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1.
Radiographics ; 44(5): e230087, 2024 May.
Artigo em Inglês | MEDLINE | ID: mdl-38573816

RESUMO

Monogenic cerebral vasculopathy is a rare but progressively recognizable cause of pediatric cerebral vasculopathy manifesting as early as fetal life. These monogenic cerebral vasculopathies can be silent or manifest variably as fetal or neonatal distress, neurologic deficit, developmental delay, cerebral palsy, seizures, or stroke. The radiologic findings can be nonspecific, but the presence of disease-specific cerebral and extracerebral imaging features can point to a diagnosis and guide genetic testing, allowing targeted treatment. The authors review the existing literature describing the frequently encountered and rare monogenic cerebral vascular disorders affecting young patients and describe the relevant pathogenesis, with an attempt to categorize them based on the defective step in vascular homeostasis and/or signaling pathways and characteristic cerebrovascular imaging findings. The authors also highlight the role of imaging and a dedicated imaging protocol in identification of distinct cerebral and extracerebral findings crucial in the diagnostic algorithm and selection of genetic testing. Early and precise recognition of these entities allows timely intervention, preventing or delaying complications and thereby improving quality of life. It is also imperative to identify the specific pathogenic variant and pattern of inheritance for satisfactory genetic counseling and care of at-risk family members. Last, the authors present an image-based approach to these young-onset monogenic cerebral vasculopathies that is guided by the size and predominant radiologic characteristics of the affected vessel with reasonable overlap. ©RSNA, 2024 Test Your Knowledge questions for this article are available in the supplemental material.


Assuntos
Qualidade de Vida , Acidente Vascular Cerebral , Criança , Humanos , Diagnóstico por Imagem , Testes Genéticos
2.
Childs Nerv Syst ; 40(3): 965-967, 2024 Mar.
Artigo em Inglês | MEDLINE | ID: mdl-37878058

RESUMO

Gliomas in the pediatric population are targeted with immune-modulating therapies. The gold standard imaging modality for diagnosis and monitoring treatment response is magnetic resonance imaging (MRI); however, the complex post-therapy-induced changes can make treatment response assessment difficult. These include radiation necrosis, pseudoresponse, and pseudoprogression, as well as more complex responses in the setting of immunotherapy. We report a case of an 11-year-old male with a supratentorial astrocytoma (WHO grade 3) that underwent treatment with immunotherapy. There was a clinical concern for progression due to increased fluid-attenuated inversion recovery (FLAIR) hyperintensity at the site of the primary neoplasm during immunotherapy. However, the Sodium (23Na) MRI continued demonstrating decreased total sodium concentrations, supporting pseudoprogression over true progression, which was confirmed clinicaly. This case reports the capability of 23Na MRI to differentiate between progression, recurrence, and other posttreatment changes.


Assuntos
Astrocitoma , Neoplasias Encefálicas , Glioma , Masculino , Humanos , Criança , Neoplasias Encefálicas/diagnóstico por imagem , Neoplasias Encefálicas/terapia , Astrocitoma/diagnóstico por imagem , Astrocitoma/terapia , Imageamento por Ressonância Magnética/métodos , Imunoterapia
3.
Pediatr Blood Cancer ; 70 Suppl 4: e30013, 2023 06.
Artigo em Inglês | MEDLINE | ID: mdl-36546505

RESUMO

Imaging in hematopoietic stem cell transplantation patients is not targeted at evaluating the transplant per se. Rather, imaging is largely confined to evaluating peri-procedural and post-procedural complications. Alternatively, imaging may be performed to establish a baseline study for comparison should the patient develop certain post-procedural complications. This article looks to describe the various imaging modalities available with recommendations for which imaging study should be performed in specific complications. We also provide select imaging protocols for different indications and modalities for the purpose of establishing a set minimal standard for imaging in these complex patients.


Assuntos
Transplante de Células-Tronco Hematopoéticas , Ressonância de Plasmônio de Superfície , Criança , Humanos , Transplante de Células-Tronco Hematopoéticas/efeitos adversos , Transplante de Células-Tronco Hematopoéticas/métodos , Oncologia , Transplantados
4.
Pediatr Blood Cancer ; 70 Suppl 4: e30147, 2023 06.
Artigo em Inglês | MEDLINE | ID: mdl-36519599

RESUMO

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.


