RESUMEN
Children with relapsed/refractory (R/R) neuroblastoma (NB) and medulloblastoma (MB) have poor outcomes. We evaluated the efficacy of nifurtimox (Nfx) in a clinical trial for children with R/R NB and MB. Subjects were divided into three strata: first relapse NB, multiply R/R NB, and R/R MB. All patients received Nfx (30 mg/kg/day divided TID daily), Topotecan (0.75 mg/m2 /dose, days 1-5) and Cyclophosphamide (250 mg/m2 /dose, days 1-5) every 3 weeks. Response was assessed after every two courses using International Neuroblastoma Response Criteria and Response Evaluation Criteria in Solid Tumors (RECIST) criteria. One hundred and twelve eligible patients were enrolled with 110 evaluable for safety and 76 evaluable for response. In stratum 1, there was a 53.9% response rate (CR + PR), and a 69.3% total benefit rate (CR + PR + SD), with an average time on therapy of 165.2 days. In stratum 2, there was a 16.3% response rate, and a 72.1% total benefit rate, and an average time on study of 158.4 days. In stratum 3, there was a 20% response rate and a 65% total benefit rate, an average time on therapy of 105.0 days. The most common side effects included bone marrow suppression and reversible neurologic complications. The combination of Nfx, topotecan and cyclophosphamide was tolerated, and the objective response rate plus SD of 69.8% in these heavily pretreated populations suggests that this combination is an effective option for patients with R/R NB and MB. Although few objective responses were observed, the high percentage of stabilization of disease and prolonged response rate in patients with multiply relapsed disease shows this combination therapy warrants further testing.
Asunto(s)
Neoplasias Cerebelosas , Meduloblastoma , Neuroblastoma , Niño , Humanos , Topotecan/efectos adversos , Nifurtimox/uso terapéutico , Meduloblastoma/tratamiento farmacológico , Recurrencia Local de Neoplasia/patología , Neuroblastoma/tratamiento farmacológico , Neuroblastoma/etiología , Ciclofosfamida , Protocolos de Quimioterapia Combinada Antineoplásica/efectos adversosRESUMEN
Gliomas harboring oncogenic ROS1 alterations are uncommon and primarily described in infants. Our goal was to characterize the clinicopathological features and molecular signatures of the full spectrum of ROS1 fusion-positive gliomas across all age groups. Through a retrospective multi-institutional collaboration, we report a collection of unpublished ROS1 fusion gliomas along with the characterization and meta-analysis of new and published cases. A cohort of 32 new and 58 published cases was divided into the following 3 age groups: 19 infants, 40 pediatric patients, and 31 adults with gliomas. Tumors in infants and adults showed uniformly high-grade morphology; however, tumors in pediatric patients exhibited diverse histologic features. The GOPC::ROS1 fusion was prevalent (61/79, 77%) across all age groups, and 10 other partner genes were identified. Adult tumors showed recurrent genomic alterations characteristic of IDH wild-type glioblastoma, including the +7/-10/CDKN2A deletion; amplification of CDK4, MDM2, and PDGFRA genes; and mutations involving TERTp, TP53, PIK3R1, PIK3CA, PTEN, and NF1 genes. Infant tumors showed few genomic alterations, whereas pediatric tumors showed moderate genomic complexity. The outcomes were significantly poorer in adult patients. Although not statistically significant, tumors in infant and pediatric patients with high-grade histology and in hemispheric locations appeared more aggressive than tumors with lower grade histology or those in nonhemispheric locations. In conclusion, this study is the largest to date to characterize the clinicopathological and molecular signatures of ROS1 fusion-positive gliomas from infant, pediatric, and adult patients. We conclude that ROS1 likely acts as a driver in infant and pediatric gliomas and as a driver or codriver in adult gliomas. Integrated comprehensive clinical testing might be helpful in identifying such patients for possible targeted therapy.
Asunto(s)
Neoplasias Encefálicas , Glioblastoma , Glioma , Humanos , Niño , Adulto , Lactante , Adulto Joven , Proteínas Tirosina Quinasas/genética , Estudios Retrospectivos , Proteínas Proto-Oncogénicas/genética , Glioma/genética , Glioma/patología , Glioblastoma/genética , Mutación , Neoplasias Encefálicas/genética , Neoplasias Encefálicas/patologíaRESUMEN
Adrenocortical insufficiency (AI) is a clinical condition defined by deficient production of glucocorticoids that can result in life-threatening complications. We examined the prevalence of AI in children with brain tumors and those undergoing hematopoietic cell transplantation. Adrenocorticotropic hormone stimulation (stim) testing was used for the assessment of adrenocortical function. On the basis of 155 stim tests in 117 patients, AI was diagnosed in 27.4% of patients with brain tumors and in 21% of hematopoietic cell transplantation recipients. A number of risk factors associated with AI were identified. Adrenocorticotropic hormone stim testing led to a definitive diagnosis of AI or recovery of adrenal function and unambiguous medical management.
