retrospective study using the Bone and Soft Tissue Tumor Registry in Japan. International orthopaedics 61.9 10 Paraganglioma and childhood-onset optic atrophy in a SDHA compound heterozygous patient: an example of dual dominant and recessive inheritance. Mitochondrion 54.0 11 [Application and short-term efficacy of Da Vinci Xi robot-assisted transabdominal division of the rectourethralis muscle in ultra-low anastomosis surgery for low rectal cancer]. Zhonghua wei chang wai ke za zhi = Chinese journal of gastrointestinal surgery 64.9 12 Prenatal maternal inflammation and cognitive performance in offspring during late midlife. Brain, behavior, & immunity - health 57.5 13 Multi-tissue accumulation of potentially toxic elements and age-stratified non-carcinogenic dietary risk in fish from the Anzali Wetland, Caspian Basin. Toxicology reports 58.7 14 A novel spliceosome inhibitor triggers anti-tumor CD4+ and CD8+ T cell responses in murine models of pediatric-relevant cancer. Molecular therapy. Oncology 62.28 15 Prevalence and Associations for Use of Complementary and Alternative Medicine (CAM) Among Paediatric Cancer Patients in Norway: A Cross-Sectional Survey. Integrative cancer therapies 69.0 16 Portal cavernoma: epidemiological, clinical, etiological and outcome profiles - a 15-year retrospective study in a University Hospital in Rabat, Morocco. The Pan African medical journal 63.5 17 Artificial intelligence in Vietnamese healthcare: public awareness, demand, and willingness to pay. BMC health services research 60.2 18 Xp11.2 Translocation Renal Cell Carcinoma in an Elderly Woman: A Diagnostic Challenge - A Case Report. Case reports in oncology 49.0 19 The unbalanced needs and perceived supply of supportive care in family caregivers of patients with multiple myeloma: a cross-sectional study. BMC palliative care 59.9 20 Development and Optimization of 111 In-Dinutuximab-IRDye800, a Dual-Modality Intraoperative Molecular Imaging Agent for Pediatric Neuroblastoma Resection. bioRxiv : the preprint server for biology 77.4 21 High-Resolution Subtyping of Pediatric Low-Grade Glioma Using an Integrated Meta-Clustering Framework. bioRxiv : the preprint server for biology 67.5 22 Concordance of rapid whole genome and targeted long read sequencing of pediatric brain tumors with standard clinical testing. Research square 61.9 23 Synergistic targeting of EP300/CBP and EYA co-activators collapses the rhabdomyosarcoma core regulatory circuit. bioRxiv : the preprint server for biology 57.6 24 Clinical Presentation of, Treatment Approaches for, and the Impact of Social Determinants of Health on Pediatric Catatonia: A Structured Qualitative Synthesis and Targeted Literature Review. Cureus 66.04 25 Sequential Philadelphia-Positive Pre-B Acute Lymphoblastic Leukemia and Chronic Myeloid Leukemia With Distinct BCR::ABL1 Fusion Transcripts. Cancer reports (Hoboken, N.J.) 67.1 26 Intracranial germ cell tumours presenting with AVP deficiency and evolving panhypopituitarism: diagnostic pitfalls in early imaging and biopsy. Endocrinology, diabetes & metabolism case reports 64.0 27 A Subset of FOXO1-Fusion Negative Rhabdomyosarcoma With Round Cell (Alveolar) and "Burkitt-Like" Morphology Is Associated With High Amplification of MYCL: A Report From the Children's Oncology Group. Genes, chromosomes & cancer 57.5 28 Pediatric lynch-associated melanoma arising in ovarian teratoma: a case report. Gynecologic oncology reports 55.1 29 Case Report: Case series: growth hormone replacement for severe growth hormone deficiency during BRAF inhibitor therapy in pediatric low-grade glioma: long-term follow-up. Frontiers in endocrinology 70.3 30 Prognostic value of lymph node ratio in children with wilms tumor: a systematic review and meta-analysis. Frontiers in oncology 79.6 31 Real-world efficacy and safety of efgartigimod in patients with autoimmune encephalitis: a single-center retrospective analysiss. Frontiers in immunology 69.1 32 Combined aromatherapy and music or sound for emotional distress: a systematic review of controlled studies published between 2019 and 2026. Frontiers in psychology 84.84
PATIENT-FRIENDLY SUMMARY

Fractal Dimension of High-Risk Neuroblastoma Vascularity in MRI Is Associated with Chemotherapy Response and Event-Free Survival.

For education only—not personal medical advice.

Before you continue

AI-assisted research information

Neurocompute uses AI to summarize scientific papers, interpret research signals, and suggest relevant reference links. AI-generated content can be incomplete, misleading, or wrong, and generated links may be irrelevant or unavailable.

Our reviewed outputs have performed strongly to date, but past accuracy is not a guarantee. Verify summaries, scores, claims, and links against the original publication before relying on them.

This platform is for research and education only. It does not provide medical advice, diagnosis, treatment recommendations, or clinical guidance.

Pediatric cancer research intelligence graphic
PEDIATRIC CANCER VISUAL SYSTEM

Open the Research Intelligence Map

Explore the active pediatric oncology analysis view.

Expand Intelligence View →
Full Pediatric cancer research intelligence graphic