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1.
Int J Radiat Oncol Biol Phys ; 119(2): 669-680, 2024 Jun 01.
Article in English | MEDLINE | ID: mdl-38760116

ABSTRACT

The Pediatric Normal Tissue Effects in the Clinic (PENTEC) consortium has made significant contributions to understanding and mitigating the adverse effects of childhood cancer therapy. This review addresses the role of diagnostic imaging in detecting, screening, and comprehending radiation therapy-related late effects in children, drawing insights from individual organ-specific PENTEC reports. We further explore how the development of imaging biomarkers for key organ systems, alongside technical advancements and translational imaging approaches, may enhance the systematic application of imaging evaluations in childhood cancer survivors. Moreover, the review critically examines knowledge gaps and identifies technical and practical limitations of existing imaging modalities in the pediatric population. Addressing these challenges may expand access to, minimize the risk of, and optimize the real-world application of, new imaging techniques. The PENTEC team envisions this document as a roadmap for the future development of imaging strategies in childhood cancer survivors, with the overarching goal of improving long-term health outcomes and quality of life for this vulnerable population.


Subject(s)
Radiation Injuries , Humans , Child , Radiation Injuries/diagnostic imaging , Cancer Survivors , Organs at Risk/diagnostic imaging , Organs at Risk/radiation effects , Neoplasms/radiotherapy , Neoplasms/diagnostic imaging , Radiotherapy/adverse effects , Diagnostic Imaging/methods
2.
Blood ; 143(20): 2053-2058, 2024 May 16.
Article in English | MEDLINE | ID: mdl-38457359

ABSTRACT

ABSTRACT: Defining prognostic variables in T-lymphoblastic lymphoma (T-LL) remains a challenge. AALL1231 was a Children's Oncology Group phase 3 clinical trial for newly diagnosed patients with T acute lymphoblastic leukemia or T-LL, randomizing children and young adults to a modified augmented Berlin-Frankfurt-Münster backbone to receive standard therapy (arm A) or with addition of bortezomib (arm B). Optional bone marrow samples to assess minimal residual disease (MRD) at the end of induction (EOI) were collected in T-LL analyzed to assess the correlation of MRD at the EOI to event-free survival (EFS). Eighty-six (41%) of the 209 patients with T-LL accrued to this trial submitted samples for MRD assessment. Patients with MRD <0.1% (n = 75) at EOI had a superior 4-year EFS vs those with MRD ≥0.1% (n = 11) (89.0% ± 4.4% vs 63.6% ± 17.2%; P = .025). Overall survival did not significantly differ between the 2 groups. Cox regression for EFS using arm A as a reference demonstrated that MRD EOI ≥0.1% was associated with a greater risk of inferior outcome (hazard ratio, 3.73; 95% confidence interval, 1.12-12.40; P = .032), which was independent of treatment arm assignment. Consideration to incorporate MRD at EOI into future trials will help establish its value in defining risk groups. CT# NCT02112916.


Subject(s)
Antineoplastic Combined Chemotherapy Protocols , Neoplasm, Residual , Precursor T-Cell Lymphoblastic Leukemia-Lymphoma , Humans , Child , Female , Male , Adolescent , Child, Preschool , Precursor T-Cell Lymphoblastic Leukemia-Lymphoma/mortality , Precursor T-Cell Lymphoblastic Leukemia-Lymphoma/drug therapy , Precursor T-Cell Lymphoblastic Leukemia-Lymphoma/pathology , Precursor T-Cell Lymphoblastic Leukemia-Lymphoma/therapy , Antineoplastic Combined Chemotherapy Protocols/therapeutic use , Bortezomib/administration & dosage , Bortezomib/therapeutic use , Young Adult , Disease-Free Survival , Adult , Infant , Prognosis
3.
Neuroradiology ; 66(3): 437-441, 2024 Mar.
Article in English | MEDLINE | ID: mdl-38206352

ABSTRACT

PURPOSE: Nasal chondromesenchymal hamartomas (NCMH) are rare, predominantly benign tumors of the sinonasal tract. The distinction from higher grade malignancy may be challenging based on imaging features alone. To increase the awareness of this entity among radiologists, we present a multi-institutional case series of pediatric NCMH patients showing the varied imaging presentation. METHODS: Descriptive assessment of imaging appearances of the lesions on computed tomography (CT) and magnetic resonance imaging (MRI) was performed. In addition, we reviewed demographic information, clinical data, results of genetic testing, management, and follow-up data. RESULTS: Our case series consisted of 10 patients, with a median age of 0.5 months. Intraorbital and intracranial extensions were both observed in two cases. Common CT findings included bony remodeling, calcifications, and bony erosions. MRI showed heterogeneous expansile lesion with predominantly hyperintense T2 signal and heterogenous post-contrast enhancement in the majority of cases. Most lesions exhibited increased diffusivity on diffusion weighted imaging and showed signal drop-out on susceptibility weighted images in the areas of calcifications. Genetic testing was conducted in 4 patients, revealing the presence of DICER1 pathogenic variant in three cases. Surgery was performed in all cases, with one recurrence in two cases and two recurrences in one case on follow-up. CONCLUSION: NCMHs are predominantly benign tumors of the sinonasal tract, typically associated with DICER1 pathogenic variants and most commonly affecting pediatric population. They may mimic aggressive behavior on imaging; therefore, awareness of this pathology is important. MRI and CT have complementary roles in the diagnosis of this entity.


