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1.
J Pediatr Hematol Oncol ; 45(6): e683-e688, 2023 08 01.
Artículo en Inglés | MEDLINE | ID: mdl-37314864

RESUMEN

PURPOSE: This study set out to evaluate the psychosocial effects of coronavirus disease 2019 (COVID-19) among adolescents with cancer, and whether these effects are significantly different among adolescents who were undergoing therapy or had completed it. MATERIALS AND METHODS: The AIEOP Adolescents Working Group and the AIEOP Psychosocial Working Group adapted a questionnaire, which was completed by 214 adolescent cancer patients ( Mage =16.3 y, range: 15 to 19 y old) treated at 16 AIEOP centers in the North (38%), South (31%), and Center (31%) of Italy. RESULTS: The results highlighted that fear of the virus is equally distributed among adolescent cancer patients, with patients being particularly concerned about their parents and families. The adolescents reported that had no difficulty in following individual safety measures: they used personal protective equipment and they were attentive to their own health and adhering to the rules imposed by doctors and the wider community. There are very few, limited differences between adolescents undergoing treatment (active group) and those who have completed treatment (follow-up group). The reminder of their own therapy experience triggered by the use of personal protective equipment, and the more common refusal to follow some restrictions were the only 2 behaviors by which the follow-up group differed significantly from the adolescents in the active group. CONCLUSIONS: Adolescents with cancer seem to have coped well with the pandemic: although they were very afraid of the virus for themselves and their families, and had to limit their social contact, they did comply with the restrictions. Their experience of cancer probably also had a positive effect in cultivating adolescents who are more responsible and resilient in emergency situations such as the pandemic.


Asunto(s)
COVID-19 , Hematología , Neoplasias , Niño , Humanos , Adolescente , COVID-19/epidemiología , Pandemias , Neoplasias/terapia , Neoplasias/epidemiología , Italia/epidemiología
2.
Neurol Sci ; 43(2): 1215-1222, 2022 Feb.
Artículo en Inglés | MEDLINE | ID: mdl-34105018

RESUMEN

BACKGROUND: Cognitive impairment occurs in multiple sclerosis (MS) and undergoes a progressive worsening over disease course. However, clinicians still struggle to predict the course of cognitive function. To evaluate baseline clinical and imaging predictors of cognitive abilities worsening over time, we performed a latent trajectory analysis for cognitive performances in MS patients, up to 15 years from disease onset. METHODS: We collected age, sex, education, dominant and non-dominant 9-hole peg test (9HP) and timed 25-foot walk (T25-FW) as well as MRI measures (grey matter volume and lesion load) within 6 months from disease diagnosis for relapsing-remitting MS (RR-MS) patients. At diagnosis and over the follow-up, we also assessed cognitive status through the symbol digit modalities test (SDMT). Cognitive impairment was defined by applying age-, gender- and education-adjusted normative values. Group-based trajectory analysis was performed to determine trajectories, and the predictive value of clinical and imaging variables at baseline was assessed through multinomial logistic regression. RESULTS: We included 148 RR-MS (98 females and 50 males). Over 11 ± 4 year follow-up, 51.4% remained cognitively stable whereas 48.6% cognitively worsened. Cognitively worsening patients had a higher T25FW time (p = 0.004) and a reduced hippocampal volume at baseline (p = 0.04). CONCLUSION: Physical disability as well as hippocampal atrophy might depict patients at risk of cognitive worsening over the disease course. Therefore, using such predictors, clinicians may select patients to carefully evaluate for cognitive impairment as to eventually introduce cognitive rehabilitation treatments.


Asunto(s)
Esclerosis Múltiple Recurrente-Remitente , Esclerosis Múltiple , Atrofia , Cognición , Femenino , Estudios de Seguimiento , Humanos , Lactante , Imagen por Resonancia Magnética , Masculino , Esclerosis Múltiple/complicaciones , Esclerosis Múltiple/diagnóstico por imagen , Pruebas Neuropsicológicas
3.
Radiol Med ; 127(9): 981-990, 2022 Sep.
Artículo en Inglés | MEDLINE | ID: mdl-35932443