Asunto(s)
Insuficiencia Suprarrenal , Neoplasias Encefálicas , Trasplante de Células Madre Hematopoyéticas , Insuficiencia Suprarrenal/diagnóstico , Insuficiencia Suprarrenal/etiología , Hormona Adrenocorticotrópica , Neoplasias Encefálicas/complicaciones , Neoplasias Encefálicas/terapia , Niño , Glucocorticoides , Trasplante de Células Madre Hematopoyéticas/efectos adversos , Humanos , HidrocortisonaRESUMEN
Medulloblastoma in a Patient with Curry-Jones Syndrome with a mosaic variant, c.1234C > T (p.Leu412Phe), in SMO.
Asunto(s)
Anomalías Craneofaciales/diagnóstico , Predisposición Genética a la Enfermedad , Intestinos/anomalías , Meduloblastoma/diagnóstico , Anomalías Cutáneas/diagnóstico , Receptor Smoothened/genética , Sindactilia/diagnóstico , Anomalías Craneofaciales/genética , Anomalías Craneofaciales/patología , Humanos , Lactante , Recién Nacido , Intestinos/patología , Masculino , Meduloblastoma/genética , Meduloblastoma/patología , Mutación , Anomalías Cutáneas/genética , Anomalías Cutáneas/patología , Sindactilia/genética , Sindactilia/patologíaRESUMEN
Medulloblastoma (MDB) represents a major form of malignant brain tumors in the pediatric population. A vast spectrum of research on MDB has advanced our understanding of the underlying mechanism, however, a significant need still exists to develop novel therapeutics on the basis of gaining new knowledge about the characteristics of cell signaling networks involved. The Ras signaling pathway, one of the most important proto-oncogenic pathways involved in human cancers, has been shown to be involved in the development of neurological malignancies. We have studied an important effector down-stream of Ras, namely RalA (Ras-Like), for the first time and revealed overactivation of RalA in MDB. Affinity precipitation analysis of active RalA (RalA-GTP) in eight MDB cell lines (DAOY, RES256, RES262, UW228-1, UW426, UW473, D283 and D425) revealed that the majority contained elevated levels of active RalA (RalA-GTP) as compared with fetal cerebellar tissue as a normal control. Additionally, total RalA levels were shown to be elevated in 20 MDB patient samples as compared to normal brain tissue. The overall expression of RalA, however, was comparable in cancerous and normal samples. Other important effectors of RalA pathway including RalA binding protein-1 (RalBP1) and protein phosphatase A (PP2A) down-stream of Ral and Aurora kinase A (AKA) as an upstream RalA activator were also investigated in MDB. Considering the lack of specific inhibitors for RalA, we used gene specific silencing in order to inhibit RalA expression. Using a lentivirus expressing anti-RalA shRNA we successfully inhibited RalA expression in MDB and observed a significant reduction in proliferation and invasiveness. Similar results were observed using inhibitors of AKA and geranyl-geranyl transferase (non-specific inhibitors of RalA signaling) in terms of loss of in vivo tumorigenicity in heterotopic nude mouse model. Finally, once tested in cells expressing CD133 (a marker for MDB cancer stem cells), higher levels of RalA activation was observed. These data not only bring RalA to light as an important contributor to the malignant phenotype of MDB but introduces this pathway as a novel target in the treatment of this malignancy.