Subject(s)
Hamartoma , Magnetic Resonance Imaging , Humans , Child , Infant, Newborn , Diffusion Magnetic Resonance Imaging , Hamartoma/diagnostic imaging , Hamartoma/surgery , Tomography, X-Ray Computed , Ribonuclease III , DEAD-box RNA Helicases
4.
Laryngoscope ; 134(1): 459-465, 2024 Jan.
Article in English | MEDLINE | ID: mdl-37272866

ABSTRACT

OBJECTIVES: To evaluate the clinical features of first branchial cleft anomalies (BCAs) and their relationship to pre-operative imaging, pathologic data, and post-operative surveillance outcomes. Additional aims were to assess the validity of the Work classification and describe features of recurrent cysts. METHODS: Records for 56 children (34 females, 22 males; age at surgery of 5.6 ± 4.4 years) collected over a 12-year period (2009-2021) were reviewed. Imaging and pathologic slides were re-reviewed in a blinded fashion by experts in those respective areas. Parents were contacted via telephone to obtain extended follow-up. An alternate classification method based on the presence (type II) or absence (type I) of parotid involvement is provided. RESULTS: Only 55% of first BCAs could be successfully classified using Work's method. First BCAs within the parotid were more likely to present with recurrent infections, involve scarred tissue planes and lymphadenopathy, and demonstrate enlarged lymphoid follicles on pathology. The overall recurrence rate was 16%, and recurrence was 5.3 times more likely when external auditory canal cartilage was not resected. Preoperative imaging was useful for predicting the extent of surgery required and the presence of scarred tissue planes. CONCLUSION: First BCAs within the parotid gland involve more difficult and extensive surgical resection and the potential for morbidity related to facial nerve dissection. Appropriately aggressive surgical resection, which may include the resection of involved ear cartilage, is necessary to prevent morbidity related to recurrence. LEVEL OF EVIDENCE: 4 Laryngoscope, 134:459-465, 2024.


Subject(s)
Craniofacial Abnormalities , Lymphadenopathy , Pharyngeal Diseases , Child , Male , Female , Humans , Infant , Child, Preschool , Retrospective Studies , Craniofacial Abnormalities/diagnosis , Craniofacial Abnormalities/surgery , Branchial Region/surgery , Branchial Region/abnormalities , Cicatrix
6.
Childs Nerv Syst ; 39(10): 2583-2592, 2023 10.
Article in English | MEDLINE | ID: mdl-37380927

ABSTRACT

PURPOSE: To review the evolution of cross-sectional imaging in pediatric neuroradiology from early developments to current advancements and future directions. METHODS: Information was obtained through a PubMed literature search as well as referenced online resources and personal experience from radiologists currently practicing pediatric neuroimaging and those who experienced the era of nascent cross-sectional imaging. RESULTS: The advent of computed tomography (CT) and magnetic resonance imaging (MRI) in the 1970s and 1980s brought about a revolutionary shift in the field of medical imaging, neurosurgical and neurological diagnosis. These cross-sectional imaging techniques ushered in a new era by enabling the visualization of soft tissue structures within the brain and spine. Advancements in these imaging modalities have continued at a remarkable pace, now providing not only high high-resolution and 3-dimensional anatomical imaging, but also functional assessment. With each stride forward, CT and MRI have provided clinicians with invaluable insights, improving the accuracy and precision of diagnoses, facilitating the identification of optimal surgical targets, and guiding the selection of appropriate treatment strategies. CONCLUSION: This article traces the origins and early developments of CT and MRI, chronicling their journey from pioneering technologies to their current indispensable status in clinical applications and exciting possibilities that lie ahead in the realm of medical imaging and neurologic diagnosis.