Assuntos
Neoplasias Encefálicas , Ressonância de Plasmônio de Superfície , Humanos , Criança , Neoplasias Encefálicas/patologia , Imageamento por Ressonância Magnética/métodos , Sistema Nervoso Central/patologia , Encéfalo/patologia
5.
Pediatr Blood Cancer ; 70 Suppl 4: e29974, 2023 06.
Artigo em Inglês | MEDLINE | ID: mdl-36184716

RESUMO

Neuroblastoma is the most common extracranial solid neoplasm in children. This manuscript provides consensus-based imaging recommendations for pediatric neuroblastoma patients at diagnosis and during follow-up.


Assuntos
Neuroblastoma , Ressonância de Plasmônio de Superfície , Criança , Humanos , Neuroblastoma/patologia , Diagnóstico por Imagem , Estadiamento de Neoplasias
6.
AJR Am J Roentgenol ; 220(3): 330-342, 2023 03.
Artigo em Inglês | MEDLINE | ID: mdl-36043606

RESUMO

Pediatric stroke encompasses different causes, clinical presentations, and associated conditions across ages. Although it is relatively uncommon, pediatric stroke presents with poor short- and long-term outcomes in many cases. Because of a wide range of overlapping presenting symptoms between pediatric stroke and other more common conditions, such as migraine and seizures, stroke diagnosis can be challenging or delayed in children. When combined with a comprehensive medical history and physical examination, neuroimaging plays a crucial role in diagnosing stroke and differentiating stroke mimics. This review highlights the current neuroimaging workup for diagnosing pediatric stroke in the emergency department, describes advantages and disadvantages of different imaging modalities, highlights disorders that predispose children to infarct or hemorrhage, and presents an overview of stroke mimics. Key differences in the initial approach to suspected stroke between children and adults are also discussed.


Assuntos
Transtornos de Enxaqueca , Radiologia , Acidente Vascular Cerebral , Adulto , Criança , Humanos , Diagnóstico Diferencial , Acidente Vascular Cerebral/etiologia , Convulsões , Transtornos de Enxaqueca/complicações , Transtornos de Enxaqueca/diagnóstico , Serviço Hospitalar de Emergência
7.
Pediatr Radiol ; 53(10): 2079-2091, 2023 09.
Artigo em Inglês | MEDLINE | ID: mdl-37195305

RESUMO

BACKGROUND: Radiomics is the process of converting radiological images into high-dimensional data that may be used to create machine learning models capable of predicting clinical outcomes, such as disease progression, treatment response and survival. Pediatric central nervous system (CNS) tumors differ from adult CNS tumors in terms of their tissue morphology, molecular subtype and textural features. We set out to appraise the current impact of this technology in clinical pediatric neuro-oncology practice. OBJECTIVES: The aims of the study were to assess radiomics' current impact and potential utility in pediatric neuro-oncology practice; to evaluate the accuracy of radiomics-based machine learning models and compare this to the current standard which is stereotactic brain biopsy; and finally, to identify the current limitations of radiomics applications in pediatric neuro-oncology. MATERIALS AND METHODS: Following the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) standards, a systematic review of the literature was carried out with protocol number CRD42022372485 in the prospective register of systematic reviews (PROSPERO). We performed a systematic literature search via PubMed, Embase, Web of Science and Google Scholar. Studies involving CNS tumors, studies that utilized radiomics and studies involving pediatric patients (age<18 years) were included. Several parameters were collected including imaging modality, sample size, image segmentation technique, machine learning model used, tumor type, radiomics utility, model accuracy, radiomics quality score and reported limitations. RESULTS: The study included a total of 17 articles that underwent full-text review, after excluding duplicates, conference abstracts and studies that did not meet the inclusion criteria. The most commonly used machine learning models were support vector machines (n=7) and random forests (n=6), with an area under the curve (AUC) range of 0.60-0.94. The included studies investigated several pediatric CNS tumors, with ependymoma and medulloblastoma being the most frequently studied. Radiomics was primarily used for lesion identification, molecular subtyping, survival prognostication and metastasis prediction in pediatric neuro-oncology. The low sample size of studies was a commonly reported limitation. CONCLUSION: The current state of radiomics in pediatric neuro-oncology is promising, in terms of distinguishing between tumor types; however, its utility in response assessment requires further evaluation which, given the relatively low number of pediatric tumors, calls for multicenter collaboration.