Asunto(s)
Neoplasias Encefálicas/metabolismo , Cerebelo/metabolismo , Meduloblastoma/metabolismo , Proteínas de Unión al GTP ral/metabolismo , Animales , Aurora Quinasa A/genética , Aurora Quinasa A/metabolismo , Neoplasias Encefálicas/patología , Línea Celular Tumoral , Proliferación Celular , Cerebelo/patología , Relación Dosis-Respuesta a Droga , Inhibidores Enzimáticos/farmacología , Femenino , Feto , Regulación Neoplásica de la Expresión Génica/fisiología , Silenciador del Gen , Humanos , Masculino , Meduloblastoma/patología , Ratones , Ratones Desnudos , Fosfoproteínas Fosfatasas/genética , Fosfoproteínas Fosfatasas/metabolismo , ARN Interferente Pequeño/genética , ARN Interferente Pequeño/metabolismo , Transducción de Señal/fisiología , Transducción GenéticaRESUMEN
BACKGROUND: Choroid plexus carcinoma (CPC) is a rare aggressive intracranial neoplasm with a predilection for young children and a historically poor outcome. Currently, no defined optimal therapeutic strategy exists. The Head Start (HS) regimens have included irradiation-avoiding strategies in young children with malignant brain tumors using high dose chemotherapy to improve survival and minimize neurocognitive sequelae. PROCEDURE: Three sequential HS studies have been conducted from 1991 to 2009. HS treatment strategy has consisted of maximal surgical resection followed by five cycles of intensive induction followed by consolidation myeloablative chemotherapy with autologous hematopoietic stem cell rescue (AuHCR). Irradiation was given following recovery from consolidation based on the patient's age and evidence of residual disease. RESULTS: Twelve children with CPC (median age of 19.5 months) have been treated with HS regimens. Ten patients had >95% resection. Three patients had disseminated disease at diagnosis. Ten patients completed consolidation of whom five are alive, irradiation and disease free at 29, 43, 61, 66 and 89 months from diagnosis. Seven patients experienced tumor recurrence/progression at a median time of 13 months (range 2-43 months). Five patients received irradiation, one for residual disease and four upon progression or recurrence, of whom one is alive at 61 months. The 3- and 5-year progression-free survivals are 58% and 38% and overall survivals 83% and 62% respectively. Late deaths from disease beyond 5 years were also noted. CONCLUSION: Head Start strategies may produce long-term remission in young children with newly diagnosed CPC with avoidance of cranial irradiation.
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Protocolos de Quimioterapia Combinada Antineoplásica/uso terapéutico , Neoplasias Encefálicas/terapia , Carcinoma/terapia , Neoplasias del Plexo Coroideo/terapia , Neoplasias Encefálicas/mortalidad , Neoplasias Encefálicas/patología , Carboplatino/administración & dosificación , Carcinoma/mortalidad , Carcinoma/patología , Quimioradioterapia , Preescolar , Neoplasias del Plexo Coroideo/mortalidad , Neoplasias del Plexo Coroideo/patología , Cisplatino/administración & dosificación , Irradiación Craneana , Ciclofosfamida/administración & dosificación , Etopósido/administración & dosificación , Femenino , Estudios de Seguimiento , Humanos , Lactante , Recién Nacido , Agencias Internacionales , Masculino , Estadificación de Neoplasias , Pronóstico , Estudios Prospectivos , Tasa de Supervivencia , Vincristina/administración & dosificaciónRESUMEN
XLP is an erythroid porphyria that results in variable cutaneous photosensitivity due to accumulation of protoporphyrin. The genetic defect in XLP is mutation of the gene ALAS2, resulting in gain of function for the erythroid enzyme 5-aminolevulinate synthase 2. Previous reports have shown that protoporphyrin-induced liver disease may also occur in XLP, occasionally severe enough to warrant liver transplantation; however, transplantation may be followed by injury to the graft due to continued presence of the underlying metabolic disorder in the bone marrow. We present a case of XLP with severe liver disease successfully treated with HPCT to avoid liver transplantation. The case also demonstrates the feasibility of reduced intensity transplant to provide engraftment sufficient for correction of porphyria and tolerability of reduced intensity conditioning containing TLI in the face of severe liver injury.