RESUMEN

Reversible cerebral vasoconstriction syndrome (RCVS) is a group of disorders characterized by segmental narrowing and dilatation of medium-to-large cerebral arteries, clinically presenting with recurrent episodes of sudden-onset thunderclap headaches, with or without focal neurological deficits. Cerebral vasoconstriction is typically reversible, with spontaneous resolution within 3 months. Although the syndrome has generally a benign course, patients with neurological deficits may experience worse outcome. The main imaging finding is segmental constriction of intracranial arteries, which can be associated with subarachnoid hemorrhage and/or ischemic foci. Other possible findings are intracranial hemorrhage, subdural bleeding and cerebral edema. The latter may have a pattern which can resemble that of posterior reversible encephalopathy syndrome, a condition that can overlap with RCVS. New imaging techniques, such as vessel wall imaging and arterial spin labeling, are proving useful in RCVS and are giving new insights into the pathophysiology of this condition. In this paper, we aim to review neuroimaging findings of RCVS.


Asunto(s)
Trastornos Cerebrovasculares , Cefaleas Primarias , Síndrome de Leucoencefalopatía Posterior , Vasoespasmo Intracraneal , Trastornos Cerebrovasculares/complicaciones , Trastornos Cerebrovasculares/diagnóstico por imagen , Cefaleas Primarias/complicaciones , Cefaleas Primarias/etiología , Humanos , Neuroimagen , Síndrome de Leucoencefalopatía Posterior/complicaciones , Vasoconstricción/fisiología , Vasoespasmo Intracraneal/complicaciones , Vasoespasmo Intracraneal/diagnóstico por imagen
4.
Neuroendocrinology ; 111(7): 696-704, 2021.
Artículo en Inglés | MEDLINE | ID: mdl-32580192

RESUMEN

BACKGROUND: MRI is a useful imaging modality to assess the presence of pancreatic neuroendocrine tumors (PNETs), allowing repeat monitoring examinations in multiple endocrine neoplasia type 1 (MEN-1) patients. OBJECTIVES: We aimed to compare the diagnostic accuracy of conventional MRI sequences to identify which sequence better depicts the presence of PNETs in MEN-1 patients. METHOD: We performed a retrospective analysis of consecutive MEN-1 patients who underwent a conventional MRI protocol to monitor previously proven PNETs. MRI sequences T1-w chemical shift (CS), T2-w HASTE, fat-suppressed (FS) T2-w HASTE, diffusion-weighted imaging (DWI), and pre- and post-contrast FS T1-w sequences were independently analyzed by 2 experienced radiologists using a 3-grade score (no lesion, uncertain lesion, and certain lesion); lesion size and signal intensity were recorded. A Friedman ANOVA and a Wilcoxon pairwise test for the post hoc analysis were used. The sensitivity of each sequence was measured, and the results were analyzed with the χ2 test. RESULTS: We included 21 patients with a total of 45 PNETs proven by histology, endoscopic ultrasonography-guided fine-needle aspiration, CT, and nuclear medicine studies. A statistically significant (p < 0.01) difference was observed in the detection performance of each MRI sequence, particularly between DWI (91%) and T2-w FS (85%) sequences in comparison to the others (T1-w CS, T2-w, and pre- and post-contrast FS T1-w, ≤56% for all); no significant (p = 0.5) difference was found between the detection performance of DWI and T2-w FS sequences. No correlation was observed between the qualitative score of each sequence and lesion tumor size. CONCLUSIONS: DWI and T2-w FS sequences proved to be the most accurate in the detection of PNETs, thus suggesting a role for an abbreviated MRI protocol without contrast medium administration for monitoring MEN-1 patients.


Asunto(s)
Imagen por Resonancia Magnética/normas , Neoplasia Endocrina Múltiple Tipo 1/diagnóstico por imagen , Neoplasias Pancreáticas/diagnóstico por imagen , Adulto , Anciano , Femenino , Humanos , Imagen por Resonancia Magnética/métodos , Masculino , Persona de Mediana Edad , Estudios Retrospectivos , Adulto Joven
5.
Neuroradiology ; 63(8): 1293-1304, 2021 Aug.
Artículo en Inglés | MEDLINE | ID: mdl-33649882