Subject(s)
Magnetic Resonance Imaging , Tomography, X-Ray Computed , Humans , Child , Magnetic Resonance Imaging/methods , Tomography, X-Ray Computed/methods , Neuroimaging , Brain/diagnostic imaging , Imaging, Three-Dimensional
7.
Laryngoscope ; 133(6): 1495-1500, 2023 06.
Article in English | MEDLINE | ID: mdl-37158262

ABSTRACT

OBJECTIVES: To investigate long-term outcomes, imaging, and pathologic findings in pediatric patients who underwent superficial parotidectomy for recalcitrant juvenile recurrent parotitis (JRP). METHODS: Records for 20 children (23 parotidectomies; 9 females, 11 males; age at surgery of 8.6 ± 3.7 years) collected over a 10-year period (2012-2021) were reviewed. Parents were contacted via telephone to obtain extended follow-up. A simplified scoring system was used to assess imaging findings and an additional pathologic review was conducted to further clarify the underlying disease process. RESULTS: All but one patient experienced resolution of their recurrent symptoms after superficial parotidectomy. Three of the patients studied required surgery on the contralateral side, and this could be predicted based on their imaging at the time of the initial surgery. Pathologic findings included ductal fibrosis, metaplasia, and dilatation as well as parenchymal atrophy and fatty deposition. There were no major surgical complications, however, the incidence of Frey's syndrome in this sample was 43.5% of surgical sites. CONCLUSION: For patients with frequent recalcitrant symptoms or significant quality of life impairment related to JRP, superficial parotidectomy represents a potential treatment option with the noted reduction in symptom burden following surgery. Further longitudinal studies are needed. LEVEL OF EVIDENCE: 4 Laryngoscope, 133:1495-1500, 2023.


Subject(s)
Parotitis , Child , Child, Preschool , Female , Humans , Male , Parotid Gland/surgery , Parotitis/surgery , Quality of Life , Retrospective Studies
8.
J Natl Cancer Inst ; 115(11): 1355-1363, 2023 11 08.
Article in English | MEDLINE | ID: mdl-37228094

ABSTRACT

BACKGROUND: National Cancer Institute-Children's Oncology Group Pediatric Molecular Analysis for Therapy Choice assigns patients aged 1-21 years with refractory solid tumors, brain tumors, lymphomas, and histiocytic disorders to phase II trials of molecularly targeted therapies based on detection of predefined genetic alterations. Patients whose tumors harbored EZH2 mutations or loss of SMARCB1 or SMARCA4 by immunohistochemistry were treated with EZH2 inhibitor tazemetostat. METHODS: Patients received tazemetostat for 28-day cycles until disease progression or intolerable toxicity (max 26 cycles). The primary endpoint was objective response rate; secondary endpoints included progression-free survival and tolerability of tazemetostat. RESULTS: Twenty patients (median age = 5 years) enrolled, all evaluable for response and toxicities. The most frequent diagnoses were atypical teratoid rhabdoid tumor (n = 8) and malignant rhabdoid tumor (n = 4). Actionable alterations consisted of SMARCB1 loss (n = 16), EZH2 mutation (n = 3), and SMARCA4 loss (n = 1). One objective response was observed in a patient with non-Langerhans cell histiocytosis with SMARCA4 loss (26 cycles, 1200 mg/m2/dose twice daily). Four patients with SMARCB1 loss had a best response of stable disease: epithelioid sarcoma (n = 2), atypical teratoid rhabdoid tumor (n = 1), and renal medullary carcinoma (n = 1). Six-month progression-free survival was 35% (95% confidence interval [CI] = 15.7% to 55.2%) and 6-month overall survival was 45% (95% CI = 23.1% to 64.7%). Treatment-related adverse events were consistent with prior tazemetostat reports. CONCLUSIONS: Although tazemetostat did not meet its primary efficacy endpoint in this population of refractory pediatric tumors (objective response rate = 5%, 90% CI = 1% to 20%), 25% of patients with multiple histologic diagnoses experienced prolonged stable disease of 6 months and over (range = 9-26 cycles), suggesting a potential effect of tazemetostat on disease stabilization.


Subject(s)
Rhabdoid Tumor , United States/epidemiology , Humans , Child , Child, Preschool , National Cancer Institute (U.S.) , Rhabdoid Tumor/drug therapy , Rhabdoid Tumor/genetics , Rhabdoid Tumor/diagnosis , SMARCB1 Protein/genetics , Benzamides/adverse effects , DNA Helicases , Nuclear Proteins , Transcription Factors/genetics , Enhancer of Zeste Homolog 2 Protein/genetics
9.
Pediatr Blood Cancer ; 70 Suppl 4: e30147, 2023 06.
Article in English | MEDLINE | ID: mdl-36519599

ABSTRACT

Tumors of the central nervous system are the most common solid malignancies in children and the most common cause of pediatric cancer-related mortality. Imaging plays a central role in diagnosis, staging, treatment planning, and response assessment of pediatric brain tumors. However, the substantial variability in brain tumor imaging protocols across institutions leads to variability in patient risk stratification and treatment decisions, and complicates comparisons of clinical trial results. This White Paper provides consensus-based imaging recommendations for evaluating pediatric patients with primary brain tumors. The proposed brain magnetic resonance imaging protocol recommendations balance advancements in imaging techniques with the practicality of deployment across most imaging centers.