Assuntos
Aprendizado de Máquina , Radiologia , Adulto , Humanos , Criança , Adolescente , Área Sob a Curva , Biópsia , Progressão da Doença , Estudos Multicêntricos como Assunto
8.
Pediatr Radiol ; 53(13): 2723-2741, 2023 12.
Artigo em Inglês | MEDLINE | ID: mdl-37864711

RESUMO

The Response Assessment in Pediatric Neuro-Oncology (RAPNO) working group includes neuroradiologists, neuro-oncologists, neurosurgeons, radiation oncologists, and clinicians in various additional specialties. This review paper will summarize the imaging recommendations from RAPNO for the six RAPNO publications to date covering pediatric low-grade glioma, pediatric high-grade glioma, medulloblastoma and other leptomeningeal seeding tumors, diffuse intrinsic pontine glioma, ependymoma, and craniopharyngioma.


Assuntos
Neoplasias Encefálicas , Glioma , Humanos , Criança , Diagnóstico por Imagem , Glioma/patologia , Neoplasias Encefálicas/diagnóstico por imagem , Neoplasias Encefálicas/terapia
9.
Lancet Oncol ; 23(5): e218-e228, 2022 05.
Artigo em Inglês | MEDLINE | ID: mdl-35489353

RESUMO

Homogeneous and common objective disease assessments and standardised response criteria are important for better international clinical trials for CNS germ cell tumours. Currently, European protocols differ from those of North America (the USA and Canada) in terms of criteria to assess radiological disease response. An international working group of the European Society for Paediatric Oncology Brain Tumour Group and North American Children's Oncology Group was therefore established to review existing literature and current practices, identify major challenges regarding imaging assessment, and develop consensus recommendations for imaging response assessment for patients with CNS germ cell tumours. New clinical imaging standards were defined for the most common sites of CNS germ cell tumour and for the definition of locoregional extension. These new standards will allow the evaluation of response to therapy in patients with CNS germ cell tumours to be more consistent, and facilitate direct comparison of treatment outcomes across international studies.


Assuntos
Neoplasias Encefálicas , Neoplasias Embrionárias de Células Germinativas , Neoplasias Encefálicas/diagnóstico por imagem , Neoplasias Encefálicas/patologia , Neoplasias Encefálicas/terapia , Criança , Consenso , Diagnóstico por Imagem , Humanos , Neoplasias Embrionárias de Células Germinativas/diagnóstico por imagem , Neoplasias Embrionárias de Células Germinativas/terapia , Resultado do Tratamento
10.
Lancet Oncol ; 23(8): e393-e401, 2022 08.
Artigo em Inglês | MEDLINE | ID: mdl-35901835

RESUMO

Response criteria for paediatric intracranial ependymoma vary historically and across different international cooperative groups. The Response Assessment in the Pediatric Neuro-Oncology (RAPNO) working group, consisting of an international panel of paediatric and adult neuro-oncologists, neuro-radiologists, radiation oncologists, and neurosurgeons, was established to address both the issues and the unique challenges in assessing the response in children with CNS tumours. We established a subcommittee to develop response assessment criteria for paediatric ependymoma. Current practice and literature were reviewed to identify major challenges in assessing the response of paediatric ependymoma to clinical trial therapy. For areas in which data were scarce or unavailable, consensus was reached through an iterative process. RAPNO response assessment recommendations include assessing disease response on the basis of changes in tumour volume, and using event-free survival as a study endpoint for patients entering clinical trials without bulky disease. Our recommendations for response assessment include the use of brain and spine MRI, cerebral spinal fluid cytology, neurological examination, and steroid use. Baseline postoperative imaging to assess for residual tumour should be obtained 24-48 h after surgery. Our consensus recommendations and response definitions should be prospectively validated in clinical trials.


