ArticleNeurology2020
Correlation between NF1 genotype and imaging phenotype on whole-body MRI: NF1 radiogenomics.
Article in Neurology, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers.
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Who cites it
9 citing papers in PubMed.
- Artificial intelligence-based tools for precision diagnosis and treatment of neurofibromatosis type 1 associated peripheral and central glial tumors.Orphanet journal of rare diseases · 2025Review
- Machine Learning Enabled Prediction of Biologically Relevant Gene Expression Using CT-Based Radiomic Features in Non-Small Cell Lung Cancer.Cancer medicine · 2024Article
- Evaluation of magnetic resonance imaging-based radiomics characteristics for differentiation of benign and malignant peripheral nerve sheath tumors in neurofibromatosis type 1.Neuro-oncology · 2022Article
- Age-dependent oral manifestations of neurofibromatosis type 1: a case-control study.Orphanet journal of rare diseases · 2022Article
- Image-Based Differentiation of Benign and Malignant Peripheral Nerve Sheath Tumors in Neurofibromatosis Type 1.Frontiers in oncology · 2022Review
- Phenotyping spinal abnormalities in patients with Neurofibromatosis type 1 using whole-body MRI.Scientific reports · 2021Article
- Brain MRI radiomics analysis may predict poor psychomotor outcome in preterm neonates.European radiology · 2021Article
- Genotype-Phenotype Correlations in Neurofibromatosis Type 1: A Single-Center Cohort Study.Cancers · 2021Article
- Disease burden and unmet needs in adults with neurofibromatosis type 1 and plexiform neurofibromas: A systematic literature review.Neuro-oncology advancesReview
Corrections and comments
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Authors and funding
9 authors.
Funding
Abstract
objectiveTo investigate the genotype-phenotype correlation between neurofibromatosis 1 (NF1) germline mutations and imaging features of neurofibromas on whole-body MRI (WBMRI) by using radiomics image analysis techniques. MATERIALS AND
methodsTwenty-nine patients with NF1 who had known germline mutations determined by targeted next-generation sequencing were selected from a previous WBMRI study using coronal short tau inversion recovery sequence. Each tumor was segmented in WBMRI and a set of 59 imaging features was calculated using our in-house volumetric image analysis platform, 3DQI. A radiomics heatmap of 59 imaging features was analyzed to investigate the per-tumor and per-patient associations between the imaging features and mutation domains and mutation types. Linear mixed-effect models and one-way analysis of variance tests were performed to assess the similarity of tumor imaging features within mutation groups, between mutation groups, and between randomly selected groups.
resultsA total of 218 neurofibromas (97 discrete neurofibromas and 121 plexiform neurofibromas) were identified in 19 of the 29 patients. The unsupervised hierarchical clustering in heatmap analysis revealed 6 major image feature patterns that were significantly correlated with gene mutation domains and types with strong to very strong associations of genotype-phenotype correlations in both per-tumor and per-patient studies (
conclusionThis preliminary study identified the NF1 radiogenomics linkage between NF1 causative mutations and MRI radiomic features, i.e., the correlation between
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