Subject(s)
Brain Neoplasms , Surface Plasmon Resonance , Humans , Child , Brain Neoplasms/pathology , Magnetic Resonance Imaging/methods , Central Nervous System/pathology , Brain/pathology
10.
Diagnostics (Basel) ; 12(4)2022 Apr 12.
Article in English | MEDLINE | ID: mdl-35454009

ABSTRACT

Primary brain tumors are the most common solid neoplasms in children and a leading cause of mortality in this population. MRI plays a central role in the diagnosis, characterization, treatment planning, and disease surveillance of intracranial tumors. The purpose of this review is to provide an overview of imaging methodology, including conventional and advanced MRI techniques, and illustrate the MRI appearances of common pediatric brain tumors.

11.
J Clin Oncol ; 40(20): 2235-2245, 2022 07 10.
Article in English | MEDLINE | ID: mdl-35363510

ABSTRACT

PURPOSE: The NCI-COG Pediatric MATCH trial assigns patients age 1-21 years with relapsed or refractory solid tumors, lymphomas, and histiocytic disorders to phase II studies of molecularly targeted therapies on the basis of detection of predefined genetic alterations. Patients with tumors harboring mutations or fusions driving activation of the mitogen-activated protein kinase (MAPK) pathway were treated with the MEK inhibitor selumetinib. METHODS: Patients received selumetinib twice daily for 28-day cycles until disease progression or intolerable toxicity. The primary end point was objective response rate; secondary end points included progression-free survival and tolerability of selumetinib. RESULTS: Twenty patients (median age: 14 years) were treated. All were evaluable for response and toxicities. The most frequent diagnoses were high-grade glioma (HGG; n = 7) and rhabdomyosarcoma (n = 7). Twenty-one actionable mutations were detected: hotspot mutations in KRAS (n = 8), NRAS (n = 3), and HRAS (n = 1), inactivating mutations in NF1 (n = 7), and BRAF V600E (n = 2). No objective responses were observed. Three patients had a best response of stable disease including two patients with HGG (NF1 mutation, six cycles; KRAS mutation, 12 cycles). Six-month progression-free survival was 15% (95% CI, 4 to 34). Five patients (25%) experienced a grade 3 or higher adverse event that was possibly or probably attributable to study drug. CONCLUSION: A national histology-agnostic molecular screening strategy was effective at identifying children and young adults eligible for treatment with selumetinib in the first Pediatric MATCH treatment arm to be completed. MEK inhibitors have demonstrated promising responses in some pediatric tumors (eg, low-grade glioma and plexiform neurofibroma). However, selumetinib in this cohort with treatment-refractory tumors harboring MAPK alterations demonstrated limited efficacy, indicating that pathway mutation status alone is insufficient to predict response to selumetinib monotherapy for pediatric cancers.


Subject(s)
Benzimidazoles , Glioma , Adolescent , Benzimidazoles/adverse effects , Child , Child, Preschool , Glioma/drug therapy , Glioma/genetics , Humans , Infant , Mitogen-Activated Protein Kinase Kinases , Mitogen-Activated Protein Kinases , Proto-Oncogene Proteins p21(ras)/genetics , Young Adult
12.
Radiology ; 304(2): 406-416, 2022 08.
Article in English | MEDLINE | ID: mdl-35438562

ABSTRACT

Background Radiogenomics of pediatric medulloblastoma (MB) offers an opportunity for MB risk stratification, which may aid therapeutic decision making, family counseling, and selection of patient groups suitable for targeted genetic analysis. Purpose To develop machine learning strategies that identify the four clinically significant MB molecular subgroups. Materials and Methods In this retrospective study, consecutive pediatric patients with newly diagnosed MB at MRI at 12 international pediatric sites between July 1997 and May 2020 were identified. There were 1800 features extracted from T2- and contrast-enhanced T1-weighted preoperative MRI scans. A two-stage sequential classifier was designed-one that first identifies non-wingless (WNT) and non-sonic hedgehog (SHH) MB and then differentiates therapeutically relevant WNT from SHH. Further, a classifier that distinguishes high-risk group 3 from group 4 MB was developed. An independent, binary subgroup analysis was conducted to uncover radiomics features unique to infantile versus childhood SHH subgroups. The best-performing models from six candidate classifiers were selected, and performance was measured on holdout test sets. CIs were obtained by bootstrapping the test sets for 2000 random samples. Model accuracy score was compared with the no-information rate using the Wald test. Results The study cohort comprised 263 patients (mean age ± SD at diagnosis, 87 months ± 60; 166 boys). A two-stage classifier outperformed a single-stage multiclass classifier. The combined, sequential classifier achieved a microaveraged F1 score of 88% and a binary F1 score of 95% specifically for WNT. A group 3 versus group 4 classifier achieved an area under the receiver operating characteristic curve of 98%. Of the Image Biomarker Standardization Initiative features, texture and first-order intensity features were most contributory across the molecular subgroups. Conclusion An MRI-based machine learning decision path allowed identification of the four clinically relevant molecular pediatric medulloblastoma subgroups. © RSNA, 2022 Online supplemental material is available for this article. See also the editorial by Chaudhary and Bapuraj in this issue.