Assuntos
Neoplasias Encefálicas , Neoplasias do Sistema Nervoso Central , Ependimoma , Adulto , Neoplasias Encefálicas/diagnóstico por imagem , Neoplasias Encefálicas/terapia , Neoplasias do Sistema Nervoso Central/patologia , Criança , Ependimoma/diagnóstico por imagem , Ependimoma/terapia , Humanos , Imageamento por Ressonância Magnética
11.
Pediatr Radiol ; 51(2): 189-204, 2021 02.
Artigo em Inglês | MEDLINE | ID: mdl-33464360

RESUMO

Part 1 of this series of two articles describes conventional and advanced MRI techniques that are useful for evaluating brainstem pathologies. In addition, it provides a review of the embryology, normal progression of myelination, and clinically and radiologically salient imaging anatomy of the normal brainstem. Finally, it discusses congenital diseases of the brainstem with a focus on distinctive imaging features that allow for differentiating pathologies. Part 2 of this series of two articles includes discussion of neoplasms; infections; and vascular, demyelinating, toxic, metabolic and miscellaneous disease processes affecting the brainstem. The ultimate goal of this pair of articles is to empower the radiologist to add clinical value in the care of pediatric patients with brainstem pathologies.


Assuntos
Neoplasias do Tronco Encefálico , Glioma , Criança , Humanos , Imageamento por Ressonância Magnética
12.
Pediatr Radiol ; 51(6): 991-996, 2021 May.
Artigo em Inglês | MEDLINE | ID: mdl-33710408

RESUMO

Retinal hemorrhages are an integral part of the evaluation of abusive head trauma (AHT). Timely detection of retinal hemorrhage not only facilitates the diagnosis of AHT, but has the potential to prevent further abuse to the child and the siblings and to identify the abuser. The gold standard for diagnosing retinal hemorrhage is a dilated fundoscopy exam, which requires pharmacological dilation. As such, there is a small percentage of patients for whom the dilated fundoscopy exam might be delayed. Evolving literature suggests that MRI, specifically susceptibility-weighted imaging (SWI), of the orbits might provide an alternative diagnostic tool for noninvasively detecting retinal hemorrhages, particularly when there is a delay in administering the dilated fundoscopy exam. In this paper we review the utility of SWI for detecting retinal hemorrhages in abusive head trauma, including discussion of diagnostic limitations and future research.


Assuntos
Maus-Tratos Infantis , Traumatismos Craniocerebrais , Criança , Maus-Tratos Infantis/diagnóstico , Traumatismos Craniocerebrais/complicações , Traumatismos Craniocerebrais/diagnóstico por imagem , Humanos , Lactente , Imageamento por Ressonância Magnética , Neuroimagem , Hemorragia Retiniana/diagnóstico por imagem
13.
Pediatr Radiol ; 51(6): 947-965, 2021 May.
Artigo em Inglês | MEDLINE | ID: mdl-33999237

RESUMO

Traumatic brain injury is responsible for approximately half of all childhood deaths from infancy to puberty, the majority of which are attributable to abusive head trauma (AHT). Due to the broad way patients present and the lack of a clear mechanism of injury in some cases, neuroimaging plays an integral role in the diagnostic pathway of these children. However, this nonspecific nature also presages the existence of numerous conditions that mimic both the clinical and neuroimaging findings seen in AHT. This propensity for misdiagnosis is compounded by the lack of pathognomonic patterns and clear diagnostic criteria. The repercussions of this are severe and have a profound stigmatic effect. The authors present an exhaustive review of the literature complemented by illustrative cases from their institutions with the aim of providing a framework with which to approach the neuroimaging and diagnosis of AHT.