Asunto(s)
Cromosomas Humanos X , Enfermedades Genéticas Ligadas al Cromosoma X/terapia , Cirrosis Hepática/terapia , Protoporfiria Eritropoyética/terapia , 5-Aminolevulinato Sintetasa/genética , Biopsia , Trasplante de Médula Ósea , Preescolar , Ligamiento Genético , Trasplante de Células Madre Hematopoyéticas , Humanos , Hígado/patología , Pruebas de Función Hepática , Masculino , Mutación , Acondicionamiento Pretrasplante , Trasplante HomólogoRESUMEN
BACKGROUND: Cellular senescence can have positive and negative effects on the body, including aiding in damage repair and facilitating tumor growth. Adamantinomatous craniopharyngioma (ACP), the most common pediatric sellar/suprasellar brain tumor, poses significant treatment challenges. Recent studies suggest that senescent cells in ACP tumors may contribute to tumor growth and invasion by releasing a senesecence-associated secretory phenotype. However, a detailed analysis of these characteristics has yet to be completed. METHODS: We analyzed primary tissue samples from ACP patients using single-cell, single-nuclei, and spatial RNA sequencing. We performed various analyses, including gene expression clustering, inferred senescence cells from gene expression, and conducted cytokine signaling inference. We utilized LASSO to select essential gene expression pathways associated with senescence. Finally, we validated our findings through immunostaining. RESULTS: We observed significant diversity in gene expression and tissue structure. Key factors such as NFKB, RELA, and SP1 are essential in regulating gene expression, while senescence markers are present throughout the tissue. SPP1 is the most significant cytokine signaling network among ACP cells, while the Wnt signaling pathway predominantly occurs between epithelial and glial cells. Our research has identified links between senescence-associated features and pathways, such as PI3K/Akt/mTOR, MYC, FZD, and Hedgehog, with increased P53 expression associated with senescence in these cells. CONCLUSIONS: A complex interplay between cellular senescence, cytokine signaling, and gene expression pathways underlies ACP development. Further research is crucial to understand how these elements interact to create novel therapeutic approaches for patients with ACP.
Asunto(s)
Senescencia Celular , Craneofaringioma , Aprendizaje Automático , Neoplasias Hipofisarias , Humanos , Craneofaringioma/metabolismo , Craneofaringioma/patología , Craneofaringioma/genética , Neoplasias Hipofisarias/patología , Neoplasias Hipofisarias/metabolismo , Neoplasias Hipofisarias/genética , Biomarcadores de Tumor/metabolismo , Biomarcadores de Tumor/genética , Fenotipo , Regulación Neoplásica de la Expresión Génica , Niño , Masculino , FemeninoRESUMEN
BACKGROUND: Children with relapsed central nervous system (CNS tumors), neuroblastoma, sarcomas, and other rare solid tumors face poor outcomes. This prospective clinical trial examined the feasibility of combining genomic and transcriptomic profiling of tumor samples with a molecular tumor board (MTB) approach to make realtime treatment decisions for children with relapsed/refractory solid tumors. METHODS: Subjects were divided into three strata: stratum 1-relapsed/refractory neuroblastoma; stratum 2-relapsed/refractory CNS tumors; and stratum 3-relapsed/refractory rare solid tumors. Tumor samples were sent for tumor/normal whole-exome (WES) and tumor whole-transcriptome (WTS) sequencing, and the genomic data were used in a multi-institutional MTB to make realtime treatment decisions. The MTB recommended plan allowed for a combination of up to 4 agents. Feasibility was measured by time to completion of genomic sequencing, MTB review and initiation of treatment. Response was assessed after every two cycles using Response Evaluation Criteria in Solid Tumors (RECIST). Patient clinical benefit was calculated by the sum of the CR, PR, SD, and NED subjects divided by the sum of complete response (CR), partial response (PR), stable disease (SD), no evidence of disease (NED), and progressive disease (PD) subjects. Grade 3 and higher related and unexpected adverse events (AEs) were tabulated for safety evaluation. RESULTS: A total of 186 eligible patients were enrolled with 144 evaluable for safety and 124 evaluable for response. The average number of days from biopsy to initiation of the MTB-recommended combination therapy was 38 days. Patient benefit was exhibited in 65% of all subjects, 67% of neuroblastoma subjects, 73% of CNS tumor subjects, and 60% of rare tumor subjects. There was little associated toxicity above that expected for the MGT drugs used during this trial, suggestive of the safety of utilizing this method of selecting combination targeted therapy. CONCLUSIONS: This trial demonstrated the feasibility, safety, and efficacy of a comprehensive sequencing model to guide personalized therapy for patients with any relapsed/refractory solid malignancy. Personalized therapy was well tolerated, and the clinical benefit rate of 65% in these heavily pretreated populations suggests that this treatment strategy could be an effective option for relapsed and refractory pediatric cancers. TRIAL REGISTRATION: ClinicalTrials.gov, NCT02162732. Prospectively registered on June 11, 2014.