Subject(s)
Cerebellar Neoplasms , Medulloblastoma , Adolescent , Cerebellar Neoplasms/diagnostic imaging , Cerebellar Neoplasms/genetics , Child , Child, Preschool , Female , Hedgehog Proteins/genetics , Humans , Magnetic Resonance Imaging/methods , Male , Medulloblastoma/diagnostic imaging , Medulloblastoma/genetics , Retrospective Studies
13.
Neuroradiology ; 64(9): 1879-1885, 2022 Sep.
Article in English | MEDLINE | ID: mdl-35437634

ABSTRACT

PURPOSE: This study investigates the feasibility of ultrafast fluid sensitive techniques for evaluation of pediatric spinal cord syrinx. Rapid imaging could obviate the need for sedation, which is often required for children undergoing lengthier standard spine imaging. METHODS: Children undergoing standard spine imaging for Chiari malformation, suspected Chiari malformation, or syrinx were included. Patients who provided informed consent were imaged with rapid acquisition sagittal and axial T2 HASTE spine sequences in addition to standard spine imaging. Standard and rapid spine imaging were then reviewed separately by a pediatric neuroradiologist. The presence or absence of syrinx, syrinx diameter, and length were assessed. The degree of cerebellar tonsillar ectopia, conus position, and evaluation of the filum were also recorded. RESULTS: Seventy-six patients aged 1 month to 18 years (mean 7 years) met the inclusion criteria. The sensitivity and specificity of rapid spine imaging for syrinx was 87.8% and 94.7% respectively. All syrinxes > 2.3 mm in diameter were identified with the rapid spine sequences. There was no statistically significant difference between rapid and standard spine imaging in assessment of syrinx diameter or length. Compared with standard spine imaging, rapid spine sequences demonstrated a 100% sensitivity for low-lying conus and a 98.2% sensitivity for cerebellar tonsillar ectopia. The filum was identified on only 31.6% of the rapid spine studies. CONCLUSION: Rapid T2 imaging demonstrated a high sensitivity for the presence and extent of spinal cord syrinx and may provide an alternative to traditional, lengthier standard spine imaging in selected patients.


Subject(s)
Arnold-Chiari Malformation , Syringomyelia , Arnold-Chiari Malformation/pathology , Child , Feasibility Studies , Humans , Magnetic Resonance Imaging , Magnetic Resonance Spectroscopy , Retrospective Studies , Spinal Cord/diagnostic imaging , Spinal Cord/pathology , Syringomyelia/diagnostic imaging
14.
J Clin Oncol ; 40(19): 2106-2118, 2022 07 01.
Article in English | MEDLINE | ID: mdl-35271306

ABSTRACT

PURPOSE: To improve the outcomes of patients with T-cell acute lymphoblastic leukemia (T-ALL) and lymphoblastic lymphoma (T-LL), the proteasome inhibitor bortezomib was examined in the Children's Oncology Group phase III clinical trial AALL1231, which also attempted to reduce the use of prophylactic cranial radiation (CRT) in newly diagnosed T-ALL. PATIENTS AND METHODS: Children and young adults with T-ALL/T-LL were randomly assigned to a modified augmented Berlin-Frankfurt-Münster chemotherapy regimen with/without bortezomib during induction and delayed intensification. Multiple modifications were made to the augmented Berlin-Frankfurt-Münster backbone used in the predecessor trial, AALL0434, including using dexamethasone instead of prednisone and adding two extra doses of pegaspargase in an attempt to eliminate CRT in most patients. RESULTS: AALL1231 accrued 824 eligible and evaluable patients from 2014 to 2017. The 4-year event-free survival (EFS) and overall survival (OS) for arm A (no bortezomib) versus arm B (bortezomib) were 80.1% ± 2.3% versus 83.8% ± 2.1% (EFS, P = .131) and 85.7% ± 2.0% versus 88.3% ± 1.8% (OS, P = .085). Patients with T-LL had improved EFS and OS with bortezomib: 4-year EFS (76.5% ± 5.1% v 86.4% ± 4.0%; P = .041); and 4-year OS (78.3% ± 4.9% v 89.5% ± 3.6%; P = .009). No excess toxicity was seen with bortezomib. In AALL0434, 90.8% of patients with T-ALL received CRT. In AALL1231, 9.5% of patients were scheduled to receive CRT. Evaluation of comparable AALL0434 patients who received CRT and AALL1231 patients who did not receive CRT demonstrated no statistical differences in EFS (P = .412) and OS (P = .600). CONCLUSION: Patients with T-LL had significantly improved EFS and OS with bortezomib on the AALL1231 backbone. Systemic therapy intensification allowed elimination of CRT in more than 90% of patients with T-ALL without excess relapse.


