← Back to all signals
RESEARCH PAPER ANALYSIS

Improving image quality and diagnostic confidence for PRETEXT staging in pediatric hepatoblastoma using thin-slice and low-energy virtual monochromatic images in dual-energy CT with deep learning image reconstruction algorithm.

AI interpretation is pending for this paper.

Open original publication →
PMID42226141
JournalBMC medical imaging
Publication Date2026-05-30
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

BACKGROUND: Hepatoblastoma is the most common pediatric hepatic tumor, for which surgery is the primary treatment option. The PRETEXT (Pretreatment Extent of Disease) staging system, based on CT images, is a crucial basis for surgical planning. Therefore, improving the image quality and diagnostic confidence of PRETEXT staging impacts the overall therapeutic outcomes in pediatric hepatoblastoma. OBJECTIVE: To investigate whether thin-slice 40 keV dual-energy CT (DECT) images combined with a deep learning image reconstruction (DLIR) algorithm can improve image quality and diagnostic confidence for the evaluation of PRETEXT staging for pediatric hepatoblastoma. METHODS: This single-center retrospective study included 53 pediatric patients (mean age, 3.54 ± 2.26 years) with pathologically confirmed hepatoblastoma who underwent contrast-enhanced abdominal DECT. From the raw data, three distinct image series were reconstructed with a slice thickness of 0.625 mm for comparison: (A) standard-energy 68 keV VMI (virtual monoenergetic image) with 50% adaptive statistical iterative reconstruction-V (ASIR-V50%); (B) 68 keV VMI with high-level DLIR (DLIR-H); and (C) low-energy 40 keV VMI with DLIR-H. Objective image quality was quantified by the contrast-to-noise ratio (CNR) and Edge Rise Slope (ERS) of hepatic veins. Two independent radiologists performed PRETEXT staging and subjectively assessed image noise, hepatic vein visualization, and diagnostic confidence using a 5-point Likert scale. RESULTS: The final PRETEXT staging results showed no statistically significant difference among the three image groups. However, objectively, the 40 keV DLIR-H images demonstrated significantly superior ERS (83.73 ± 46.50), indicating the sharpest vessel boundaries (p < 0.001), and CNR values for the hepatic veins. Subjectively, the 40 keV DLIR-H images received the highest scores for hepatic vein visualization and diagnostic confidence (p < 0.001), and was the only group consistently deemed sufficient to meet all diagnostic requirements for staging. CONCLUSION: The 0.625 mm thin-slice 40 keV VMI in DECT combined with DLIR-H reconstruction provides superior image quality and significantly enhances the diagnostic confidence for PRETEXT staging, and may be considered for routine clinical use.