Asunto(s)
Neuroblastoma , Niño , Humanos , Neuroblastoma/tratamiento farmacológico , Neuroblastoma/genética , Protocolos de Quimioterapia Combinada Antineoplásica/efectos adversos , Recurrencia Local de Neoplasia/tratamiento farmacológico , Recurrencia Local de Neoplasia/etiologíaRESUMEN
Though rare, pediatric high-grade gliomas (pHGG) are a leading cause of cancer-related mortality in children. We wanted to determine whether our currently available clinical laboratory methods could better define diagnosis for pHGG that had been archived at our institution for the past 20 years (1998 to 2017). We investigated 33 formalin-fixed paraffin-embedded pHGG using ThermoFisher Oncoscan SNP microarray with somatic mutation analysis, Sanger sequencing, and whole genome sequencing. These data were correlated with historical histopathological, chromosomal, clinical, and radiological data. Tumors were subsequently classified according to the 2021 WHO Classification of Paediatric CNS Tumours. All 33 tumors were found to have genetic aberrations that placed them within a 2021 WHO subtype and/or provided prognostic information; 6 tumors were upgraded from WHO CNS grade 3 to grade 4. New pHGG genetic features were found including two small cell glioblastomas with H3 G34 mutations not previously described; one tumor with STRN-NTRK2 fusion; and a congenital diffuse leptomeningeal glioneuronal tumor without a chromosomal 1p deletion but with KIAA1549-BRAF fusion. Overall, the combination of laboratory methods yielded key information for tumor classification. Thus, even small studies of these uncommon tumor types may yield new genetic features and possible new subtypes that warrant future investigations.
Asunto(s)
Neoplasias Encefálicas , Neoplasias del Sistema Nervioso Central , Glioma , Niño , Humanos , Neoplasias Encefálicas/genética , Neoplasias Encefálicas/patología , Glioma/genética , Glioma/patología , Neoplasias del Sistema Nervioso Central/genética , Mutación/genética , Organización Mundial de la SaludRESUMEN
BACKGROUND: Diffuse midline gliomas (DMG) are highly invasive brain tumors with rare survival beyond two years past diagnosis and limited understanding of the mechanism behind tumor invasion. Previous reports demonstrate upregulation of the protein ID1 with H3K27M and ACVR1 mutations in DMG, but this has not been confirmed in human tumors or therapeutically targeted. METHODS: Whole exome, RNA, and ChIP-sequencing was performed on the ID1 locus in DMG tissue. Scratch-assay migration and transwell invasion assays of cultured cells were performed following shRNA-mediated ID1-knockdown. In vitro and in vivo genetic and pharmacologic [cannabidiol (CBD)] inhibition of ID1 on DMG tumor growth was assessed. Patient-reported CBD dosing information was collected. RESULTS: Increased ID1 expression in human DMG and in utero electroporation (IUE) murine tumors is associated with H3K27M mutation and brainstem location. ChIP-sequencing indicates ID1 regulatory regions are epigenetically active in human H3K27M-DMG tumors and prenatal pontine cells. Higher ID1-expressing astrocyte-like DMG cells share a transcriptional program with oligo/astrocyte-precursor cells (OAPCs) from the developing human brain and demonstrate upregulation of the migration regulatory protein SPARCL1. Genetic and pharmacologic (CBD) suppression of ID1 decreases tumor cell invasion/migration and tumor growth in H3.3/H3.1K27M PPK-IUE and human DIPGXIIIP* in vivo models of pHGG. The effect of CBD on cell proliferation appears to be non-ID1 mediated. Finally, we collected patient-reported CBD treatment data, finding that a clinical trial to standardize dosing may be beneficial. CONCLUSIONS: H3K27M-mediated re-activation of ID1 in DMG results in a SPARCL1+ migratory transcriptional program that is therapeutically targetable with CBD.