Subject(s)
Lymphoma , Precursor Cell Lymphoblastic Leukemia-Lymphoma , Precursor T-Cell Lymphoblastic Leukemia-Lymphoma , Antineoplastic Combined Chemotherapy Protocols/adverse effects , Bortezomib/adverse effects , Child , Disease-Free Survival , Humans , Infant , Lymphoma/drug therapy , Precursor Cell Lymphoblastic Leukemia-Lymphoma/drug therapy , Precursor T-Cell Lymphoblastic Leukemia-Lymphoma/drug therapy , T-Lymphocytes , Young Adult
15.
Neuro Oncol ; 24(6): 986-994, 2022 06 01.
Article in English | MEDLINE | ID: mdl-34850171

ABSTRACT

BACKGROUND: The risk profile for posterior fossa ependymoma (EP) depends on surgical and molecular status [Group A (PFA) versus Group B (PFB)]. While subtotal tumor resection is known to confer worse prognosis, MRI-based EP risk-profiling is unexplored. We aimed to apply machine learning strategies to link MRI-based biomarkers of high-risk EP and also to distinguish PFA from PFB. METHODS: We extracted 1800 quantitative features from presurgical T2-weighted (T2-MRI) and gadolinium-enhanced T1-weighted (T1-MRI) imaging of 157 EP patients. We implemented nested cross-validation to identify features for risk score calculations and apply a Cox model for survival analysis. We conducted additional feature selection for PFA versus PFB and examined performance across three candidate classifiers. RESULTS: For all EP patients with GTR, we identified four T2-MRI-based features and stratified patients into high- and low-risk groups, with 5-year overall survival rates of 62% and 100%, respectively (P < .0001). Among presumed PFA patients with GTR, four T1-MRI and five T2-MRI features predicted divergence of high- and low-risk groups, with 5-year overall survival rates of 62.7% and 96.7%, respectively (P = .002). T1-MRI-based features showed the best performance distinguishing PFA from PFB with an AUC of 0.86. CONCLUSIONS: We present machine learning strategies to identify MRI phenotypes that distinguish PFA from PFB, as well as high- and low-risk PFA. We also describe quantitative image predictors of aggressive EP tumors that might assist risk-profiling after surgery. Future studies could examine translating radiomics as an adjunct to EP risk assessment when considering therapy strategies or trial candidacy.


Subject(s)
Ependymoma , Ependymoma/diagnostic imaging , Ependymoma/genetics , Ependymoma/pathology , Humans , Machine Learning , Magnetic Resonance Imaging , Prognosis , Retrospective Studies
16.
Neurosurgery ; 89(5): 892-900, 2021 10 13.
Article in English | MEDLINE | ID: mdl-34392363

ABSTRACT

BACKGROUND: Clinicians and machine classifiers reliably diagnose pilocytic astrocytoma (PA) on magnetic resonance imaging (MRI) but less accurately distinguish medulloblastoma (MB) from ependymoma (EP). One strategy is to first rule out the most identifiable diagnosis. OBJECTIVE: To hypothesize a sequential machine-learning classifier could improve diagnostic performance by mimicking a clinician's strategy of excluding PA before distinguishing MB from EP. METHODS: We extracted 1800 total Image Biomarker Standardization Initiative (IBSI)-based features from T2- and gadolinium-enhanced T1-weighted images in a multinational cohort of 274 MB, 156 PA, and 97 EP. We designed a 2-step sequential classifier - first ruling out PA, and next distinguishing MB from EP. For each step, we selected the best performing model from 6-candidate classifier using a reduced feature set, and measured performance on a holdout test set with the microaveraged F1 score. RESULTS: Optimal diagnostic performance was achieved using 2 decision steps, each with its own distinct imaging features and classifier method. A 3-way logistic regression classifier first distinguished PA from non-PA, with T2 uniformity and T1 contrast as the most relevant IBSI features (F1 score 0.8809). A 2-way neural net classifier next distinguished MB from EP, with T2 sphericity and T1 flatness as most relevant (F1 score 0.9189). The combined, sequential classifier was with F1 score 0.9179. CONCLUSION: An MRI-based sequential machine-learning classifiers offer high-performance prediction of pediatric posterior fossa tumors across a large, multinational cohort. Optimization of this model with demographic, clinical, imaging, and molecular predictors could provide significant advantages for family counseling and surgical planning.