RESUMEN

PURPOSE: To systematically review and evaluate the methodological quality of studies using radiomics for diagnostic and predictive purposes in patients with intracranial meningioma. To perform a meta-analysis of machine learning studies for the prediction of intracranial meningioma grading from pre-operative brain MRI. METHODS: Articles published from the year 2000 on radiomics and machine learning applications in brain imaging of meningioma patients were included. Their methodological quality was assessed by three readers with the radiomics quality score, using the intra-class correlation coefficient (ICC) to evaluate inter-reader reproducibility. A meta-analysis of machine learning studies for the preoperative evaluation of meningioma grading was performed and their risk of bias was assessed with the Quality Assessment of Diagnostic Accuracy Studies tool. RESULTS: In all, 23 studies were included in the systematic review, 8 of which were suitable for the meta-analysis. Total (possible range, -8 to 36) and percentage radiomics quality scores were respectively 6.96 ± 4.86 and 19 ± 13% with a moderate to good inter-reader reproducibility (ICC = 0.75, 95% confidence intervals, 95%CI = 0.54-0.88). The meta-analysis showed an overall AUC of 0.88 (95%CI = 0.84-0.93) with a standard error of 0.02. CONCLUSIONS: Machine learning and radiomics have been proposed for multiple applications in the imaging of meningiomas, with promising results for preoperative lesion grading. However, future studies with adequate standardization and higher methodological quality are required prior to their introduction in clinical practice.


Asunto(s)
Neoplasias Meníngeas , Meningioma , Humanos , Aprendizaje Automático , Imagen por Resonancia Magnética , Neoplasias Meníngeas/diagnóstico por imagen , Meningioma/diagnóstico por imagen , Reproducibilidad de los Resultados , Estudios Retrospectivos
6.
Neuroradiology ; 63(6): 971-974, 2021 Jun.
Artículo en Inglés | MEDLINE | ID: mdl-33481070

RESUMEN

Tuberous sclerosis complex (TSC) is an autosomal dominant condition clinically presenting with heterogenous clinical features. Multiple neuroradiological manifestations have been associated with TSC, such as tubers, radial migration lines, subependymal nodules, subependymal giant cell astrocytomas, and cyst-like lesions of the white matter (CLLWMs). The latter have been described as non-enhancing well-defined cysts whose pathogenesis is still unknown. We describe 2 TSC patients with CLLWM showing contrast enhancement after Gadolinium injection, a previously unreported entity.


Asunto(s)
Astrocitoma , Neoplasias Encefálicas , Quistes , Esclerosis Tuberosa , Sustancia Blanca , Humanos , Esclerosis Tuberosa/complicaciones , Esclerosis Tuberosa/diagnóstico por imagen
7.
Neuroradiology ; 63(7): 983-999, 2021 Jul.
Artículo en Inglés | MEDLINE | ID: mdl-33733696

RESUMEN

PURPOSE: Cerebellar ataxias are a large and heterogeneous group of disorders. The evaluation of brain parenchyma via MRI plays a central role in the diagnostic assessment of these conditions, being mandatory to exclude the presence of other underlying causes in determining the clinical phenotype. Once these possible causes are ruled out, the diagnosis is usually researched in the wide range of hereditary or sporadic ataxias. METHODS: We here propose a review of the main clinical and conventional imaging findings of the most common hereditary degenerative ataxias, to help neuroradiologists in the evaluation of these patients. RESULTS: Hereditary degenerative ataxias are all usually characterized from a neuroimaging standpoint by the presence, in almost all cases, of cerebellar atrophy. Nevertheless, a proper assessment of imaging data, extending beyond the mere evaluation of cerebellar atrophy, evaluating also the pattern of volume loss as well as concomitant MRI signs, is crucial to achieve a proper diagnosis. CONCLUSION: The integration of typical neuroradiological characteristics, along with patient's clinical history and laboratory data, could allow the neuroradiologist to identify some conditions and exclude others, addressing the neurologist to the more appropriate genetic testing.


Asunto(s)
Ataxia Cerebelosa , Ataxia/diagnóstico por imagen , Ataxia/genética , Encéfalo , Ataxia Cerebelosa/diagnóstico por imagen , Ataxia Cerebelosa/genética , Humanos , Imagen por Resonancia Magnética , Neuroimagen
8.
Childs Nerv Syst ; 37(9): 2927-2930, 2021 09.
Artículo en Inglés | MEDLINE | ID: mdl-33566141

RESUMEN

Neurofibromatosis type 1 (NF1) is a genetic autosomal dominant disease caused by mutation of the protein neurofibromin, a regulator of cell growth. The most frequent intracranial findings are unidentified bright objects (UBOs), thickening of the corpus callosum, sphenoid wing dysplasia, cerebral vasculopathy, optic and non-optic pilocytic astrocytomas, and plexiform neurofibromas. We report two cases of NF1 patients with asymptomatic olfactory bulbs (OBs) enlargement depicted with Magnetic Resonance Imaging (MRI). To the best of our knowledge, this finding has not been reported in the scientific literature so far. We hypothesize that olfactory bulbs enlargement may have a pathogenetic nature like that of the UBOs as in one of our patients there was spontaneous regression during follow-up. The olfactory bulbs enlargement expands the broad neuroradiological spectrum of finding of NF1. More reports are required to better understand incidence, pathogenesis, and clinical behavior of olfactory bulbs enlargement in NF1 patients.