Asunto(s)
Neoplasias Encefálicas , Glioma , Animales , Humanos , Ratones , Encéfalo/patología , Neoplasias Encefálicas/genética , Proteínas de Unión al Calcio , Proteínas de la Matriz Extracelular/genética , Glioma/genética , Histonas/genética , Proteína 1 Inhibidora de la Diferenciación/genética , Mutación , Transducción de SeñalRESUMEN
PURPOSE: Infant and young childhood medulloblastoma (iMB) is usually treated without craniospinal irradiation (CSI) to avoid neurocognitive late effects. Unfortunately, many children relapse. The purpose of this study was to assess salvage strategies and prognostic features of patients with iMB who relapse after CSI-sparing therapy. METHODS: We assembled a large international cohort of 380 patients with relapsed iMB, age younger than 6 years, and initially treated without CSI. Univariable and multivariable Cox models of postrelapse survival (PRS) were conducted for those treated with curative intent using propensity score analyses to account for confounding factors. RESULTS: The 3-year PRS, for 294 patients treated with curative intent, was 52.4% (95% CI, 46.4 to 58.3) with a median time to relapse from diagnosis of 11 months. Molecular subgrouping was available for 150 patients treated with curative intent, and 3-year PRS for sonic hedgehog (SHH), group 4, and group 3 were 60%, 84%, and 18% (P = .0187), respectively. In multivariable analysis, localized relapse (P = .0073), SHH molecular subgroup (P = .0103), CSI use after relapse (P = .0161), and age ≥ 36 months at initial diagnosis (P = .0494) were associated with improved survival. Most patients (73%) received salvage CSI, and although salvage chemotherapy was not significant in multivariable analysis, its use might be beneficial for a subset of children receiving salvage CSI < 35 Gy (P = .007). CONCLUSION: A substantial proportion of patients with relapsed iMB are salvaged after initial CSI-sparing approaches. Patients with SHH subgroup, localized relapse, older age at initial diagnosis, and those receiving salvage CSI show improved PRS. Future prospective studies should investigate optimal CSI doses and the role of salvage chemotherapy in this population.
Asunto(s)
Neoplasias Encefálicas , Neoplasias Cerebelosas , Irradiación Craneoespinal , Meduloblastoma , Niño , Humanos , Lactante , Preescolar , Meduloblastoma/radioterapia , Estudios de Cohortes , Estudios Prospectivos , Irradiación Craneoespinal/efectos adversos , Proteínas Hedgehog , Recurrencia Local de Neoplasia , Neoplasias Encefálicas/terapia , Enfermedad Crónica , Neoplasias Cerebelosas/radioterapiaRESUMEN
The OncoScan CNV Plus Assay (OS+) is a single-nucleotide polymorphism microarray platform that can detect 74 hotspot somatic mutations (SMs) in nine genes via molecular inversion probes. We report validation of the SM component of OS+ using a cohort of pediatric high-grade brain tumor specimens. SM calls were generated from 46 brain tumor cases, most tested orthogonally via bidirectional Sanger sequencing. The initial calling algorithm result showed that 31 tumors were positive and 15 were negative for SM, with a total of 71 OS+ SM calls [28 high-confidence (HC) and 43 low-confidence (LC)]. Sanger sequencing was performed for 54 of the 71 calls (27 HC and 27 LC), as well as for 21 randomly selected hotspots across the 15 OS+ negative cases. HC calls (except EGFR) Sanger sequencing confirmed positive, negative calls confirmed negative, but none of the LC calls were Sanger-confirmed positive. An update of the OS+ algorithm resolved the LC calls, but of the 11 HC SM EGFR calls, Sanger sequencing confirmed only one. Two PTEN SM calls by OS+ in two separate cases were also negative per Sanger sequencing. We conclude that a majority of HC OS+ SM calls were accurate, except calls identified in EGFR and PTEN. Clinically, we report SMs identified by OS+ only after Sanger sequencing verification.
Asunto(s)
Neoplasias Encefálicas/genética , Secuenciación de Nucleótidos de Alto Rendimiento/métodos , Mutación , Polimorfismo de Nucleótido Simple , Análisis de Matrices Tisulares/métodos , Adolescente , Algoritmos , Neoplasias Encefálicas/patología , Niño , Preescolar , Estudios de Cohortes , Variaciones en el Número de Copia de ADN , Exactitud de los Datos , Femenino , Humanos , Lactante , Recién Nacido , Masculino , Reacción en Cadena en Tiempo Real de la Polimerasa/métodos , Sensibilidad y Especificidad , Adulto JovenRESUMEN
Deep learning (DL) is a widely applied mathematical modeling technique. Classically, DL models utilize large volumes of training data, which are not available in many healthcare contexts. For patients with brain tumors, non-invasive diagnosis would represent a substantial clinical advance, potentially sparing patients from the risks associated with surgical intervention on the brain. Such an approach will depend upon highly accurate models built using the limited datasets that are available. Herein, we present a novel genetic algorithm (GA) that identifies optimal architecture parameters using feature embeddings from state-of-the-art image classification networks to identify the pediatric brain tumor, adamantinomatous craniopharyngioma (ACP). We optimized classification models for preoperative Computed Tomography (CT), Magnetic Resonance Imaging (MRI), and combined CT and MRI datasets with demonstrated test accuracies of 85.3%, 83.3%, and 87.8%, respectively. Notably, our GA improved baseline model performance by up to 38%. This work advances DL and its applications within healthcare by identifying optimized networks in small-scale data contexts. The proposed system is easily implementable and scalable for non-invasive computer-aided diagnosis, even for uncommon diseases.