SUPPORTING PAPER SET

32 more papers to review

Ranked by current scoring engine
1 Isolated Plexiform Neurofibroma at the Liver Hilum in a Pediatric Patient: A Case Report. Cureus 47.5 2 Recurrent myxopapillary ependymoma: A diagnostic challenge. The Malaysian journal of pathology 53.1 3 Cross-cancer transcriptomic analysis reveals conserved developmental, ferroptosis, and immune remodeling modules in Wilms tumor and oral cancer. Frontiers in genetics 53.6 4 Biomineralized SERS Nanotags Encode Biomolecular Identity into Machine Learning-Resolvable Fingerprints. ACS applied materials & interfaces 56.0 5 Ewing sarcoma of the mandible in a child-reconstruction using a chondrocostal graft. Journal of surgical case reports 58.4 6 How adolescent and young adult cancer is portrayed in movies: reflections for supportive care. Supportive care in cancer : official journal of the Multinational Association of Supportive Care in Cancer 61.6 7 Synovial Sarcoma of the Hyoid Bone Treated With Trimodality Therapy. The Permanente journal 64.84 8 No genome-wide correlations and little shared genetic architecture between reproductive life-history traits and estrogen receptor-positive breast cancer risk. Molecular biology and evolution 57.5 9 Provider and Parent Perspectives on Prioritizing the "Asking and Monitoring" Pediatric Cancer Psychosocial Standards of Care. Pediatric blood & cancer 57.2 10 Assessing the Impact of Rituximab on Treatment Outcomes in Pediatric Advanced Mature B-Non Hodgkin Lymphoma - Authors' Reply. Indian journal of pediatrics 50.74 11 Non-invasive differentiation of diffuse midline glioma and midline glioblastoma using DCE-MRI perfusion parameters and machine learning classification in pediatric and young adult patients. Neuroradiology 72.0 12 Closing the research-to-practice gap: Using a plan-do-study-act approach to test innovative interventions to increase HPV immunization uptake in Canada. Canadian journal of public health = Revue canadienne de sante publique 58.7 13 PTPN11 variants in four Chinese patients: a case series and genotype-phenotype analysis. European journal of dermatology : EJD 53.0 14 Understanding retention in longitudinal surveys conducted by mobile phone in lower-resource contexts: A case study from Kenya. PloS one 37.0 15 Prevalence of High Tumor Mutational Burden Among Pediatric Patients With Solid Tumors. Pediatric hematology and oncology 72.4 16 Increased prevalence of Helicobacter pylori and CagA seropositivity in Bulgarian children with type 1 diabetes mellitus. Journal of infection and chemotherapy : official journal of the Japan Society of Chemotherapy 61.0 17 Delayed Appendectomy in Pediatric Cancer Patients with Leukopenia is Associated with Worsened Outcomes. Journal of pediatric surgery 57.5 18 Methotrexate induces alterations in one-carbon metabolism and in plasmalogen and phosphatidylcholine levels in CSF of juvenile rats. Brain research bulletin 60.7 19 Exploring the process of social support among parents of children with cancer in the sociocultural context of Iran: a grounded theory study protocol. BMJ open 58.4 20 Adaptation and feasibility of a group intervention for parents after the loss of a co-parent to cancer: a mixed-methods study protocol. BMJ open 75.7 21 Explainable Radiomics Model Based on Intratumoral and Peritumoral CEMRI Features: Predicting Macrotrabecular-Massive Hepatocellular Carcinoma and Evaluating Immune Status. Academic radiology 73.4 22 Chronic Kidney Disease in Children Within Five Years After Ifosfamide Chemotherapy for Childhood Cancer: A Dutch Pediatric Oncology Cohort Study. Cancer medicine 72.04 23 Giant and atypical eccrine tumors of the eyelid: A clinicopathologic analysis. Indian journal of ophthalmology 55.0 24 Development of the Novel FLOX Score to Assess Risk of Intubation in Children With Immunocompromising Conditions Receiving High Flow Nasal Cannula. Pediatric pulmonology 64.0 25 Value of high-frequency color Doppler ultrasound for preorbital mass diagnosis. Indian journal of ophthalmology 62.5 26 Hip arthroplasty following proximal femoral tumour resection in children : the impact of age and articulation on implant survival and the outcomes following acetabular revision. The bone & joint journal 62.12 27 Patient-specific 3D-printed Anatomical Models for Intraoperative Osteotomy Verification in Joint-sparing Surgery for Osteosarcoma: A Report of Two Cases. Anticancer research 53.1 28 Mesenteric Lymphangioma Complicated by Small-Bowel Volvulus in a Child: A Case Report and Review of the Literature. The Tokai journal of experimental and clinical medicine 51.9 29 Successful Engraftment Following Second Cord Blood Transplantation After Graft Failure in a Child With Relapsed B-ALL. The Tokai journal of experimental and clinical medicine 62.42 30 Pediatric Acute Leukemias: Epidemiological, Clinical Features, and Diagnostic Contribution of Flow Cytometry in a Resource-Limited Setting. Cureus 61.5 31 Patient Care of Pregnant Women With Chronic Myeloid Leukemia in a Resource Limited Setting-Case Reports From Ghana. Case reports in hematology 63.8 32 Porto-sinusoidal vascular disorder and sinusoidal obstructive syndrome in patients treated with thiopurines: a systematic review. Annals of hepatology 75.1
PATIENT-FRIENDLY SUMMARY

Improving image quality and diagnostic confidence for PRETEXT staging in pediatric hepatoblastoma using thin-slice and low-energy virtual monochromatic images in dual-energy CT with deep learning image reconstruction algorithm.

For education only—not personal medical advice.

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