Asunto(s)
Astrocitoma , Neurofibromatosis 1 , Humanos , Hipertrofia , Imagen por Resonancia Magnética , Neurofibromatosis 1/complicaciones , Neurofibromatosis 1/diagnóstico por imagen , Bulbo Olfatorio/diagnóstico por imagen
9.
Eur Radiol ; 30(7): 3813-3822, 2020 Jul.
Artículo en Inglés | MEDLINE | ID: mdl-32100089

RESUMEN

OBJECTIVES: Aim of this study was to investigate the reliability and validity of 2D linear measures of ventricular enlargement as indirect markers of brain atrophy and possible predictors of clinical disability. METHODS: In this retrospective longitudinal analysis of relapsing-remitting MS patients, brain volumes were computed at baseline and after 2 years. Frontal horn width (FHW), intercaudate distance (ICD), third ventricle width (TVW), and 4th ventricle width were obtained. Two-dimensional measures associated with brain volume at correlation analyses were entered in linear and logistic regression models testing the relationship with baseline clinical disability and 10-year confirmed disability progression (CDP), respectively. Possible cutoff values for clinically relevant atrophy were estimated via receiver operating characteristic (ROC) analyses and probed as 10-year CDP predictors using hierarchical logistic regression. RESULTS: Eighty-seven patients were available (61/26 = F/M; 34.1 ± 8.5 years). Moderate negative correlations emerged between ICD and TVW and normalized brain volume (NBV; p < 0.001) and percentage brain volume change per year (PBVC/y) and FHW, ICD, and TVW annual changes (p ≤ 0.005). Baseline disability was moderately associated with NBV, ICD, and TVW (p < 0.001), while PBVC/y predicted 10-year CDP (p = 0.01). A cutoff percentage ICD change per year (PICDC/y) value of 4.38%, corresponding to - 0.91% PBVC/y, correlated with 10-year CDP (p = 0.04). These estimated cutoff values provided extra value for predicting 10-year CDP (PBVC/y: p = 0.001; PICDC/y: p = 0.03). CONCLUSIONS: Two-dimensional measures of ventricular enlargement are reproducible and clinically relevant markers of brain atrophy, with ICD and its increase over time showing the best association with clinical disability. Specifically, a cutoff PICDC/y value of 4.38% could serve as a potential surrogate marker of long-term disability progression. KEY POINTS: • Assessment of ventricular enlargement as a rapidly accessible indirect marker of brain atrophy may prove useful in cases in which brain volume quantification is not practicable. • Two-dimensional linear measures of ventricular enlargement represent reliable, valid, and clinically relevant markers of brain atrophy. • A cutoff annualized percentage brain volume change of - 0.91% and the corresponding annualized percentage increase of 4.38% for intercaudate distance are able to discriminate patients who will develop long-term disability progression.


Asunto(s)
Encefalopatías/diagnóstico , Ventrículos Cerebrales/patología , Evaluación de la Discapacidad , Imagen por Resonancia Magnética/métodos , Esclerosis Múltiple/diagnóstico , Adulto , Atrofia/diagnóstico , Encefalopatías/etiología , Encefalopatías/rehabilitación , Progresión de la Enfermedad , Femenino , Humanos , Masculino , Esclerosis Múltiple/complicaciones , Esclerosis Múltiple/rehabilitación , Curva ROC , Recurrencia , Reproducibilidad de los Resultados , Estudios Retrospectivos
10.
Neuroradiology ; 62(9): 1095-1103, 2020 Sep.
Artículo en Inglés | MEDLINE | ID: mdl-32285148