Subject(s)
Cerebellar Neoplasms , Ependymoma , Infratentorial Neoplasms , Medulloblastoma , Child , Humans , Infratentorial Neoplasms/diagnostic imaging , Magnetic Resonance Imaging , Medulloblastoma/diagnostic imaging , Retrospective Studies
17.
Horm Res Paediatr ; 94(5-6): 201-210, 2021.
Article in English | MEDLINE | ID: mdl-34425574

ABSTRACT

INTRODUCTION: Short stature is a common concern that necessitates pediatric endocrinology evaluation. Growth hormone deficiency (GHD) is a commonly considered etiology. Brain and pituitary magnetic resonance imaging (MRI) with gadolinium-based contrast agents (GBCAs) is the most widely used imaging in assessing patients with GHD. Given the significant strides made in MRI technology, the need for contrast material should be reassessed. METHOD: We performed a retrospective review of healthy patients with short stature and/or GHD who underwent brain and pituitary MRI with and without contrast to assess the added value of contrast administration. RESULTS: 227/318 identified patients underwent growth hormone (GH) stimulation testing; 28 (12.3%) with normal GH response and 62 (27.3%) with severe GHD. We found a low incidence of sellar and suprasellar pathologies. When comparing noncontrast and contrast MRI, we found perfect agreement in detecting abnormal posterior pituitary bright spots (kappa:1.0) and substantial agreement in detecting pars intermedia cysts and posterior superior sellar cysts (kappa: 0.74 and 0.71, respectively). Initially, only moderate agreement was found in detecting infundibular abnormalities (kappa: 0.51), although a revised noncontrast MRI protocol with high-resolution 3D images enabled visualization of the infundibulum. CONCLUSION: The MRI evaluation of healthy patients with short stature and/or isolated GHD may be completed without the use of GBCAs. The slight overestimation of pituitary stalk interruption by noncontrast images can be overcome by adding newer high-resolution sequences.


Subject(s)
Abnormalities, Multiple , Contrast Media/adverse effects , Dwarfism, Pituitary , Gadolinium/administration & dosage , Human Growth Hormone/deficiency , Hypothyroidism , Magnetic Resonance Imaging , Pituitary Gland/physiopathology , Sella Turcica/abnormalities , Child , Endocrinology , Female , Humans , Male , Retrospective Studies
18.
JAMA Oncol ; 7(9): 1313-1321, 2021 Sep 01.
Article in English | MEDLINE | ID: mdl-34292305

ABSTRACT

IMPORTANCE: Brain tumors are the leading cause of disease-related death in children. Medulloblastoma is the most common malignant embryonal brain tumor, and strategies to increase survival are needed. OBJECTIVE: To evaluate therapy intensification with carboplatin as a radiosensitizer and isotretinoin as a proapoptotic agent in children with high-risk medulloblastoma in a randomized clinical trial and, with a correlative biology study, facilitate planned subgroup analysis according to World Health Organization consensus molecular subgroups of medulloblastoma. DESIGN, SETTING, AND PARTICIPANTS: A randomized clinical phase 3 trial was conducted from March 2007 to September 2018. Analysis was completed in September 2020. Patients aged 3 to 21 years with newly diagnosed high-risk medulloblastoma from Children's Oncology Group institutions within the US, Canada, Australia, and New Zealand were included. High-risk features included metastasis, residual disease, or diffuse anaplasia. INTERVENTIONS: Patients were randomized to receive 36-Gy craniospinal radiation therapy and weekly vincristine with or without daily carboplatin followed by 6 cycles of maintenance chemotherapy with cisplatin, cyclophosphamide, and vincristine with or without 12 cycles of isotretinoin during and following maintenance. MAIN OUTCOMES AND MEASURES: The primary clinical trial end point was event-free survival, using the log-rank test to compare arms. The primary biology study end point was molecular subgroup classification by DNA methylation array. RESULTS: Of 294 patients with medulloblastoma, 261 were evaluable after central radiologic and pathologic review; median age, 8.6 years (range, 3.3-21.2); 183 (70%) male; 189 (72%) with metastatic disease; 58 (22%) with diffuse anaplasia; and 14 (5%) with greater than 1.5-cm2 residual disease. For all participants, the 5-year event-free survival was 62.9% (95% CI, 55.6%-70.2%) and overall survival was 73.4% (95% CI, 66.7%-80.1%). Isotretinoin randomization was closed early owing to futility. Five-year event-free survival was 66.4% (95% CI, 56.4%-76.4%) with carboplatin vs 59.2% (95% CI, 48.8%-69.6%) without carboplatin (P = .11), with the effect exclusively observed in group 3 subgroup patients: 73.2% (95% CI, 56.9%-89.5%) with carboplatin vs 53.7% (95% CI, 35.3%-72.1%) without (P = .047). Five-year overall survival differed by molecular subgroup (P = .006): WNT pathway activated, 100% (95% CI, 100%-100%); SHH pathway activated, 53.6% (95% CI, 33.0%-74.2%); group 3, 73.7% (95% CI, 61.9%-85.5%); and group 4, 76.9% (95% CI, 67.3%-86.5%). CONCLUSIONS AND RELEVANCE: In this randomized clinical trial, therapy intensification with carboplatin improved event-free survival by 19% at 5 years for children with high-risk group 3 medulloblastoma. These findings further support the value of an integrated clinical and molecular risk stratification for medulloblastoma. TRIAL REGISTRATION: ClinicalTrials.gov Identifier: NCT00392327.