Assuntos
Maus-Tratos Infantis , Traumatismos Craniocerebrais , Criança , Maus-Tratos Infantis/diagnóstico , Traumatismos Craniocerebrais/diagnóstico por imagem , Humanos , Lactente , Neuroimagem
14.
Pediatr Radiol ; 50(12): 1757-1767, 2020 11.
Artigo em Inglês | MEDLINE | ID: mdl-32651625

RESUMO

Non-congenital viral infections of the central nervous system in children can represent a severe clinical condition that needs a prompt diagnosis and management. However, the aetiological diagnosis can be challenging because symptoms are often nonspecific and cerebrospinal fluid analysis is not always diagnostic. In this context, neuroimaging represents a helpful tool, even though radiologic patterns sometimes overlap. The purpose of this pictorial essay is to suggest a schematic representation of different radiologic patterns of non-congenital viral encephalomyelitis based on the predominant viral tropism and vulnerability of specific regions: cortical grey matter, deep grey matter, white matter, brainstem, cerebellum and spine.


Assuntos
Encefalite Viral/diagnóstico por imagem , Encefalite Viral/imunologia , Imunocompetência/imunologia , Hospedeiro Imunocomprometido/imunologia , Imageamento por Ressonância Magnética/métodos , Adolescente , Encéfalo/diagnóstico por imagem , Encéfalo/imunologia , Encéfalo/virologia , Criança , Pré-Escolar , Feminino , Humanos , Lactente , Recém-Nascido , Masculino
15.
Brain ; 141(6): 1650-1664, 2018 06 01.
Artigo em Inglês | MEDLINE | ID: mdl-29648581

RESUMO

Patients with multiple sclerosis present with focal lesions throughout the spinal cord. There is a clinical need for non-invasive measurements of spinal cord activity and functional organization in multiple sclerosis, given the cord's critical role in the disease. Recent reports of spontaneous blood oxygenation level-dependent fluctuations in the spinal cord using functional MRI suggest that, like the brain, cord activity at rest is organized into distinct, synchronized functional networks among grey matter regions, likely related to motor and sensory systems. Previous studies looking at stimulus-evoked activity in the spinal cord of patients with multiple sclerosis have demonstrated increased levels of activation as well as a more bilateral distribution of activity compared to controls. Functional connectivity studies of brain networks in multiple sclerosis have revealed widespread alterations, which may take on a dynamic trajectory over the course of the disease, with compensatory increases in connectivity followed by decreases associated with structural damage. We build upon this literature by examining functional connectivity in the spinal cord of patients with multiple sclerosis. Using ultra-high field 7 T imaging along with processing strategies for robust spinal cord functional MRI and lesion identification, the present study assessed functional connectivity within cervical cord grey matter of patients with relapsing-remitting multiple sclerosis (n = 22) compared to a large sample of healthy controls (n = 56). Patient anatomical images were rated for lesions by three independent raters, with consensus ratings revealing 19 of 22 patients presented with lesions somewhere in the imaged volume. Linear mixed models were used to assess effects of lesion location on functional connectivity. Analysis in control subjects demonstrated a robust pattern of connectivity among ventral grey matter regions as well as a distinct network among dorsal regions. A gender effect was also observed in controls whereby females demonstrated higher ventral network connectivity. Wilcoxon rank-sum tests detected no differences in average connectivity or power of low frequency fluctuations in patients compared to controls. The presence of lesions was, however, associated with local alterations in connectivity with differential effects depending on columnar location. The patient results suggest that spinal cord functional networks are generally intact in relapsing-remitting multiple sclerosis but that lesions are associated with focal abnormalities in intrinsic connectivity. These findings are discussed in light of the current literature on spinal cord functional MRI and the potential neurological underpinnings.


Assuntos
Esclerose Múltipla/patologia , Rede Nervosa/diagnóstico por imagem , Rede Nervosa/fisiopatologia , Medula Espinal/diagnóstico por imagem , Medula Espinal/fisiopatologia , Adulto , Correlação de Dados , Avaliação da Deficiência , Feminino , Lateralidade Funcional , Substância Cinzenta/diagnóstico por imagem , Humanos , Processamento de Imagem Assistida por Computador , Imageamento por Ressonância Magnética , Masculino , Pessoa de Meia-Idade , Esclerose Múltipla/diagnóstico por imagem , Oxigênio/sangue , Adulto Jovem
16.
J Pediatr Orthop ; 39(9): e674-e679, 2019 Oct.
Artigo em Inglês | MEDLINE | ID: mdl-31503223

