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      Radiogenomics of neuroblastomas: Relationships between imaging phenotypes, tumor genomic profile and survival

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          Abstract

          Purpose

          This study investigated relationships between neuroblastomas (NBs) imaging phenotypes, tumor genomic profile and patient outcome.

          Patients and methods

          This IRB-approved retrospective observational study included 133 NB patients (73 M, 60 F; median age 15 months, range 0–151) treated in a single institution between 1998 and 2012. A consensus review of imaging (CT-scan, MRI) categorized tumors according to both the primarily involved compartment (i.e., neck, chest, abdomen or pelvis) and the sympathetic anatomical structure the tumors rose from (i.e., cervical, paravertebral or periarterial chains, or adrenal gland). Tumor shape, volume and image-defined surgical risk factors (IDRFs) at diagnosis were recorded. Genomic profiles were assessed using array-based comparative genomic hybridization and divided into three groups: “numerical-only chromosome alterations” (NCA), “segmental chromosome alterations” (SCA) and “ MYCN amplification” (MNA). Statistical analyses included Kruskal–Wallis, Chi 2 and Fisher’s exact tests and the Kaplan-Meier method with log-rank tests and Cox model for univariate and multivariate survival analyses.

          Results

          A significant association between the sympathetic structure origin of tumors and genomic profiles was demonstrated. NBs arising from cervical sympathetic chains were all NCA. Paravertebral NBs were NCA or SCA in 75% and 25%, respectively and none were MNA. Periarterial NBs were NCA, SCA or MNA in 33%, 56% and 11%, respectively. Adrenal NBs were NCA, SCA or MNA in 16%, 36% and 48%, respectively. Among MNA NBs, 92% originated from the adrenal gland. The sympathetic anatomical classification was significantly better correlated to overall survival than the compartmental classification (P < .0003). The tumor volume of MNA NBs was significantly higher than NCA or SCA NBs (P < .0001). Patients with initial volume less than 160 mL had significantly better overall survival (P < .009). A “single mass” pattern was significantly more frequent in NCA NBs (P = .0003). The number of IDRFs was significantly higher in MNA NBs (P < .0001).

          Conclusion

          Imaging phenotypes of neuroblastomas, including tumor origin along the sympathetic system, correlate with tumor genomic profile and patient outcome.

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          Most cited references35

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          The International Neuroblastoma Risk Group (INRG) classification system: an INRG Task Force report.

          Because current approaches to risk classification and treatment stratification for children with neuroblastoma (NB) vary greatly throughout the world, it is difficult to directly compare risk-based clinical trials. The International Neuroblastoma Risk Group (INRG) classification system was developed to establish a consensus approach for pretreatment risk stratification. The statistical and clinical significance of 13 potential prognostic factors were analyzed in a cohort of 8,800 children diagnosed with NB between 1990 and 2002 from North America and Australia (Children's Oncology Group), Europe (International Society of Pediatric Oncology Europe Neuroblastoma Group and German Pediatric Oncology and Hematology Group), and Japan. Survival tree regression analyses using event-free survival (EFS) as the primary end point were performed to test the prognostic significance of the 13 factors. Stage, age, histologic category, grade of tumor differentiation, the status of the MYCN oncogene, chromosome 11q status, and DNA ploidy were the most highly statistically significant and clinically relevant factors. A new staging system (INRG Staging System) based on clinical criteria and tumor imaging was developed for the INRG Classification System. The optimal age cutoff was determined to be between 15 and 19 months, and 18 months was selected for the classification system. Sixteen pretreatment groups were defined on the basis of clinical criteria and statistically significantly different EFS of the cohort stratified by the INRG criteria. Patients with 5-year EFS more than 85%, more than 75% to or = 50% to < or = 75%, or less than 50% were classified as very low risk, low risk, intermediate risk, or high risk, respectively. By defining homogenous pretreatment patient cohorts, the INRG classification system will greatly facilitate the comparison of risk-based clinical trials conducted in different regions of the world and the development of international collaborative studies.
            • Record: found
            • Abstract: found
            • Article: not found

            Association of multiple copies of the N-myc oncogene with rapid progression of neuroblastomas.