Subject(s)
Cerebellar Neoplasms , Medulloblastoma , Adolescent , Adult , Antineoplastic Combined Chemotherapy Protocols/therapeutic use , Carboplatin/adverse effects , Cerebellar Neoplasms/drug therapy , Cerebellar Neoplasms/genetics , Cerebellar Neoplasms/pathology , Child , Child, Preschool , Disease-Free Survival , Humans , Isotretinoin/adverse effects , Male , Medulloblastoma/drug therapy , Medulloblastoma/pathology , Young Adult
19.
Neurooncol Adv ; 3(1): vdab042, 2021.
Article in English | MEDLINE | ID: mdl-33977272

ABSTRACT

BACKGROUND: Diffuse intrinsic pontine gliomas (DIPGs) are lethal pediatric brain tumors. Presently, MRI is the mainstay of disease diagnosis and surveillance. We identify clinically significant computational features from MRI and create a prognostic machine learning model. METHODS: We isolated tumor volumes of T1-post-contrast (T1) and T2-weighted (T2) MRIs from 177 treatment-naïve DIPG patients from an international cohort for model training and testing. The Quantitative Image Feature Pipeline and PyRadiomics was used for feature extraction. Ten-fold cross-validation of least absolute shrinkage and selection operator Cox regression selected optimal features to predict overall survival in the training dataset and tested in the independent testing dataset. We analyzed model performance using clinical variables (age at diagnosis and sex) only, radiomics only, and radiomics plus clinical variables. RESULTS: All selected features were intensity and texture-based on the wavelet-filtered images (3 T1 gray-level co-occurrence matrix (GLCM) texture features, T2 GLCM texture feature, and T2 first-order mean). This multivariable Cox model demonstrated a concordance of 0.68 (95% CI: 0.61-0.74) in the training dataset, significantly outperforming the clinical-only model (C = 0.57 [95% CI: 0.49-0.64]). Adding clinical features to radiomics slightly improved performance (C = 0.70 [95% CI: 0.64-0.77]). The combined radiomics and clinical model was validated in the independent testing dataset (C = 0.59 [95% CI: 0.51-0.67], Noether's test P = .02). CONCLUSIONS: In this international study, we demonstrate the use of radiomic signatures to create a machine learning model for DIPG prognostication. Standardized, quantitative approaches that objectively measure DIPG changes, including computational MRI evaluation, could offer new approaches to assessing tumor phenotype and serve a future role for optimizing clinical trial eligibility and tumor surveillance.

20.
Orbit ; 39(1): 38-40, 2020 Feb.
Article in English | MEDLINE | ID: mdl-30773962

ABSTRACT

Pott's puffy tumor is a significant complication of frontal sinusitis that leads to frontal bone osteomyelitis and can be associated with frontal swelling, subperiosteal abscess, and intracranial abscess. It may be associated with antecedent trauma and typically presents in adolescents. Orbital involvement is rarely reported. We describe the case of a 15-year-old male who presented after blunt facial trauma with orbital hematoma and developed Pott's puffy tumor with orbital cellulitis and subperiosteal abscess. Management required a collaborative, multidisciplinary effort that yielded a good outcome.


Subject(s)
Edema/therapy , Orbital Diseases/etiology , Orbital Diseases/therapy , Pott Puffy Tumor/diagnostic imaging , Adolescent , Anti-Infective Agents/therapeutic use , Athletic Injuries/complications , Biopsy, Needle , Combined Modality Therapy , Drainage/methods , Edema/etiology , Facial Injuries/complications , Follow-Up Studies , Humans , Immunohistochemistry , Magnetic Resonance Imaging/methods , Male , Pott Puffy Tumor/etiology , Pott Puffy Tumor/therapy , Treatment Outcome , Wounds, Nonpenetrating/complications
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