RESUMO

BACKGROUND: Our goal is to correlate the findings on flexion and extension radiographs with dynamic magnetic resonance imaging (MRI), and the clinical history, in a nonrandomly selected cohort of patients with 22q11.2 deletion syndrome (22q). METHODS: All patients with the 22q who had a dynamic MRI from January 2004 to March 2015 were included. We analyzed multiple radiographic measurements on both the dynamic plain films and the MRIs, and correlated these findings with a review of each patient's medical record. RESULTS: Multiple congenital anomalies were identified as noted in previous studies, and 61% of the patients had a failure of fusion of the anterior (n=2, 9%), posterior (n=2, 9%), or anterior and posterior arches (n=10, 43%). Quantitative measurements were impossible to report with certainty because of the upper cervical anomalies, and no cases of instability were identified using a qualitative assessment. We identified spinal cord encroachment (30%) and impingement (18%); however, none of the patients had any signal change in their spinal cord. None of these findings could be definitively correlated with any clinical symptoms. A single patient was diagnosed with a Chiari I malformation, while another had cerebellar ectopia. CONCLUSIONS: Although the upper cervical anomalies are extremely common in 22q, we did not identify cases of instability on dynamic plain radiographs and MRI. Although our findings do not support routine screening with flexion and extension MRI, this study may be required in patients with neurological symptoms and/or findings or abnormalities on dynamic plain radiographs. LEVEL OF EVIDENCE: Level III.


Assuntos
Vértebras Cervicais/diagnóstico por imagem , Síndrome de DiGeorge/diagnóstico por imagem , Imageamento por Ressonância Magnética/métodos , Anormalidades Múltiplas , Adolescente , Adulto , Aracnodactilia , Criança , Pré-Escolar , Craniossinostoses , Humanos , Síndrome de Marfan , Radiografia , Amplitude de Movimento Articular , Estudos Retrospectivos , Medula Espinal , Adulto Jovem
17.
Pediatr Radiol ; 47(12): 1631-1637, 2017 Nov.
Artigo em Inglês | MEDLINE | ID: mdl-28721475

RESUMO

BACKGROUND: Epithelioid hemangioma is a rare vascular tumor that can occur in soft tissues or bone. The tumor is part of a spectrum of vascular tumors that also includes epithelioid hemangioendothelioma and angiosarcoma. When involving the bone, the tumor usually involves the metaphysis or diaphysis of the long tubular bones and most commonly occurs in adults. It has been rarely reported in pediatric patients, and in these reported patients, the tumor primarily involves the epiphysis. OBJECTIVE: To review three cases of epithelioid hemangioma of bone occurring in pediatric patients involving the epiphysis and to explore the imaging features of this tumor. MATERIALS AND METHODS: Retrospectively review three cases of epithelioid hemangioma occurring in skeletally immature patients. RESULTS: These tumors primarily involved the epiphyses or epiphyseal equivalent bones. One lesion was centered in the metaphysis but extended to the epiphysis. These are three cases presenting in an unusual location and at an unusual age. CONCLUSION: Epithelioid hemangioma, though rare, can occur in pediatric patients and appears to involve the epiphyses in these patients. This is in contrast to the usual age and location reported. Epithelioid hemangioma may be considered for an epiphyseal lesion in a skeletally immature patient.


Assuntos
Neoplasias Ósseas/diagnóstico por imagem , Hemangioendotelioma Epitelioide/diagnóstico por imagem , Imageamento por Ressonância Magnética/métodos , Neoplasias Vasculares/diagnóstico por imagem , Adolescente , Neoplasias Ósseas/patologia , Calcâneo/diagnóstico por imagem , Calcâneo/patologia , Feminino , Neoplasias Femorais/diagnóstico por imagem , Neoplasias Femorais/patologia , Fíbula/diagnóstico por imagem , Fíbula/patologia , Hemangioendotelioma Epitelioide/patologia , Humanos , Úmero/diagnóstico por imagem , Úmero/patologia , Masculino , Estudos Retrospectivos , Neoplasias Vasculares/patologia
19.
AJNR Am J Neuroradiol ; 45(5): 549-553, 2024 05 09.
Artigo em Inglês | MEDLINE | ID: mdl-38176730