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Neoplasias Encefálicas/diagnóstico por imagen , Craneofaringioma/diagnóstico por imagen , Aprendizaje Profundo , Diagnóstico por Computador/métodos , Procesamiento de Imagen Asistido por Computador/métodos , Imagen por Resonancia Magnética/métodos , Tomografía Computarizada por Rayos X/métodos , Algoritmos , Humanos , Modelos Teóricos , Redes Neurales de la Computación , Periodo PreoperatorioRESUMEN
Adamantinomatous craniopharyngioma (ACP) is a biologically benign but clinically aggressive lesion that has a significant impact on quality of life. The incidence of the disease has a bimodal distribution, with peaks occurring in children and older adults. Our group previously published the results of a transcriptome analysis of pediatric ACPs that identified several genes that were consistently overexpressed relative to other pediatric brain tumors and normal tissue. We now present the results of a transcriptome analysis comparing pediatric to adult ACP to identify biological differences between these groups that may provide novel therapeutic insights or support the assertion that potential therapies identified through the study of pediatric ACP may also have a role in adult ACP. Using our compiled transcriptome dataset of 27 pediatric and 9 adult ACPs, obtained through the Advancing Treatment for Pediatric Craniopharyngioma Consortium, we interrogated potential age-related transcriptional differences using several rigorous mathematical analyses. These included: canonical differential expression analysis; divisive, agglomerative, and probabilistic based hierarchical clustering; information theory based characterizations; and the deep learning approach, HD Spot. Our work indicates that there is no therapeutically relevant difference in ACP gene expression based on age. As such, potential therapeutic targets identified in pediatric ACP are also likely to have relvance for adult patients.
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Craneofaringioma/genética , Craneofaringioma/terapia , Neoplasias Hipofisarias/genética , Neoplasias Hipofisarias/terapia , Transcriptoma , Adulto , Niño , Biología Computacional , Perfilación de la Expresión Génica , Humanos , Persona de Mediana EdadRESUMEN
Childhood cancer is rare among childhood diseases and requires a high index of suspicion by the primary care physician to entertain the possibility of cancer when managing common childhood diseases. This article presents an overview of common pediatric cancers, their presentations, and how the primary care physician can work up patients whom they suspect have a malignancy. The goal is to help primary care doctors in early recognition and appropriate referral of patients, in order for patients to receive required specialized care in a timely manner.
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Neoplasias/diagnóstico , Neoplasias/epidemiología , Atención Primaria de Salud , Niño , Diagnóstico Diferencial , Urgencias Médicas , Humanos , Neoplasias/mortalidad , Factores de RiesgoRESUMEN
Atypical teratoid rhabdoid tumors (ATRTs) are rare central nervous system tumors that comprise approximately 1-2% of all pediatric brain tumors; however, in patients less than 3 years of age this tumor accounts for up to 20% of cases. ATRT is characterized by loss of the long arm of chromosome 22 which results in loss of the hSNF5/INI-1 gene. INI1, a member of the SWI/SNF chromatin remodeling complex, is important in maintenance of the mitotic spindle and cell cycle control. Overall survival in ATRT is poor with median survival around 17 months. Radiation is an effective component of therapy but is avoided in patients younger than 3 years of age due to long term neurocognitive sequelae. Most long term survivors undergo radiation therapy as a part of their upfront or salvage therapy, and there is a suggestion that sequencing the radiation earlier in therapy may improve outcome. There is no standard curative chemotherapeutic regimen, but anecdotal reports advocate the use of intensive therapy with alkylating agents, high-dose methotrexate, or therapy that includes high-dose chemotherapy with stem cell rescue. Due to the rarity of this tumor and the lack of randomized controlled trials it has been challenging to define optimal therapy and advance treatment. Recent laboratory investigations have identified aberrant function and/or regulation of cyclin D1, aurora kinase, and insulin-like growth factor pathways in ATRT. There has been significant interest in identifying and testing therapeutic agents that target these pathways.