RESUMEN

PURPOSE: A new form of autosomal dominant hereditary spinocerebellar ataxia (SCA) has been recently described (SCA48), and here we investigate its conventional MRI findings to identify the presence of a possible imaging feature of this condition. METHODS: In this retrospective observational study, we evaluated conventional MRI scans from 10 SCA48 patients (M/F = 5/5; 44.7 ± 7.8 years). For all subjects, atrophy of both supratentorial and infratentorial compartments were recorded, as well as the presence of possible T2-weighted imaging (T2WI) signal alterations. RESULTS: In SCA48 patients, no meaningful supratentorial changes were found, both in terms of volume loss or MRI signal changes. Atrophy of the cerebellum was present in all cases, involving both the vermis and the hemispheres, but particularly affecting the postero-lateral portions of the cerebellar hemispheres. In all patients, with the exception of only one subject (90.0% of the cases), a T2WI hyperintensity of both dentate nuclei was found. The association of such signal alteration with the pattern of cerebellar atrophy resembled the appearance of a crab ("crab sign"). CONCLUSION: Our findings suggest that SCA48 patients are characterized by cerebellar atrophy, mainly involving the postero-lateral hemisphere areas, along with a T2WI hyperintensity of dentate nuclei. We propose that the association of such signal change, along with the atrophy of the lateral portion of the cerebellar hemispheres, resembled the appearance of a crab, and therefore, we propose the "crab sign" as a neuroradiological sign present in SCA48 patients.


Asunto(s)
Imagen por Resonancia Magnética/métodos , Ataxias Espinocerebelosas/diagnóstico por imagen , Adulto , Atrofia/patología , Cerebelo/patología , Femenino , Humanos , Masculino , Persona de Mediana Edad , Estudios Retrospectivos , Ataxias Espinocerebelosas/clasificación
14.
J Pediatr Hematol Oncol ; 39(6): e318-e320, 2017 08.
Artículo en Inglés | MEDLINE | ID: mdl-28697166

RESUMEN

Lung cavitary lesions are a rare finding in the nontransplant setting of a patient with acute leukemia. Among viral agents, cytomegalovirus (CMV) may cause pulmonary nodules and cavities in patients undergoing hematopoietic stem cell transplantation, but during pediatric acute lymphoblastic leukemia treatment, CMV disease is less common. Here we report the case of a boy affected by acute lymphoblastic leukemia who suffered severe cavitary CMV pneumonia during chemotherapy, and we review the current literature.


Asunto(s)
Infecciones por Citomegalovirus/etiología , Neumonía/etiología , Leucemia-Linfoma Linfoblástico de Células Precursoras/complicaciones , Adolescente , Antineoplásicos/efectos adversos , Antineoplásicos/uso terapéutico , Infecciones por Citomegalovirus/inducido químicamente , Infecciones por Citomegalovirus/tratamiento farmacológico , Humanos , Masculino , Neumonía/inducido químicamente , Neumonía/tratamiento farmacológico , Leucemia-Linfoma Linfoblástico de Células Precursoras/tratamiento farmacológico , Inducción de Remisión
15.
Diagnostics (Basel) ; 14(11)2024 May 21.
Artículo en Inglés | MEDLINE | ID: mdl-38893591

RESUMEN

Meningitis is the infection of the meninges, which are connective tissue membranes covering the brain, and it most commonly affects the leptomeninges. Clinically, meningitis may present with fever, neck stiffness, altered mental status, headache, vomiting, and neurological deficits. Encephalitis is an infection of the brain, which usually presents with fever, altered mental status, neurological deficits, and seizure. Meningitis and encephalitis are serious conditions which could also coexist, with high morbidity and mortality, thus requiring prompt diagnosis and treatment. Imaging plays an important role in the clinical management of these conditions, especially Magnetic Resonance Imaging. It is indicated to exclude mimics and evaluate the presence of complications. The aim of this review is to depict imaging findings of the most common meningitis and encephalitis.

16.
Neuroradiol J ; 37(1): 23-30, 2024 Feb.
Artículo en Inglés | MEDLINE | ID: mdl-36908230

RESUMEN

Spontaneous epidural (SEH) and subdural hematomas (SSH) of the spine are a rare cause of spinal injury and morbidity. They often present in the emergency setting, though magnetic resonance imaging is the gold-standard for diagnosis. Knowledge of anatomy, and in particular of the dural layers of the spine, is crucial to understand the location of SEH and SSH and their relationship with spinal structure. In this pictorial review, we aim to explain imaging features of the SEH and SSH, and to rule out their main differential diagnosis.