RESUMO

This paper will review how artificial intelligence (AI) will play an increasingly important role in pediatric neuroradiology in the future. A safe, transparent, and human-centric AI is needed to tackle the quadruple aim of improved health outcomes, enhanced patient and family experience, reduced costs, and improved well-being of the healthcare team in pediatric neuroradiology. Equity, diversity and inclusion, data safety, and access to care will need to always be considered. In the next decade, AI algorithms are expected to play an increasingly important role in access to care, workflow management, abnormality detection, classification, response prediction, prognostication, report generation, as well as in the patient and family experience in pediatric neuroradiology. Also, AI algorithms will likely play a role in recognizing and flagging rare diseases and in pattern recognition to identify previously unknown disorders. While AI algorithms will play an important role, humans will not only need to be in the loop, but in the center of pediatric neuroimaging. AI development and deployment will need to be closely watched and monitored by experts in the field. Patient and data safety need to be at the forefront, and the risks of a dependency on technology will need to be contained. The applications and implications of AI in pediatric neuroradiology will differ from adult neuroradiology.


Assuntos
Inteligência Artificial , Previsões , Pediatria , Humanos , Criança , Pediatria/métodos , Neuroimagem/métodos , Neurorradiografia
20.
Artigo em Inglês | MEDLINE | ID: mdl-38914433

RESUMO

BACKGROUND AND PURPOSE: Hemangioblastoma is a rare vascular tumor that occurs within the central nervous system in children. Differentiating hemangioblastoma from other posterior fossa tumors can be challenging on imaging, and preoperative diagnosis can change the neurosurgical approach. We hypothesize that a 'lightbulb sign' on the ASL sequence (diffuse homogenous intense hyperperfusion within the solid component of the tumor) will provide additional imaging finding to differentiate hemangioblastoma from other posterior fossa tumors. MATERIALS AND METHODS: In this retrospective comparative observational study, we only included pathology-proven cases of hemangioblastoma, while the control group consisted of other randomly selected pathology-proven posterior fossa tumors from January 2022 to January 2024. Two blinded neuroradiologists analyzed all applicable MRI sequences, including ASL sequence if available. ASL was analyzed for the 'lightbulb sign'. Disagreements between the radiologists were resolved by a third pediatric neuroradiologist. Chi-square and Fisher's exact test were used to analyze the data. RESULTS: 95 patients were enrolled in the study; 57 (60%) were male. The median age at diagnosis was 8 years old (IQR: 3-14). Out of the enrolled patients, 8 had hemangioblastoma, and 87 had other posterior fossa tumors, including medulloblastoma (n=31), pilocytic astrocytoma (n=23), posterior fossa ependymoma type A (n=16), and other tumors (n=17). The comparison of hemangioblastoma vs non-hemangioblastoma showed that peripheral edema (p=0.02) and T2 flow void (p=0.02) favors hemangioblastoma, whereas reduced diffusion (low ADC) (p=0.002) and ventricular system extension (p=0.001) favors nonhemangioblastoma tumors.Forty-two cases also had ASL perfusion sequences. While high perfusion favors hemangioblastoma (p=0.03), the lightbulb sign shows a complete distinction since all the ASL series of hemangioblastoma cases (n=4) showed the lightbulb sign, whereas none of the nonhemangioblastoma cases (n=38) showed the sign (p<0.001). CONCLUSIONS: Lightbulb-like intense and homogenous hyperperfusion patterns on ASL are helpful in diagnosing posterior fossa hemangioblastoma in children.ABBREVIATIONS ASL = Arterial spin labelling; pASL = Pulsed arterial spin labelling; pCASL = Pseudocontinuous arterial spin labelling; DCE = Dynamic contrast-enhanced; DSC = Dynamic susceptibility contrast; VHL = Von Hippel Lindau.

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