            Eighty-nine patients with untreated primary neuroblastomas were studied to determine the relation between the number of copies of the N-myc oncogene and survival without disease progression. Genomic amplification (3 to 300 copies) of N-myc was detected in 2 of 16 tumors in Stage II, 13 of 20 in Stage III, and 19 of 40 in Stage IV; in contrast, 8 Stage I and 5 Stage IV-S tumors all had 1 copy of the gene (P less than 0.01). Analysis of progression-free survival in all patients revealed that amplification of N-myc was associated with the worst prognosis (P less than 0.0001); the estimated progression-free survival at 18 months was 70 per cent, 30 per cent, and 5 per cent for patients whose tumors had 1, 3 to 10, or more than 10 N-myc copies, respectively. Of 16 Stage II tumors, 2 with amplification metastasized, whereas only 1 of 14 without amplification did so (P = 0.03). Stage IV tumors with amplification progressed most rapidly: nine months after diagnosis the estimated progression-free survival was 61 per cent, 47 per cent, and 0 per cent in patients whose tumors had 1, 3 to 10, or more than 10 copies, respectively (P less than 0.0001). These results suggest that genomic amplification of N-myc may have a key role in determining the aggressiveness of neuroblastomas.
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              • Article: not found

              The International Neuroblastoma Risk Group (INRG) staging system: an INRG Task Force report.

              The International Neuroblastoma Risk Group (INRG) classification system was developed to establish a consensus approach for pretreatment risk stratification. Because the International Neuroblastoma Staging System (INSS) is a postsurgical staging system, a new clinical staging system was required for the INRG pretreatment risk classification system. To stage patients before any treatment, the INRG Task Force, consisting of neuroblastoma experts from Australia/New Zealand, China, Europe, Japan, and North America, developed a new INRG staging system (INRGSS) based on clinical criteria and image-defined risk factors (IDRFs). To investigate the impact of IDRFs on outcome, survival analyses were performed on 661 European patients with INSS stages 1, 2, or 3 disease for whom IDRFs were known. In the INGRSS, locoregional tumors are staged L1 or L2 based on the absence or presence of one or more of 20 IDRFs, respectively. Metastatic tumors are defined as stage M, except for stage MS, in which metastases are confined to the skin, liver, and/or bone marrow in children younger than 18 months of age. Within the 661-patient cohort, IDRFs were present (ie, stage L2) in 21% of patients with stage 1, 45% of patients with stage 2, and 94% of patients with stage 3 disease. Patients with INRGSS stage L2 disease had significantly lower 5-year event-free survival than those with INRGSS stage L1 disease (78% +/- 4% v 90% +/- 3%; P = .0010). Use of the new staging (INRGSS) and risk classification (INRG) of neuroblastoma will greatly facilitate the comparison of risk-based clinical trials conducted in different regions of the world.

                Author and article information

                Contributors
                Role: ConceptualizationRole: Formal analysisRole: InvestigationRole: MethodologyRole: Project administrationRole: ResourcesRole: SupervisionRole: ValidationRole: VisualizationRole: Writing – original draftRole: Writing – review & editing
                Role: ConceptualizationRole: Data curationRole: Formal analysisRole: InvestigationRole: MethodologyRole: ResourcesRole: ValidationRole: VisualizationRole: Writing – original draftRole: Writing – review & editing
                Role: ConceptualizationRole: Formal analysisRole: Funding acquisitionRole: InvestigationRole: MethodologyRole: ResourcesRole: ValidationRole: Writing – original draftRole: Writing – review & editing
                Role: ConceptualizationRole: Data curationRole: Formal analysisRole: Funding acquisitionRole: InvestigationRole: MethodologyRole: ValidationRole: VisualizationRole: Writing – original draftRole: Writing – review & editing
                Role: ConceptualizationRole: InvestigationRole: ResourcesRole: Validation
                Role: ConceptualizationRole: MethodologyRole: ResourcesRole: SupervisionRole: ValidationRole: Writing – original draft
                Role: ConceptualizationRole: Data curationRole: InvestigationRole: MethodologyRole: ResourcesRole: ValidationRole: Writing – original draftRole: Writing – review & editing
                Role: Data curationRole: Validation
                Role: ConceptualizationRole: Formal analysisRole: InvestigationRole: MethodologyRole: ResourcesRole: SupervisionRole: ValidationRole: Writing – original draftRole: Writing – review & editing
                Role: InvestigationRole: ResourcesRole: Validation
                Role: InvestigationRole: ResourcesRole: Validation
                Role: Data curationRole: InvestigationRole: MethodologyRole: Validation
                Role: InvestigationRole: ResourcesRole: Validation
                Role: ConceptualizationRole: Formal analysisRole: Funding acquisitionRole: InvestigationRole: MethodologyRole: ResourcesRole: SupervisionRole: Validation
                Role: ConceptualizationRole: Funding acquisitionRole: MethodologyRole: SupervisionRole: Validation
                Role: ConceptualizationRole: Formal analysisRole: InvestigationRole: MethodologyRole: ResourcesRole: SupervisionRole: ValidationRole: Writing – original draftRole: Writing – review & editing
                Role: Editor
                Journal
                PLoS One
                PLoS ONE
                plos
                plosone
                PLoS ONE
                Public Library of Science (San Francisco, CA USA )
                1932-6203
                25 September 2017
                2017
                : 12
                : 9
                : e0185190
                Affiliations
                [1 ] Imaging Department, Institut Curie, Paris, France
                [2 ] Paris Sciences et Lettres Research University, Paris, France
                [3 ] Department of Pediatric Surgery, Necker-Enfants-Malades University Hospital, Assistance Publique-Hôpitaux de Paris, Paris, France
                [4 ] Paris-Descartes Sorbonne-Paris-Cité University, Paris, France
                [5 ] Department of Pediatric Oncology, Institut Curie, Paris, France
                [6 ] Unité de Génétique Somatique, Institut Curie, Paris, France
                [7 ] Department of Biostatistics, Institut Curie, Paris, France
                [8 ] Department of Pediatric Surgery and Urology, Robert Debré University Hospital, Assistance Publique-Hôpitaux de Paris, Paris, France
                [9 ] Paris-Diderot Sorbonne-Paris-Cité University, Paris, France
                [10 ] Institut Curie, INSERM, U830, Equipe Labellisée Ligue Contre le Cancer, Paris, France
                [11 ] Department of Pathology, Robert Debré University Hospital, Assistance Publique-Hôpitaux de Paris, Paris, France
                [12 ] Department of Biopathology, Institut Curie, Paris, France
                [13 ] Department of Pathology, Necker-Enfants-Malades University Hospital, Assistance Publique-Hôpitaux de Paris, Paris, France
                Universitat Zurich, SWITZERLAND
                Author notes