Asunto(s)
Hematoma Subdural , Imagen por Resonancia Magnética , Humanos , Hematoma Subdural/diagnóstico por imagen , Imagen por Resonancia Magnética/métodos , Diagnóstico Diferencial
17.
J Pain Symptom Manage ; 68(1): e62-e74, 2024 Jul.
Artículo en Inglés | MEDLINE | ID: mdl-38679306

RESUMEN

INTRODUCTION: This study explores the feasibility and effects of music therapy on anticipatory nausea and vomiting, stress, pain and quality of life in adolescents undergoing chemotherapy. METHODS: This is a single group, quasi-experimental study using pre/post-test design. Participants received four individual sessions of music therapy (MT), led by a certified music therapist. State-Trait-Anxiety Inventory Y-1, and a 0-4 Likert scale for pain, nausea and vomiting were recorded. Heart rate variability (LF/HF) was collected during sessions. PedsQL was collected before and at the end of the trial. Semi-structured interviews were conducted with participants. RESULTS: A significant reduction in anxiety, nausea and vomiting, both pre-post single sessions and between different sessions, was observed. A significant increase in LF/HF and PedsQL scores was observed. Relevant themes also emerged from interviews. CONCLUSION: Results support the feasibility of introducing music therapy with adolescents undergoing chemotherapy. Perceived stress and psychological/physical wellbeing were improved in participants.


Asunto(s)
Antineoplásicos , Ansiedad , Musicoterapia , Náusea , Neoplasias , Calidad de Vida , Estrés Psicológico , Vómitos , Humanos , Musicoterapia/métodos , Adolescente , Femenino , Masculino , Náusea/terapia , Ansiedad/terapia , Estrés Psicológico/terapia , Neoplasias/terapia , Neoplasias/psicología , Antineoplásicos/uso terapéutico , Antineoplásicos/efectos adversos , Vómitos/terapia , Estudios de Factibilidad , Resultado del Tratamiento , Dolor/psicología , Anticipación Psicológica , Frecuencia Cardíaca
18.
Tumori ; : 3008916241245005, 2024 Apr 09.
Artículo en Inglés | MEDLINE | ID: mdl-38591573

RESUMEN

This article describes the oncology programs developed in Italy for adolescents and young adults with cancer, with a specific focus on the local projects created in pediatric oncology centers. A common feature of such projects is the emphasis on creative and artistic activities and laboratories (involving music, photography, novel writing, fashion design, and so on) designed to give young patients innovative means of expression.This article highlights the amazing powers of adolescents involved in these projects: the power to produce beautiful things in a place that is not normally associated with the idea of beauty; the power to make their doctors smile and grasp the profound sense of life; the power to make hospitals become places for producing culture.

19.
J Med Imaging Radiat Sci ; 54(3): 562-565, 2023 09.
Artículo en Inglés | MEDLINE | ID: mdl-37453857

RESUMEN

Multiple Myeloma (MM) is the most common primary osseous malignancy in adults, and it mainly affects men aged between 50 and 70 years. Although rare, central nervous system (CNS) involvement in MM is possible, and it has very poor prognosis. Therefore, fast and accurate diagnosis of CNS manifestation of MM is paramount. Here we describe a case of sphenoid bone localization in a patient with highly aggressive and refractory MM.


Asunto(s)
Mieloma Múltiple , Masculino , Adulto , Humanos , Persona de Mediana Edad , Anciano , Mieloma Múltiple/diagnóstico por imagen , Mieloma Múltiple/patología , Imagen por Resonancia Magnética , Pronóstico , Tomografía Computarizada por Rayos X , Hueso Esfenoides/diagnóstico por imagen , Hueso Esfenoides/patología
20.
Explor Target Antitumor Ther ; 4(4): 545-555, 2023.
Artículo en Inglés | MEDLINE | ID: mdl-37720347

RESUMEN

In the past few years, artificial intelligence (AI) has been increasingly used to create tools that can enhance workflow in medicine. In particular, neuro-oncology has benefited from the use of AI and especially machine learning (ML) and radiogenomics, which are subfields of AI. ML can be used to develop algorithms that dynamically learn from available medical data in order to automatically do specific tasks. On the other hand, radiogenomics can identify relationships between tumor genetics and imaging features, thus possibly giving new insights into the pathophysiology of tumors. Therefore, ML and radiogenomics could help treatment tailoring, which is crucial in personalized neuro-oncology. The aim of this review is to illustrate current and possible future applications of ML and radiomics in neuro-oncology.

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