                Competing Interests: The authors have declared that no competing interests exist.

                ‡ These authors also contributed equally to this work.

                Author information
                http://orcid.org/0000-0003-2794-5875
                Article
                PONE-D-17-17629
                10.1371/journal.pone.0185190
                5612658
                28945781
                fd0528a5-c66c-4926-b914-dee8adb58abe
                © 2017 Brisse et al

                This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.

                History
                : 8 May 2017
                : 5 September 2017
                Page count
                Figures: 4, Tables: 4, Pages: 17
                Funding
                Funded by: Direction Générale de l’Offre de Soins
                Award ID: 4654
                Award Recipient :
                Funded by: Direction Générale de l’Offre de Soins
                Award ID: PHRC AOM 02014 and PHRC IC2007-09
                Award Recipient :
                Funded by: funder-id http://dx.doi.org/10.13039/501100001677, Institut National de la Santé et de la Recherche Médicale;
                Award Recipient :
                Funded by: Ligue Nationale contre le Cancer
                Funded by: Institut Curie
                Award ID: CEST
                Funded by: funder-id http://dx.doi.org/10.13039/100000047, Annenberg Foundation;
                Funded by: Association des Parents et des Amis des Enfants Soignés à l’Institut Curie
                Funded by: Hubert Gouin Association
                Funded by: Les Bagouz à Manon
                Funded by: Enfants et Santé
                Funded by: Les Amis de Claire
                The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript. This study was supported by the following grants: Grant-4654 (Site de Recherche Intégré sur le Cancer, Institut National du Cancer, Direction Générale de l’Offre de Soins); http://www.e-cancer.fr/, http://social-sante.gouv.fr/ministere/organisation/directions/article/dgos-direction-generale-de-l-offre-de-soins; PHRC AOM 02014 and PHRC IC2007-09 (Direction Générale de l’Offre de Soins); http://social-sante.gouv.fr/ministere/organisation/directions/article/dgos-direction-generale-de-l-offre-de-soins; Institut National de la Santé et de la Recherche Médicale, http://www.inserm.fr/; Ligue Nationale contre le Cancer (Equipe labellisée), https://www.ligue-cancer.net/; « Carte d’Identité des Tumeurs » program (Ligue Nationale Contre le Cancer), https://www.ligue-cancer.net/; CEST of Institut Curie, https://curie.fr/. The authors also thank the following associations for their continuous support: The Annenberg foundation, https://www.annenberg.org/ The APAESIC (Association des Parents et des Amis des Enfants Soignés à l’Institut Curie), http://www.apaesic.org/; The « Association Hubert Gouin Enfance et Cancer », http://www.enfance-et-cancer.org/; « Les Bagouz à Manon », http://www.lesbagouzamanon.org/; « Enfants et Santé », http://www.enfants-cancers-sante.fr/; « Les Amis de Claire», https://curie.fr/page/association-les-amis-de-claire.
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                Custom metadata
                The anonymized data set necessary to replicate our study findings are at the European Genome-phenome Archive (study accession number: EGAS00001002651).

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